{"id":562,"date":"2025-04-04T12:04:00","date_gmt":"2025-04-04T12:04:00","guid":{"rendered":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/?post_type=chapter&#038;p=562"},"modified":"2025-07-07T21:33:41","modified_gmt":"2025-07-07T21:33:41","slug":"what-is-data-visualization","status":"publish","type":"chapter","link":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/chapter\/what-is-data-visualization\/","title":{"raw":"What Is Data Visualization?","rendered":"What Is Data Visualization?"},"content":{"raw":"<blockquote>\r\n<p class=\"import-epf\">Good business leaders create a vision, articulate the vision, passionately own the vision, and relentlessly drive it to completion.<\/p>\r\n<p class=\"import-ept\">\u2014Jack Welch, former CEO of General Electric<\/p>\r\n<\/blockquote>\r\n<div class=\"textbox\">\r\n<p class=\"import-sth\"><strong>What Do You Think?\u00a0<\/strong><\/p>\r\n<p class=\"import-staft\">Callie Noble started working at the United Way in 2018, and her first assignment was building reports for Vigo County about ALICE families. ALICE is an acronym for <strong class=\"import-b\">A<\/strong>sset <strong class=\"import-b\">L<\/strong>imited, <strong class=\"import-b\">I<\/strong>ncome <strong class=\"import-b\">C<\/strong>onstrained, <strong class=\"import-b\">E<\/strong>mployed. Essentially, an ALICE family earns more than the federal poverty level but less than the basic cost of living in the county. Callie has lots of great data, and her team worked diligently to create reports but soon realized that they needed to visualize their data to connect with their social media\u2013based audiences to increase awareness of this issue. Their first report shows 2016 data. The research center shows information for 2023 and a 2024 update.<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-st\">ALICE in Vigo County (2016). United Way Agency. <a class=\"rId41\" href=\"https:\/\/wvcf.org\/wp-content\/uploads\/2019\/08\/2018-United-Way-ALICE-Report-Vigo-County.pdf\"><span class=\"import-url\">Link to report<\/span><\/a><\/p>\r\n&nbsp;\r\n\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-st\">Research Center\u2014Indiana (2024). United for ALICE. <a class=\"rId42\" href=\"https:\/\/www.unitedforalice.org\/state-overview\/Indiana\"><span class=\"import-url\">Link to Research Center<\/span><\/a><\/p>\r\n<p class=\"import-st\">The report has lots of charts but fails to tell a story that makes the information personal to the viewer. The team sits down to brainstorm how they might make their data visualizations more effective when presented to the community through social media. Imagine you are part of the brainstorming session as you visit both sites. What are your suggestions for the team? How do you tell the story of an ALICE family?<\/p>\r\n\r\n<\/div>\r\n<h1 class=\"import-ah\">Introduction<\/h1>\r\n[caption id=\"\" align=\"alignleft\" width=\"275\"]<img src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/image09.jpg\" alt=\"A group of people sitting around a campfire.\" width=\"275\" height=\"275\" \/> Source: Campfire image by generated by Copilot\u2014<a href=\"https:\/\/creativecommons.org\/publicdomain\/mark\/1.0\/\">Public Domain<\/a>[\/caption]\r\n<p class=\"import-pf\">According to Al Shalloway, CEO of Net Objectives, \u201c[Data] visualizations act <em class=\"import-i\">as a campfire<\/em> around which we gather to tell stories\u201d (Twitter, Feb 12, 2014). Probably not what you were expecting right? But you most likely have a vivid memory of a story you heard around a campfire. Does this memory trigger all kinds of senses that help you remember the story? According to statistics, 65% of the population consists of visual learners (Zopf et al., 2004).<\/p>\r\n<p class=\"import-p indent\">The setting here is a campfire, but the real art comes in the storytelling: \u201cStorytelling requires an understanding of your audience, your topic, and your goal\u201d (Dale Carnegie, 2018, p. 6). Connecting your storytelling to your audience\u2019s senses helps them remember it. In business, the real magic emerges when the user can interact with visuals, drilling deeper into the data, generating more insightful questions. Sometimes, you don\u2019t know all the questions to ask until you start \u201cplaying and analyzing\u201d the data. You can\u2019t drill deeper if the data are presented in a static manner or have barriers that hinder access. Every organization wants data-driven decisions. However, the deluge of the information age inundates us with tweets, emails, texts, direct messages (DMs), memes, news, and other data streams. Data surround us, but few know how to tell an effective story with them. So where and how do we start?<\/p>\r\n<p class=\"import-psec indent\">Chapter 2 addresses the following learning objectives.<\/p>\r\n\r\n<div class=\"textbox textbox--learning-objectives\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">Learning Objectives<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-bxaft\">At the end of this chapter, students should be able to:<\/p>\r\n\r\n<ol>\r\n \t<li>LO 1: Evaluate a data storytelling project for effectiveness.<\/li>\r\n \t<li>LO 2: Differentiate between effective and ineffective data visualizations.<\/li>\r\n \t<li>LO 3: Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics.<\/li>\r\n \t<li>LO 4: Differentiate between static, interactive, and video infographics.<\/li>\r\n \t<li>LO 5: Design an effective infographic using a free application.<\/li>\r\n \t<li>LO 6: Recognize bias and unethical uses of data.<\/li>\r\n<\/ol>\r\n<p class=\"import-bxul\"><em class=\"import-i\">Key Terms:<\/em> AI, call to action, Canva, CASS template, data smog, design thinking, Gapminder, Iliinsky\u2019s four pillars of visualization, infobesity, infographic, infoxication, interactive infographic, relative frequency, Snapp, storytelling, Venngage<\/p>\r\n<a href=\"https:\/\/palsave.hykucommons.org\/downloads\/9f7e1ceb-7750-45ec-9f3e-4fb961f232cc?locale=en\">Download Chapter 2 <\/a><a href=\"https:\/\/palsave.hykucommons.org\/downloads\/9f7e1ceb-7750-45ec-9f3e-4fb961f232cc?locale=en\">PowerPoint<\/a><a href=\"https:\/\/palsave.hykucommons.org\/downloads\/9f7e1ceb-7750-45ec-9f3e-4fb961f232cc?locale=en\"> (10 MB).<\/a>\r\n\r\n<a href=\"https:\/\/palsave.hykucommons.org\/downloads\/dfe1a889-da72-43ad-9576-2d72957de23c?locale=en\">Download Chapter 2 Student Files (34 MB).<\/a>\r\n\r\n<\/div>\r\n<\/div>\r\n<h1 class=\"import-ah\">2.1 The Art of Storytelling When Data Are Complex<\/h1>\r\n<blockquote>\r\n<p class=\"import-epaft\">Every great design begins with an even better story.<\/p>\r\n<p class=\"import-ept\">\u2014Lorinda Mamo, designer<\/p>\r\n<\/blockquote>\r\n<p class=\"import-paft\">We live in an era where an overwhelming amount of information surrounds us, creating a vast and constantly expanding sea of facts and figures. Decision-makers often find it challenging to navigate in this environment of excessive information, commonly referred to as \u201ctoo much information\u201d (TMI). The concept of information overload and the phrase \u201cinformation explosion\u201d gained recognition as early as the 1960s. Alvin Toffler, a renowned \u201cfuturist,\u201d popularized these terms in his book <em class=\"import-i\">Future Shock<\/em>, published in 1970.<\/p>\r\n<p class=\"import-p indent\">With the advancement of technology, particularly the rise of HTML and the internet in the 1980s and 1990s, the channels for accessing and sharing information multiplied. From RSS feeds and email to instant messaging, tweets, blogs, and social media platforms like Facebook, the ease of creating and disseminating information led to a sense of being overwhelmed. This abundance of information often leads to distraction and loss of focus.<\/p>\r\n<p class=\"import-p indent\">To describe the challenges faced by decision-makers in this environment, several terms emerged. <em class=\"import-i\">Infoxication<\/em>, <em class=\"import-i\">infobesity<\/em>, <em class=\"import-i\">data smog<\/em>, and <em class=\"import-i\">information anxiety<\/em> are some of the terms used to denote the combination of TMI, duplication of data, misplacement of data, and the resulting anxiety and difficulty in staying focused.<\/p>\r\n<p class=\"import-p indent\">In summary, the exponential growth of available information, coupled with technological advancements and the proliferation of communication channels, has created a scenario where decision-makers face challenges in effectively processing and making sense of the overwhelming amount of data surrounding them.<\/p>\r\n\r\n<h2 class=\"import-bh\">When Data Find Their Voice<\/h2>\r\n<p class=\"import-paft\">We know complex data hold immense potential to generate efficiencies, expand markets, and empower discoveries\u2014driving software developers to find new ways of making data visualization easier to create. For example, when you upload an Excel file into Power Business Intelligence (BI), you can quickly get insights on those data with a click of a button. However, don\u2019t expect to throw lots of graphs on a slide deck and have the audience understand them as well as you do. The more complex a problem, the easier it is to leave your audience disengaged or yearning for clarity. It is at this juncture that the power of storytelling shines, offering a path through the tangle of complexity, transforming numbers and concepts into relatable \u201chuman\u201d stories.<\/p>\r\n<p class=\"import-p indent\">Effective storytelling requires the storyteller to unravel the intricacies and nuances of the data, but they must also possess the skill to distill the \u201ccomplexity\u201d into a narrative and visualization that resonates with the audience. The purposeful weaving of visualizations with effective storytelling creates the bridge to audience understanding, but more importantly, it sets the path so the audience is willing to take a journey of understanding and discovery. Cognitive psychologist Jerome Bruner suggests, \u201cWe are 22 times more likely to remember a fact when it has been wrapped in a story\u201d (Harrison, 2015, para. 3). In the past two decades, organizations have embraced the importance of data visualization to the point where data visualization skills are required of all managers. Data are driving this change as decision-makers increasingly rely on data. Let\u2019s look at an example of how design thinking has become a tool for innovation.<\/p>\r\n\r\n\r\n[caption id=\"attachment_517\" align=\"alignleft\" width=\"126\"]<img class=\"wp-image-517 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/image10.png\" alt=\"A black and white airplane.\" width=\"126\" height=\"108\" \/> Source: Airplane image generated by Copilot\u2014<a href=\"https:\/\/creativecommons.org\/publicdomain\/mark\/1.0\/\">Public Domain<\/a>[\/caption]\r\n<p class=\"import-p indent\">At Boeing, managers of the Osprey program needed to improve the aircraft\u2019s takeoffs and landings, but every time the plane taxis off the runway or lands, the \u201csensors create a terabyte of data [and] ten takeoffs and landings produce as much data as is held in the Library of Congress\u201d (Berinato, 2016, para 2). When Ryan Kiggins (2016) presented at the Global Product Data Interoperability Summit, he shared his role at Boeing, which included \u201cdesign thinking trainer and facilitator\u201d and why design thinking should become part of an organization\u2019s culture and mindset. But why link data visualization to it?<\/p>\r\n<p class=\"import-p indent\">Incorporating design thinking into data storytelling and data visualizations can lead to a user-centric, engaging, and memorable experience that enhances clarity, comprehension, and impact. Stories like this reinforce why storytelling is so important.<\/p>\r\n<p class=\"import-p indent\">There are compelling reasons to combine storytelling with data visualization using design thinking. Design thinking, a concept introduced by Tim Brown (2008) in his <em class=\"import-i\">Harvard Business Review<\/em> article, has become a widely adopted approach in various organizations to gain a deeper understanding of the user, customer, or client needs. According to Esther Han (2022) of Harvard Business School Online, \u201cDesign thinking is a mindset and approach to problem-solving and innovation anchored around human-centered design\u201d (para 5). It <em class=\"import-i\">prioritizes<\/em> understanding the needs and experiences of users or customers (Kitch, 2023). It puts user needs at the center and provides a way to help storytellers understand their audience. The fundamental nature of design thinking lies in its five-stage process, often associated with creating a product. The five-stage process is (1) empathize, (2) define, (3) ideate, (4) prototype, and (5) test.<\/p>\r\n<p class=\"import-p indent\">One of the key contributions of design thinking is the cultivation of <strong class=\"import-b\">empathy<\/strong>. How do you create empathy in storytelling? It starts with knowing your audience through user research, persona development, storytelling from the user\u2019s perspective, and incorporating elements that evoke emotional appeal.<\/p>\r\n<p class=\"import-p indent\">Supporters of design thinking as part of the data visualization process are laser-focused on knowing the audience. One such supporter of design thinking is Google. According to Pferdt (2019), \u201cAt Google, design thinking helps us foster a culture of innovation, and lets our teams generate and test ideas creatively and effectively\u201d (para. 3). Google storytellers use three principles of design thinking: (1) <strong class=\"import-b\">empathy<\/strong>: know your audience; (2) <strong class=\"import-b\">expansive thinking<\/strong>: consider different perspectives; and (3) <strong class=\"import-b\">experimentation<\/strong>: practice before an audience and be willing to embrace constructive criticism and\/or feedback (Konrad, 2023). Essentially, using the three principles from Google\u2019s design thinking allows you to prototype your presentation. And keep in mind, a story that works for one audience might not work for another! And what happens when the data has to speak for itself?<\/p>\r\n\r\n<blockquote>\r\n<div class=\"textbox\">\r\n\r\nData visualization is a process where complexity meets creativity, where data find their voice, and where storytelling becomes the compass.\r\n\r\n<\/div><\/blockquote>\r\n<p class=\"import-p\">Start with setting up the story so data can find their voice. In the realm of data visualization, the story lies in the weave of visual elements and words to form a cohesive narrative. The challenge lies in ensuring that our visualizations can still tell a compelling story even when we are not physically present to guide the audience. Data in their raw form seldom evoke emotions or captivate attention. Unlocking the power of visualization transcends numbers and statistics, giving data their own voice. The answer lies in carefully considering the elements that make up a compelling narrative. Design thinking encompasses design choices for a <em class=\"import-i\">specific audience<\/em> and thoughtful arrangement of visual elements to contribute to the story being told.<\/p>\r\n<p class=\"import-p indent\">The following list conveys the compelling reasons to use design thinking when your main goal is to use data visualizations to tell a story, and you are not physically with the audience:<\/p>\r\n<p class=\"import-nlf\" style=\"padding-left: 40px;\">1. Contextualization<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 1:<\/em> The design must be relevant to the audience and include real-life examples and ministories that annotate the text. For example, using apps like ThingLink to pop up information. (Besides text, ThingLink can also pop up video or audio files.)<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 2:<\/em> Prerecorded video narrative to explain key insights, serve as a guide, and include a video description. For example, provide a link to a YouTube video to provide components of the story.<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 3:<\/em> Make sure the story arc takes your audience on an emotional journey. In Linda DeLuca\u2019s (2018) article \u201cHow Story Arcs Help You Design a Better Presentation,\u201d she presents six common story arcs. DeLuca doesn\u2019t share these six as the only structures available; instead, she suggests, \u201cIt\u2019s not as important to use a particular arc, but rather to understand that stories have shapes\u201d (para. 12). So if you are <strong class=\"import-b\">not<\/strong> physically present for the storytelling, explore ways to <strong class=\"import-b\">shape<\/strong> the story arc. It might include background music, video, and short animated clips. A story arc structure connects to design thinking in the context but also in the retention and comprehension. In a story arc, the storyteller sets the context, establishes empathy, and connects with the audience. Think of the story arc as an overlay. It should create a foundation of understanding, just as design thinking emphasizes understanding the users and perspectives.<\/p>\r\n<p class=\"import-nl\" style=\"padding-left: 40px;\">2. Engagement<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 1:<\/em> Interactive platforms that allow the audience to explore. For example, a dashboard that allows the user to interact and learn more.<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 2:<\/em> Interactive elements\u2014tooltips, filters, and linked visualizations that provide additional information.<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 3:<\/em> Expansive thinking where you have existing Q&amp;A prompts (essentially thinking of the questions the audience will ask) or have a platform like Power BI that has live query capability.<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 4:<\/em> Use foreshadowing to build anticipation and suspense by gradually revealing insights or trends in data. This aspect of engagement is somewhat game-like.<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 40px;\">3. Emotional connection<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 1:<\/em> Use expansive thinking to embrace creativity and innovation by incorporating metaphors, analogies, or storytelling devices like anecdotes, personification of data, and symbolism (visual cues that make sense like stoplight colors or gauges).<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 2:<\/em> Use design thinking principles of prototyping. For example, finding data\u2019s true voice may require multiple iterations and feedback loops, essentially testing different visualizations to refine and evolve the data\u2019s voice to connect to the audience.<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 3:<\/em> Considering ethical and social implications. By integrating ethical considerations, the data\u2019s voice can become more responsible, inclusive, and accountable.<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 40px;\">4. Simplification and clarity (remove ambiguity)<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 1:<\/em> By fostering collaboration and diverse perspectives, design (expansive) thinking ensures a more comprehensive and better representation of the data\u2019s voice. For example, a CPA can clearly understand all aspects of ratio analysis, but a nonaccountant might struggle with the interpretation. That\u2019s why it\u2019s important that an accountant creating a data visualization considers collaborating with nonaccountants, especially if the audience is mostly nonaccountants.<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 40px;\">5. Guiding attention and focus<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 1:<\/em> Use design thinking to identify desired outcomes. For example, if the organization uses key performance indicators (KPIs) in current reports, use KPIs in visualizations. Use components your audience will recognize.<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 2:<\/em> Use design thinking to connect to feasibility by considering current goals and strategies.<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 40px;\">6. Retention and comprehension<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 1:<\/em> Use design thinking to consider the personalization of the user\u2019s experience. For example, a technique that uses personalization of data-driven storytelling is possible by responding to the user\u2019s cues to guide the individual user through the narrative. This just means that the user makes a choice based on their preference and that decision drives the storytelling narrative. As a user, I gain comprehension of what I find important.<\/p>\r\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 2:<\/em> Use design thinking to test your data visualization. For example, use a pilot audience to test your data visualization where you are not physically with the data visualization. Then use eye-tracking technology or analyze user interactions and engagement patterns. This can provide insights into where users focus their attention, how they navigate through content, and where they interact with elements.<\/p>\r\n<p class=\"import-ul1l\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 3:<\/em> Use design thinking to test retention. For example, conduct a follow-up of your pilot audience with open-ended questions to gauge their recollection of key insights.<\/p>\r\n<p class=\"import-p\">In data storytelling, the framework should start with a captivating introduction, a clear problem statement, a climax (like the most important findings or insights), supporting evidence, and a memorable conclusion that contextualizes the problem. The key thing to remember is that data storytelling is not the same thing as data visualization. Visuals are an element of the process.<\/p>\r\n<p class=\"import-p\">Before we go further, let\u2019s look at a simple example to define what is meant by data, information, and insights shown in Table 2.1.<\/p>\r\n<p class=\"import-th\"><strong><span class=\"import-thn\">Table 2.1:<\/span> Examples of Drilling to Insights<\/strong><\/p>\r\n\r\n<table class=\"grid\">\r\n<tbody>\r\n<tr class=\"shaded\">\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\"><strong>Example of Data<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\"><strong>Example of Information<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\"><strong>Example of Insights<\/strong><\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\">\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Phoenix 97 7\/1<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">On July 1<sup class=\"import-sup\">st<\/sup>, the temperature will reach 97\u00b0F in Phoenix, Arizona<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">It will reach 97\u00b0F in Phoenix, Arizona on July 1<sup class=\"import-sup\">st<\/sup>, which is 10\u00b0F below average compared to prior years<\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<p class=\"import-p indent\">The main components of an engaging story include plot, characters, setting, theme, conflict, point of view, narrative style, conflict resolution, pacing, and dialogue. It is important to note that the framework you use to tell a story depends on the topic and the audience. At their basic core, <strong class=\"import-b\">stories have a beginning, middle, and end<\/strong>. This text will weave \u201ctelling stories\u201d throughout each chapter as you learn to create dynamic data visualizations. It takes practice to be good at both and even more practice to integrate the two.<\/p>\r\n<p class=\"import-p indent\">For more than two decades, data storytelling consultants have played a crucial role as intermediaries, bridging the gap between data and decision-makers. Their expertise lies in presenting the right information in a compelling manner. To gain insights into the possibilities of data storytelling, we can explore the examples shared by these consultants on their websites. Numerous consultants exist in the field, including Storytelling With Data, Duarte, and Juice Analytics.<\/p>\r\n<p class=\"import-p indent\">Zach Gemignani (2023) of Juice Analytics showcases an intriguing blog topic titled \u201cHow to Summarize Data Using ChatGPT,\u201d which demonstrates the incorporation of artificial intelligence (AI) in storytelling. This highlights the growing trend of consultants embracing AI technologies to enhance their data storytelling capabilities. AI can assist in data analysis, pattern recognition, and even generating narratives, thereby augmenting the storytelling process.<\/p>\r\n<p class=\"import-p indent\">Furthermore, it is worth noting that some consultants have evolved their focus to emphasize using data for social good. Examples include Viz for Social Good and Periscopic: Do Good With Data, where consultants aim to apply data storytelling techniques to address social and environmental challenges.<\/p>\r\n<p class=\"import-p indent\">Overall, these consultants offer a wealth of resources and workshops.<\/p>\r\n<p class=\"import-rf1\"><strong class=\"import-b\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>Viz for Social Good<\/strong>. (2022). Connecting data enthusiasts with mission-driven organizations. <a class=\"rId47\" href=\"https:\/\/www.vizforsocialgood.com\/\"><span class=\"import-url\">https:\/\/www.vizforsocialgood.com\/<\/span><\/a>. This is a not-for-profit organization; expect to see everything from static infographics to video infographics, as well as the datasets for each project.<\/p>\r\n<p class=\"import-rf1\"><strong class=\"import-b\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>Storytelling With Data<\/strong>. (2023). We help people and organizations create graphs that make sense and weave them into compelling, action-inspired stories. <a class=\"rId48\" href=\"https:\/\/www.storytellingwithdata.com\"><span class=\"import-url\">https:\/\/www.storytellingwithdata.com<\/span><\/a>. This organization shares 100s of videos and podcasts.<\/p>\r\n<p class=\"import-p no-indent\">If the data storytelling is designed so the user can interact with the data (like through a dashboard), the creator may employ data-driven animations to enhance the narrative. To see an example of this, review Neil Halloran\u2019s interactive documentary, \u201cThe Fallen of World War II.\u201d This type of storytelling is called <em class=\"import-i\">narrative visualization<\/em>.<\/p>\r\n<img class=\"size-full wp-image-552 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png\" alt=\"\" width=\"67\" height=\"56\" \/>\r\n<p class=\"import-rf1\">Halloran, N. (2016, Oct 26). <em class=\"import-i\">The Fallen of World War II: An Interactive documentary<\/em>. <a class=\"rId49\" href=\"http:\/\/www.fallen.io\/ww2\/\"><span class=\"import-url\">http:\/\/www.fallen.io\/ww2\/<\/span><\/a><\/p>\r\n[embed]https:\/\/vimeo.com\/128373915[\/embed]\r\n<h2 class=\"import-bh\">When to Not Use Data Storytelling<\/h2>\r\n<p class=\"import-paft\">While visuals are an essential part of data storytelling, visuals are used to inform, explore, or analyze the data. For example, a weekly meeting that reports facts or a status report is most likely used to inform. Informative data are usually broad, while insightful data are deep. Some data communication doesn\u2019t work well with data storytelling. For example, if your dashboard updates continuously or is automated frequently (like daily), it\u2019s hard to tell a story because the data are changing. An interactive dashboard allows the user to explore and discover their own insights, and during this exploration stage, they don\u2019t need a data storyteller. Let\u2019s look at a comparison in Table 2.2 of when less storytelling is needed and when to use data storytelling.<\/p>\r\n<p class=\"import-th\"><strong><span class=\"import-thn\">Table 2.2:<\/span> Is Storytelling Needed in Every Situation?<\/strong><\/p>\r\n\r\n<table class=\"grid\" style=\"height: 247px;\">\r\n<thead>\r\n<tr class=\"shaded\" style=\"height: 37px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 323.797px;\">\r\n<p class=\"import-tch\"><strong>Less Storytelling Needed<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 352.891px;\">\r\n<p class=\"import-tch\"><strong>Use Data Storytelling<\/strong><\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr class=\"TableNormal-R\" style=\"height: 50px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 50px; width: 323.797px;\">\r\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-539\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/informationicon.png\" alt=\"\" width=\"29\" height=\"29\" \/>Data are informative<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 50px; width: 352.891px;\">\r\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-540\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/lightbulbicon.png\" alt=\"\" width=\"27\" height=\"27\" \/>Data are insightful<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 52px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 52px; width: 323.797px;\">\r\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-541\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/magnifyicon.png\" alt=\"\" width=\"29\" height=\"29\" \/>Purpose is exploratory<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 52px; width: 352.891px;\">\r\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-507\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/graphicicon.png\" alt=\"\" width=\"31\" height=\"31\" \/>Purpose is explanatory<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 54px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 54px; width: 323.797px;\">\r\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-45\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/cyclearrowsicon.png\" alt=\"\" width=\"33\" height=\"33\" \/>Data are concrete (raw data tables)<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 54px; width: 352.891px;\">\r\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-45\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/cyclearrowsicon.png\" alt=\"\" width=\"33\" height=\"33\" \/>Concrete data for context<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 54px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 54px; width: 323.797px;\">\r\n<p class=\"import-td\"><img class=\"alignnone wp-image-542\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/pagesicon.png\" alt=\"\" width=\"30\" height=\"27\" \/> Data updated continuously<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 54px; width: 352.891px;\">\r\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-673\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/mazeicon.png\" alt=\"maze icon\" width=\"33\" height=\"33\" \/>Abstract data visualizations for insight<\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<p class=\"import-p\">Consider if your friend gave you the entire week\u2019s forecast if you asked, \u201cShould I bring an umbrella today?\u201d So what is the difference between concrete and abstract data? A few definitions are in order to support Table 2.2.<\/p>\r\n<p class=\"import-p\"><strong class=\"import-b\">Concrete data<\/strong> in data visualization refers to the actual dataset that is being visualized. It includes the raw data points, their attributes, and their values. For example, a dataset would contain concrete sales figures for different products over time. In the context of storytelling with data, concrete data refers to the specific facts, figures, and statistics that are present to support the narrative. As a rule of thumb, always compare with prior periods (month, quarter, year) to easily see growth or contraction. Revenue trends are considered concrete data.<\/p>\r\n<p class=\"import-p\"><strong class=\"import-b\">Abstract data<\/strong> in data visualization refers to the high-level representation and organization of data for visualization purposes. Essentially it involves transforming concrete data into a visual form that can be easily understood and interpreted. It entails selecting the appropriate visualization technique\u2014like a chart, graph, map, or infographic\u2014to convey insight and patterns in the data. The abstract data capture the overall story or narrative that the visualization aims to communicate.<\/p>\r\n\r\n<h2 class=\"import-bh\">Data Storytelling Framework Templates<\/h2>\r\n<p class=\"import-paft\">To assist with your storytelling skill, let\u2019s look at a few data storytelling frameworks. Frameworks adopt a model of storytelling and how data can be integrated within the story. The acronyms define a key focus area, provide structure, and ensure a logical flow that engages your audience. Some models will fit your situation and data better than others. In the next section, we provide an example of a modified framework template (context, audience, story, and situation) and how to use it. You can also find it in the PowerPoint file that accompanies this chapter.<\/p>\r\n<p class=\"import-th\"><strong><span class=\"import-thn\">Table 2.3:<\/span> Data Storytelling Framework Templates<\/strong><\/p>\r\n\r\n<table class=\"grid\" style=\"height: 458px;\">\r\n<thead>\r\n<tr class=\"shaded\">\r\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 102.1px;\">\r\n<p class=\"import-tch\"><strong>Source<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 207.317px;\">\r\n<p class=\"import-tch\"><strong>Source Resource<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 71.0167px;\">\r\n<p class=\"import-tch\"><strong>Model Acronym<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 139.7px;\">\r\n<p class=\"import-tch\"><strong>Model<\/strong><\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr class=\"TableNormal-R\" style=\"height: 61px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 102.1px;\">\r\n<p class=\"import-td\">LucidChart Blog<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 207.317px;\">\r\n<p class=\"import-td\"><em class=\"import-i\">How to Tell a Story With Data<\/em><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 71.0167px;\">\r\n<p class=\"import-td\">CAST<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 139.7px;\">\r\n<p class=\"import-td\">Context, Action, Subject, Takeaway Context<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 61px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 102.1px;\">\r\n<p class=\"import-td\">The Analyst Academy<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 207.317px;\">\r\n<p class=\"import-td\"><em class=\"import-i\">PowerPoint Storytelling<\/em><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 71.0167px;\">\r\n<p class=\"import-td\">SCQA<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 139.7px;\">\r\n<p class=\"import-td\">Situation, Complication, Question, Answer<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 61px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 102.1px;\">\r\n<p class=\"import-td\">Microsoft<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 207.317px;\">\r\n<p class=\"import-td\"><em class=\"import-i\">What Is Data Storytelling and Data Storytelling Examples<\/em><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 71.0167px;\">\r\n<p class=\"import-td\">HERO<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 139.7px;\">\r\n<p class=\"import-td\">Hypothesis, Evidence, Relevance, Outcome<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 46px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 102.1px;\">\r\n<p class=\"import-td\">Storytelling With Data<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 207.317px;\">\r\n<p class=\"import-td\"><em class=\"import-i\">The Structure(s) of Story<\/em><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 71.0167px;\">\r\n<p class=\"import-td\">DATA<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 139.7px;\">\r\n<p class=\"import-td\">Dramatic Arc, Tension, Alleviation<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 61px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 102.1px;\">\r\n<p class=\"import-td\">SEO Analytics<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 207.317px;\">\r\n<p class=\"import-td\"><em class=\"import-i\">PICA Protocol: A Visualization Prescription for Impactful Data Storytelling<\/em><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 71.0167px;\">\r\n<p class=\"import-td\">PICA<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 139.7px;\">\r\n<p class=\"import-td\">Purpose, Insight, Context, Aesthetics<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 61px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 102.1px;\">\r\n<p class=\"import-td\">Sykes, Malik, West, &amp; Malik<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 207.317px;\">\r\n<p class=\"import-td\"><em class=\"import-i\">Stories That Move Mountains: Storytelling and Visual Design for Persuasive Presentations<\/em><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 71.0167px;\">\r\n<p class=\"import-td\">CAST<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 139.7px;\">\r\n<p class=\"import-td\">Content, Audience, Story, Tell<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 46px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 102.1px;\">\r\n<p class=\"import-td\">Mitchell &amp; Deckard<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 207.317px;\">\r\n<p class=\"import-td\"><em class=\"import-i\">Leveraging Visualization to Communicate Effectively<\/em><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 71.0167px;\">\r\n<p class=\"import-td\">CASS<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 139.7px;\">\r\n<p class=\"import-td\">Context, Audience, Story, and Situation<\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<p class=\"import-rf1\"><img class=\"size-full wp-image-42 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/bookicon.png\" alt=\"\" width=\"79\" height=\"61\" \/>Source: Sykes, M., Malik, A. N., West, M. D., &amp; Malik, A. N. (2012). <em class=\"import-i\">Stories that move mountains: Storytelling and visual design for persuasive presentations<\/em>. John Wiley &amp; Sons, Incorporated. ProQuest eBook Central Database.<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">A great resource or handout is available from the book, <em class=\"import-i\">Stories that move mountains: Storytelling and visual design for persuasive presentations<\/em>. Link: <a class=\"rId50\" href=\"https:\/\/www.martinjsykes.com\/storiesthatmovemountains\"><span class=\"import-url\">https:\/\/www.martinjsykes.com\/storiesthatmovemountains<\/span><\/a><\/p>\r\n\r\n<h2 class=\"import-bh\">CASS: A Data Storytelling Framework Template<\/h2>\r\n<p class=\"import-paft\">Review Figure 2.1 to see the modified (context, audience, story, and situation) CASS template. This framework combines several of the models and is a great template to evaluate existing data storytelling or build your own storytelling with data when you have a large dataset with several insights to share.<\/p>\r\n<p class=\"import-p\"><strong class=\"import-b\">Context<\/strong>\u2014Determines how the data will be shown (trends, correlations, comparisons), including variables, the need for variables to change, the \u201chow\u201d variables that need to change, and the \u201cso what\u201d (essentially, what are the consequences of change or no change?).<\/p>\r\n<p class=\"import-p\"><strong class=\"import-b\">Audience<\/strong>\u2014Who makes up the audience, and who are the decision-makers? How are the data relevant? What information do decision-makers already know about this topic?<\/p>\r\n<p class=\"import-p\"><strong class=\"import-b\">Story<\/strong>\u2014How are the data used to frame the story or make your point? How is the story engaging? What characters motivate the audience to make a change? How is the problem linked to changes, and why does it change now? What story structure sequences the events so the audience understands the key insights?<\/p>\r\n<p class=\"import-p\"><strong class=\"import-b\">Situation<\/strong>\u2014Is the design framed in a relevant format for the visual content, and does it meet the audience\u2019s expectations? Does data transformation engage and motivate the audience? How does the story frame the data? This framework has 10 key criteria for the data storyteller to consider:<\/p>\r\n<p style=\"padding-left: 40px;\">1. Are the data valid and relevant (for this situation)?<\/p>\r\n<p style=\"padding-left: 40px;\">2. Are the data credible?<\/p>\r\n<p style=\"padding-left: 40px;\">3. Do the data support an action or decision? (#3 and #4 work together)<\/p>\r\n<p style=\"padding-left: 40px;\">4. Do the data support desirability, feasibility, and viability?<\/p>\r\n<p style=\"padding-left: 80px;\">a. <em class=\"import-i\">Desirability<\/em> refers to the degree to which a data visualization or data storytelling approach meets the needs and expectations of its intended audience. It involves understanding the preferences, goals, and requirements of the users or audience.<\/p>\r\n<p style=\"padding-left: 80px;\">b. <em class=\"import-i\">Feasibility<\/em> refers to the practicality and achievability of implementing a data visualization or data storytelling concept. It involves considering the available resources, technical capabilities, and constraints.<\/p>\r\n<p style=\"padding-left: 80px;\">c. <em class=\"import-i\">Viability<\/em> refers to the sustainability and long-term success of a data visualization or data storytelling initiative. Viability considers factors such as the value proposition, potential impact, scalability, and alignment with the goals and objectives of the organization and its stakeholders.<\/p>\r\n<p style=\"padding-left: 40px;\">5. Do all visuals use an appropriate scale (and avoid other manipulations)?<\/p>\r\n<p style=\"padding-left: 40px;\">6. Are the data insightful? (Do they successfully transform concrete data into abstract visualizations?)<\/p>\r\n<p style=\"padding-left: 40px;\">7. Are the data self-explanatory, and are there enough data to provide context?<\/p>\r\n<p style=\"padding-left: 40px;\">8. Do the data support an emotional connection?<\/p>\r\n<p style=\"padding-left: 40px;\">9. Does the story arc support retention and comprehension?<\/p>\r\n<p style=\"padding-left: 40px;\">10. Was the data storytelling tested on a pilot group?<\/p>\r\n<strong>Figure 2.1\u2014CASS: A Data Storytelling Framework Template<\/strong>\r\n\r\n[caption id=\"attachment_672\" align=\"alignnone\" width=\"724\"]<img class=\"wp-image-672 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0201.png\" alt=\"CASS Framework Template. In the Context row, there are boxes for Why, What, How, and So What? In the Audience row, there are boxes for Who, and Decision Prompts. In the Story row, there are boxes for Structure\/Framework, Character, Problem, and Delivery Plan. In the Situation row, there are boxes for Design and the Ten Criteria for good data.\" width=\"724\" height=\"426\" \/> Note: Author adaptation of CASS template in Sykes et al. (2012)[\/caption]\r\n\r\nIn order to see how this template can help you build your own or evaluate existing data storytelling with data visualizations, let\u2019s use Wes O\u2019Donnell\u2019s <em class=\"import-i\">Information Is Beautiful: How Data Visualization Will Save the World<\/em> (2015) for an example. Please watch the video before you review the completed CASS template (Figure 2.2).\r\n<p class=\"import-p\"><span class=\"import-img\"><img class=\"alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/resourceicon.png\" width=\"59\" height=\"59\" \/><\/span>A copy of the CASS template is available in the PowerPoint file that accompanies this chapter.<\/p>\r\n<p class=\"import-rf1\"><img class=\"size-full wp-image-552 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png\" alt=\"\" width=\"67\" height=\"56\" \/>Wes O\u2019Donnell, (2015), <em class=\"import-i\">Information Is Beautiful<\/em><em class=\"import-i\">: How Data Visualization Will Save the World<\/em>. TED<sup class=\"import-sup\">x<\/sup> Muskegon (x = independently organized TED event) Length: 14:37 minutes<\/p>\r\n[embed]https:\/\/youtu.be\/PZ4D_OM1EPE[\/embed]\r\n\r\n<strong>Figure 2.2\u2014CASS Completed Template Using Information Is Beautiful: How Data Visualization Will Save the World<\/strong>\r\n\r\n[caption id=\"attachment_674\" align=\"alignnone\" width=\"724\"]<img class=\"wp-image-674 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0202.png\" alt=\"A completed CASS template.\" width=\"724\" height=\"408\" \/> Note: Author completed template using Wes O\u2019Donnell\u2019s Ted Talk (2025)[\/caption]\r\n<p class=\"import-p\"><span class=\"import-img\"><img class=\"alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/resourceicon.png\" width=\"64\" height=\"64\" \/>Note: This completed template is also available in the accompanying resources for Chapter 2.<\/span><\/p>\r\n<p style=\"padding-left: 40px;\">1. You will notice a few items with questions in the CASS template. The first issue is in the audience section. Under the decision prompt, where or what is the call to action? Is the purpose to build an awareness of how climate change will impact our great-grandchildren?<\/p>\r\n<p style=\"padding-left: 40px;\">2. The 10 criteria help determine the data validity, credibility, and so on. There are two areas where it is unclear. The first item still in question is \u201cfocus on desirability, feasibility, and viability,\u201d which may be an issue because it is not clear whether a call to action is made or is not clearly stated. The second item is \u201ctested on pilot group.\u201d Wes O\u2019Donnell\u2019s presentation was made at an independent TED Talk in Muskegon; however, it\u2019s unsure if he tested his presentation on a pilot group.<\/p>\r\n<p class=\"import-p\"><strong class=\"import-b\">Fun Fact:<\/strong> If you recognize Wes O\u2019Donnell\u2019s name, he is an occasional TV cohost on <em class=\"import-i\">Mysteries Decoded<\/em>!<\/p>\r\n\r\n<div class=\"textbox textbox--exercises\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">2.1 Exercise 1: Use the CASS Framework Template to Assess Data Storytelling<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-lo\">Learning Objective #1\u2014Evaluate a data storytelling project for effectiveness<\/p>\r\n<p class=\"import-exf\">The following three examples are data storytelling projects that use big datasets. <strong class=\"import-b\">Choose one<\/strong> of the examples and assess it using the CASS data storytelling framework in Figure 2.1. There is a PowerPoint file to accompany this exercise (Link: \u201cCASS Template\u2014Case 2.1\u201d).<\/p>\r\n<p class=\"import-exulf\"><img class=\"wp-image-1115 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/movies-64.png\" alt=\"\" width=\"64\" height=\"64\" \/> <span class=\"import-u\">Example 1:<\/span> Hans Rosling\u2019s \u201c200 Counties, 200 years in 4 Minutes\u2014BBC News\u201d<\/p>\r\n[embed]https:\/\/youtu.be\/Z8t4k0Q8e8Y[\/embed]\r\n\r\n<img class=\"wp-image-1115 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/movies-64.png\" alt=\"\" width=\"64\" height=\"64\" \/>\r\n<p class=\"import-exul\">Example 2: UN Sustainable Development Report 2022: From Crisis to Sustainable Development: The SDGs as Roadmap to 2030 and Beyond\u2014Choose Explore Data.\u00a0Link: <a class=\"rId53\" href=\"https:\/\/dashboards.sdgindex.org\/\"><span class=\"import-url\">https:\/\/dashboards.sdgindex.org\/<\/span><\/a><\/p>\r\n<p class=\"import-exul\"><span class=\"import-u\"><img class=\"wp-image-1115 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/movies-64.png\" alt=\"\" width=\"64\" height=\"64\" \/> Example 3:<\/span> Matthew Klein, Bloomberg View (2014) How Americans Die.\u00a0Link: <a class=\"rId54\" href=\"https:\/\/www.bloomberg.com\/graphics\/dataview\/how-americans-die\/\"><span class=\"import-url\">https:\/\/www.bloomberg.com\/graphics\/dataview\/how-americans-die\/<\/span><\/a><\/p>\r\n<p class=\"import-ex\">Post your CASS template to the discussion board and point out areas where you struggled to answer the template questions.<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<h1 class=\"import-ah\">2.2 The Good, the Bad, and the Ugly of Data Visualizations<\/h1>\r\n<blockquote>\r\n<p class=\"import-epaft\">The purpose of visualization is insight, not pictures.<\/p>\r\n<p class=\"import-ept\">\u2014Ben Shneiderman, American computer scientist<\/p>\r\n<\/blockquote>\r\n<p class=\"import-paft\">The purpose of this section is to compare the good, the bad, and the ugly of data visualizations, but let\u2019s discuss and define the terms <em class=\"import-i\">good<\/em>, <em class=\"import-i\">bad<\/em>, and <em class=\"import-i\">ugly<\/em> in a data storytelling context.<\/p>\r\n<p class=\"import-p indent\">Good <strong class=\"import-b\">data visualization<\/strong> represents projects that effectively communicate and clarify complex data. It avoids issues found in a bad data visualization or an ugly data visualization. Reviewing the CASS template in Figure 2.1, a <em class=\"import-i\">good<\/em> data visualization has these characteristics about data:<\/p>\r\n\r\n<ol>\r\n \t<li>data tell the truth, and visuals use appropriate scale;<\/li>\r\n \t<li>data are valid, accurate, relatable, and credible;<\/li>\r\n \t<li>data are insightful, explanatory, and concrete;<\/li>\r\n \t<li>data are transparent and supports the action or decision; and<\/li>\r\n \t<li>the consumer of the data is provided with relevant context that impacts the data (e.g., maps are representative of population density centers).<\/li>\r\n<\/ol>\r\n<p class=\"import-p indent\"><strong class=\"import-b\">Bad data visualization<\/strong> represents projects that are incomplete or contain misleading information or incorrect conclusions. Data storytellers should never lie or misrepresent the data. In bad data visualizations, storytellers might exaggerate or downplay certain data points, distorting the story. Other characteristics of bad data visualization are when storytellers cherry-pick, manipulate (like compressing the scale), mislabel, or intentionally hide some data. Some bad data visualization projects cross the ethical line.<\/p>\r\n<p class=\"import-p indent\">An <strong class=\"import-b\">ugly data visualization<\/strong> refers to a project that usually has overly cluttered charts, excessive labels, ambiguous color schemes, and crowded graphs. In some cases, it might have correct data, but the wrong type of chart was used. Some storytellers might be inconsistent without realizing it. If the inconsistency is intentional, it moves from ugly to bad.<\/p>\r\n<p class=\"import-p indent\">A good data visualization <strong class=\"import-b\">storytelling project<\/strong> provides contextualization, engagement and an emotional connection, clarity to complex data, and guides attention and focus. In addition, the story should flow logically with a story arc structure and summarization that supports comprehension and retention. Every data visualization storytelling project should be designed to create a compelling and impactful narrative that effectively communicates data-driven insights to your audience. Data projects can be static and simple (like infographics) or complex with interactive elements.<\/p>\r\n\r\n<h2 class=\"import-bh\">Did You Unintentionally Mislead Your Audience?<\/h2>\r\n<p class=\"import-paft\">You work with charts every day, but did you realize you could mislead your viewer by using count instead of frequency? The best way to demonstrate this is to show you! Comparative bar charts provide a visual comparison of univariate, categorical data for two or more groups.<\/p>\r\n<p class=\"import-p indent\">Each year the <em class=\"import-i\">Princeton Review<\/em> conducts a survey. One of the questions is asked to parents and students. It is, \u201cIdeally, how far from home would you like the college you (your child) attend(s) to be?\u201d As you might expect, parents and students do not agree. Let\u2019s look at the frequency table along with the relative frequency table. <strong class=\"import-b\">Frequency<\/strong> measures how often a particular event occurs (essentially the count). In Figure 2.3, 2,878 students and 1,230 parents voted that an ideal college is less than 250 miles from home. <strong class=\"import-b\">Relative frequency<\/strong> indicates a proportion in relation to the total (shown as a percentage).<\/p>\r\n<strong>Figure 2.3\u2014Showing Count and Frequency for Students and Parents <\/strong>\r\n\r\n[caption id=\"attachment_1395\" align=\"alignnone\" width=\"688\"]<img class=\"wp-image-1395 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Figure-2.3-Showing-Count-and-Frequency-for-Students-and-Parents.jpg\" alt=\"Data from survey asking the question, &quot;Ideally, how far from home would you like the college you (your child) attend(s) to be?&quot;&quot; \" width=\"688\" height=\"534\" \/> Note: Author adaptation of data from Princeton Review College Hopes &amp; Worries Survey Report (2019)[\/caption]\r\n<p class=\"import-p indent\">So 2,878\/9,282 = <strong class=\"import-b\">.31<\/strong> (or 31% of students voted for a college less than 250 miles from home).<\/p>\r\n<p class=\"import-p indent\">And 1,230\/2,618 = <strong class=\"import-b\">.47<\/strong> (or 47% of parents voted for a college less than 250 miles from home).<\/p>\r\n<p class=\"import-p indent\">Now let\u2019s look at the two charts. Both charts have a clear title, an appropriate legend, and appropriate labels, and the column colors make sense. But using <strong class=\"import-b\">count<\/strong> is inappropriate since the sample size is not the same.<\/p>\r\n<p class=\"import-sbh\"><strong>Exhibit 2.1\u2014Use a Relative Frequency Table for Intended Representation<\/strong><\/p>\r\n\r\n<table class=\"grid\" style=\"height: 441px;\">\r\n<thead>\r\n<tr style=\"height: 37px;\">\r\n<td class=\"TableNormal-C\" style=\"width: 680px; height: 37px;\">\r\n<p class=\"import-tch\"><strong>Bad Chart\u2014misleading information<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 665px; height: 37px;\">\r\n<p class=\"import-tch\"><strong>Good Chart<\/strong><\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr class=\"TableNormal-R\" style=\"height: 327px;\">\r\n<td class=\"TableNormal-C\" style=\"width: 680px; height: 327px;\">\r\n<p class=\"import-fig\"><img class=\"wp-image-1391 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Exhibit-2.1a-Use-a-relative-Frequency-Table-for-Intended-Representation.jpg\" alt=\"This bar chart depicts &quot;bad chart&quot; displaying students' and parents' preferences on how far home is from the student's college. This chart uses &quot;count&quot; so all the bars on the chart are higher in the student response color.\" width=\"525\" height=\"329\" \/><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 665px; height: 327px;\">\r\n<p class=\"import-fig\"><img class=\"alignnone wp-image-1650 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/Exhibit-2.1b.jpg\" alt=\"\" width=\"858\" height=\"466\" \/><\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 77px;\">\r\n<td class=\"TableNormal-C\" style=\"width: 680px; height: 77px;\">\r\n<p class=\"import-td\">This chart uses count and because the sample size is quite different, can lead the audience to a different conclusion.<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 665px; height: 77px;\">\r\n<p class=\"import-td\">Use relative frequencies on the vertical axis instead of the frequency (count). The use of relative frequency helps make a more meaningful comparison when sample sizes are not the same.<\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<p class=\"import-p\">Next, let\u2019s look at some charts that work with the same data but represent the good, the bad, and the ugly (Exhibit 2.2). These charts were created in Power BI and show the results of a year of revenue for eight salespeople. The key point here is that you can use very powerful software to create your dashboard and still have bad and ugly data visualizations if you don\u2019t use the right charts, correct scales, or good design protocols.<\/p>\r\n<p class=\"import-sbh\"><strong>Exhibit 2.2\u2014The Good, the Bad, and the Ugly in Power BI Charts<\/strong><\/p>\r\n\r\n<table class=\"grid\">\r\n<thead>\r\n<tr>\r\n<td class=\"TableNormal-C\" style=\"width: 427px;\">\r\n<p class=\"import-tch\"><strong>The Good<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 379px;\">\r\n<p class=\"import-tch\"><strong>The Bad<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 521px;\">\r\n<p class=\"import-tch\"><strong>The Ugly<\/strong><\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr class=\"TableNormal-R\">\r\n<td class=\"TableNormal-C\" style=\"width: 427px;\"><img class=\"alignnone wp-image-1392 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Exhibit-2.2a-The-Good-the-Bad-and-the-Ugly-in-Power-BI-Charts.jpg\" alt=\"Three charts are shown. The Good is a well-labed bar chart depciting sales amounts by salesperson.\" width=\"193\" height=\"131\" \/><\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 379px;\"><img class=\"alignnone wp-image-675 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/ex0202b.png\" alt=\"The Bad is a pie chart attempting to show sales amounts by salesperson, but no dollar amounts are labeled.\" width=\"203\" height=\"125\" \/><\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 521px;\"><img class=\"alignnone wp-image-51 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0202c.png\" alt=\"The Ugly is a chart in which partial bars are separated by salesperson that stair-step up to the total bar.\" width=\"187\" height=\"113\" \/><\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\">\r\n<td class=\"TableNormal-C\" style=\"width: 427px;\">\r\n<p class=\"import-td\">All bars are labeled and sorted properly.<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 379px;\">\r\n<p class=\"import-td\">One salesperson\u2019s name is not shown, no dollar amount. Too many slices\u2014pie chart not the best option.<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 521px;\">\r\n<p class=\"import-td\">This chart is best to show an increase and decrease and it does not work well for this kind of data.<\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<p class=\"import-p indent\">There is room for improvement in all the charts. For example, if this is a stand-alone chart on a slide, adding the year and company name would be appropriate. However, if the chart resides on a dashboard, the year and name can be at the top of the dashboard and the chart doesn\u2019t need them.<\/p>\r\n\r\n<h2 class=\"import-bh\">Does Your Pie Graph Add Up to 100%?<\/h2>\r\n<p class=\"import-paft\">Figure 2.4 was modeled from a chart shown on a news broadcast in 2012. The names shown on the broadcast are removed. Although the intent was to show the closeness of the race, <strong class=\"import-b\">pie charts should always add up to 100%<\/strong>. Notice that this one does not. This one also falls under the category of bad and ugly: bad because the pie chart doesn\u2019t add up to 100% and ugly because the colors might unintentionally sway the audience to think more positively of one candidate over another. The colors used here duplicate the chart shown during the news broadcast. Both pie charts and doughnut charts should be avoided. Your audience will struggle to estimate a quantity from angles, and matching labels to the slices can be especially difficult if you have small percentages\u2014and that small percentage might be important!<\/p>\r\n<strong>Figure 2.4\u2014Example of a Bad and Ugly Chart<\/strong>\r\n\r\n[caption id=\"attachment_197\" align=\"alignnone\" width=\"329\"]<img class=\"wp-image-197 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0204.png\" alt=\"This pie chart is split into three uneven sections, with percentages labeling each slice. They do not add up to 100%.\" width=\"329\" height=\"260\" \/> Note: Author Illustration (2024)[\/caption]\r\n<h2 class=\"import-bh\">Did Your Image Size or Proportion Mislead Your Audience?<\/h2>\r\n<p class=\"import-paft indent\">Figure 2.5 shows another misleading graphic where size matters. The news station misled the audience because the size was not depicted in actual proportions. The following was a graph showing gas prices with the highest price in California and the lowest in Mississippi. But notice the misuse of proportion.<\/p>\r\n<strong>Figure 2.5\u2014Misuse of Proportion: Bad Chart<\/strong>\r\n\r\n[caption id=\"attachment_198\" align=\"alignnone\" width=\"307\"]<img class=\"wp-image-198 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0205.png\" alt=\"Image with the header &quot;The Highest and Lowest Gas Prices.&quot; The top car image, attempting to show how much higher gas prices are in California vs. Mississippi, is much larger and out of proportion to the tiny car image below it.\" width=\"307\" height=\"183\" \/> Note: Author Illustration (2024)[\/caption]\r\n<h2 class=\"import-bh\">Did the Scale Used in the Graph Mislead Your Audience?<\/h2>\r\n<p class=\"import-paft indent\">The same news channel produced a graph that did not have the scale set to zero. In Exhibit 2.3, the chart on the left shows the axis scale starting at 32% and the chart on the right shows the scale starting at 0.00%. I\u2019m sure you can see that the chart on the left is misleading!<\/p>\r\n<p class=\"import-sbh\"><strong>Exhibit 2.3\u2014Example of Misleading Scale for a Tax Rate Increase<\/strong><\/p>\r\n\r\n<table class=\"grid\">\r\n<thead>\r\n<tr>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\">Bad Chart\u2014Misleading<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\">Good Chart\u2014Starts With 0.00 Scale<\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr class=\"TableNormal-R\">\r\n<td class=\"TableNormal-C\"><img class=\"alignnone wp-image-52 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203a.png\" alt=\"The &quot;bad chart&quot; labeled misleading on the left shows a bar graph with a scale that does not start at zero in order to exaggerate the predicted difference between the two bars.\" width=\"357\" height=\"211\" \/><\/td>\r\n<td class=\"TableNormal-C\"><img class=\"alignnone wp-image-53 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203b.png\" alt=\"This shows a &quot;good chart&quot; in which the vertical axis starts with its scale at zero.\" width=\"352\" height=\"212\" \/><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<p class=\"import-p indent\">Now that you have seen examples of good, bad, and ugly data visualizations, let\u2019s see if you can differentiate them in the following exercise.<\/p>\r\n\r\n<div class=\"textbox textbox--exercises\"><header class=\"textbox__header\">\r\n<p class=\"import-exh\">2.2 Exercise 1: Critical Evaluation of Good and Bad Data Visualizations<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-exulf\">Learning Objective #2\u2014Differentiate between effective and ineffective data visualizations<\/p>\r\n<p class=\"import-exulf\"><em class=\"import-i\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>Part 1:<\/em> Find three examples of bad and\/or ugly data visualizations (just type \u201cbad data visualizations\u201d in the search box of your browser to find examples). Screenshot the examples and indicate why they fit this category. What changes would you make to correct them?<\/p>\r\n<p class=\"import-exul indent\"><em class=\"import-i\">Part 2:<\/em> Type \u201cbad visualization + Purdue Pharma\u201d in the search box of your browser. Share your findings in a discussion. Did Purdue Pharma cross an ethical line?<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<h1 class=\"import-ah\">2.3 The Four Pillars of Visualization Work Better With Context<\/h1>\r\n<blockquote>\r\n<p class=\"import-epaft\">Visualization and belief in a pattern of reality activates the creative power of realization.<\/p>\r\n<p class=\"import-ept\">\u2014A. L. Linall Jr.<\/p>\r\n<\/blockquote>\r\n<p class=\"import-paft\">Now that you have seen how good, bad, and ugly data visualizations are prevalent, let\u2019s take a step into becoming a data storyteller. If you\u2019ve been creating PowerPoints at your organization, you have certainly told a story. But how well did you tell that story? Did you use the best visualization techniques to tell it? Creating your own infographic or data visualization may start with available templates (much like PowerPoint slide decks or infographic templates in an infographic app). Do you remember the first time you learned PowerPoint? Did you explore <em class=\"import-i\">one<\/em> PowerPoint theme design <em class=\"import-i\">after another<\/em> or have trouble modifying an existing slide deck to make it \u201cfit\u201d your purpose? When you start creating your own data visualizations, don\u2019t be surprised at how often you need to fall back on good data visualization design techniques like those presented by Noah Iliinsky. Noah Iliinsky, a data visualization expert, cautions how quickly a presenter can get off track.<\/p>\r\n<p class=\"import-p indent\">When Larry Swanson of Content Strategy Insights asked, \u201cAre there benchmarks, or how do you know you\u2019re on track?\u201d Iliinsky answered, \u201cIt goes back to purpose, know your customer and what they care about\u201d (Swanson, 2020, Podcast 89\u201424:32). You must start with the purpose and be able to check off the \u201cwhy,\u201d \u201cwho,\u201d and \u201cwhat does my audience need\u201d to understand (What actions do you want to support? What is the most important takeaway message? How will it be consumed?). The more specifically you drill down to <strong class=\"import-b\">purpose<\/strong>, the better. As shown in Exhibit 2.4, before building an interactive data visualization, make sure to embrace Noah Iliinsky\u2019s four pillars of visualization with an added component of context.<\/p>\r\n<p class=\"import-sbh\"><strong>Exhibit 2.4\u2014Iliinsky\u2019s Four Pillars Plus Context<\/strong><\/p>\r\n\r\n<table class=\"grid\">\r\n<thead>\r\n<tr>\r\n<td class=\"TableNormal-C\" style=\"width: 763.766px;\">\r\n<p class=\"import-tch\"><strong>Iliinsky\u2019s Four Pillars of Visualization<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 113.531px;\" colspan=\"2\">\r\n<p class=\"import-tch\"><strong>Plus <em class=\"import-i\">Context<\/em><\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 56.3906px;\">\r\n<p class=\"import-tch\"><strong>Equals<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 377.562px;\">\r\n<p class=\"import-tch\"><strong>Elevated Understanding<\/strong><\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr class=\"TableNormal-R\">\r\n<td class=\"TableNormal-C\" style=\"width: 763.766px;\">\r\n<p class=\"import-tdul\">\u2022Purpose,<\/p>\r\n<p class=\"import-tdul\">\u2022Content (what to visualize),<\/p>\r\n<p class=\"import-tdul\">\u2022Structure (how to visualize it)<\/p>\r\n<p class=\"import-tdul\">\u2022Format (appeal and focus).<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 9.98438px;\">\r\n<p class=\"import-td\" style=\"text-align: center;\">+<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 86.3594px;\">\r\n<p class=\"import-td\">CONTEXT<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 56.3906px;\">\r\n<p class=\"import-td\" style=\"text-align: center;\">=<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"width: 377.562px;\">\r\n<p class=\"import-td\">The audience will understand better and remember longer.<\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<p class=\"import-p indent\">In this case, <em class=\"import-i\">context<\/em> means making the topic easier to understand by giving extra information about the time, place, situation, history, background, and so on. That\u2019s part of the storytelling process! So how does storytelling relate to interactive data visualizations?<\/p>\r\n<p class=\"import-rf1\"><img class=\"size-full wp-image-552 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png\" alt=\"\" width=\"67\" height=\"56\" \/>Iliinsky, N. (2018, Apr 12). <em class=\"import-i\">Four Pillars of Visualization\u2014English version<\/em>. StarsConf. San Diego, USA. [Video]. YouTube.<\/p>\r\n[embed]https:\/\/www.youtube.com\/watch?v=3eZ15VplE3o[\/embed]\r\n<p class=\"import-rf1\"><img class=\"size-full wp-image-42 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/bookicon.png\" alt=\"\" width=\"79\" height=\"61\" \/>Knaflic, C. (2015, Nov 2). <em class=\"import-i\">Storytelling <\/em><em class=\"import-i\">With Data<\/em><em class=\"import-i\">: A Data Visualization Guide for Business Professionals<\/em>. Wiley Publishing. ProQuest eBook Central Database.<\/p>\r\n<p class=\"import-rf1\"><img class=\"size-full wp-image-42 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/bookicon.png\" alt=\"\" width=\"79\" height=\"61\" \/>Wexler, S., Shaffer, J., &amp; Cotgreave, A. (2017). <em class=\"import-i\">The big book of dashboards: Visualizing your data using real-world business scenarios<\/em>. Wiley Publishing. ProQuest eBook Central Database.<\/p>\r\n<p class=\"import-p\">Another data visualization expert is David McCandess. David McCandess, at his <em class=\"import-i\">Information Is Beautiful<\/em> website, shares a graphic that interacts when you roll your mouse over certain areas to give you more details. McCandess considers all the aspects of data visualization but includes more of the storytelling components than Noah Iliinsky.<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">McCandess, D. (2023). What Makes a Good Visualization? <em class=\"import-i\">Information <\/em><em class=\"import-i\">Is Beautiful<\/em>. <a class=\"rId56\" href=\"https:\/\/www.informationisbeautiful.net\/visualizations\/what-makes-a-good-data-visualization\/\"><span class=\"import-url\">https:\/\/www.informationisbeautiful.net\/visualizations\/what-makes-a-good-data-visualization\/<\/span><\/a><\/p>\r\n<p class=\"indent\">According to McCandess (2020), to have a successful visualization you need (1) good and accurate information, (2) the goal of visualization, (3) the story or concept that accompanies the visualization, and (4) the actual visual form that works best for the visualization.<\/p>\r\n\r\n<div class=\"textbox textbox--key-takeaways\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">2.1 Self-Assessment: Four Pillars of Visualization<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-lo\">Learning Objective #3\u2014Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics<\/p>\r\n<p class=\"import-exf\"><img class=\"size-full wp-image-44 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png\" alt=\"\" width=\"69\" height=\"69\" \/>Watch the YouTube video \u201cFour Pillars of Visualization\u201d by Noah Iliinsky. [h5p id=\"2\"]<\/p>\r\n<p class=\"import-exf\"><img class=\"size-full wp-image-44 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png\" alt=\"\" width=\"69\" height=\"69\" \/> [h5p id=\"3\"]<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<div class=\"textbox textbox--exercises\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">2.3 Exercise 1: Using the Four Pillars to Help the United Way Team Explain ALICE<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-lo\">Learning Objective #3\u2014Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics<\/p>\r\n<p class=\"import-exf indent\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>In the \u201cWhat Do You Think?\u201d scenario beginning this chapter, a United Way team is brainstorming ways to present social media infographics that explain ALICE families and what that means. They also want a call to action to request donations.<\/p>\r\n<p class=\"import-ex indent\"><em class=\"import-i\">How would you complete the four pillars + context (see Exhibit 2.4) to help the ALICE team present their data in a social media post?<\/em><\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<h1 class=\"import-ah\">2.4 Infographic Basics<\/h1>\r\n<blockquote>\r\n<p class=\"import-epaft\">The greatest value of a picture is when it forces us to notice what we never expected to see.<\/p>\r\n<p class=\"import-ept\">\u2014John Wilder Tukey, American mathematician and statistician<\/p>\r\n<\/blockquote>\r\n<p class=\"import-paft\">To begin, let\u2019s look at the simplest data visualization\u2014an infographic. An infographic is a graphical representation intended to communicate information in a concise and meaningful way. Most infographics are \u201cstatic,\u201d but the trend is moving toward interactive infographics.<\/p>\r\n<p class=\"import-p indent\">You have probably used infographics more than you think! According to an old study by Levie &amp; Lentz (1982), people following directions with text <strong class=\"import-b\">and illustrations<\/strong> do 323% better than people following directions without illustrations (p. 195\u2013232). Perhaps you\u2019ve assembled something using diagrams\u2014think about your experience if the instructions were all text describing what needed to be done. Did the visual help you understand each step?<\/p>\r\n<p class=\"import-p indent\">You expect infographics to take visual form in social media, but don\u2019t be surprised to see them in scientific communication to explore datasets and communicate findings on websites, theses, dissertations, and resumes (Jaleniauskiene &amp; Kasperiuniene, 2023).<\/p>\r\n<p class=\"import-p indent\">The designs of infographics range from very simple to complex, but all include content and visual elements. It takes practice before it becomes a basic digital skill. Studies across several disciplines (computer science, education, health sciences, digital marketing and media management, sociology, mathematics, ESL, and sports management) show that students who learned to create or analyze infographics \u201cgained metacognitive strategies, better recall, enhanced depth of understanding, better communication skills, and saw the process as engaging and enjoyable\u201d (Jaleniauskiene &amp; Kasperiuniene, 2023, p. 200)!<\/p>\r\n<p class=\"import-p indent\">According to Beegle (2013), the \u201cbest infographics build a narrative in much the same way a story does, starting with the premise and then revealing something new at each turn\u201d (p. 65). In Figure 2.6, the infographic reveals layers of information about immigrants. The use of flags brings the user focus to the immigrant\u2019s country of origin. There are charts to show the education attainment level and the percentage of immigrants who speak English proficiently. In addition, the infographic indicates how much immigrants contribute to Indiana\u2019s economy through taxes paid. As you look at this chart, what other information would you consider including or would you want to know?<\/p>\r\n\r\n<h2 class=\"import-bh\">The Simplest Evaluation of an Infographic<\/h2>\r\n<p class=\"import-paft\">The first step to creating an infographic and then evaluating it is a simple process of informing yourself using the 5 Ws (who, what, when, where, and why). Use the 5 Ws to help convey information in a relevant way. In this illustration (Figure 2.6), let\u2019s go through the 5 Ws.<\/p>\r\n<strong>Figure 2.6\u2014How to Use the 5 Ws to Review an Infographic<\/strong>\r\n\r\n[caption id=\"attachment_199\" align=\"alignnone\" width=\"417\"]<img class=\"wp-image-199 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0206.png\" alt=\"Infographic showing an example of using the 5 W's to assess an infographic\" width=\"417\" height=\"629\" \/> Note: Author Illustration (2024)[\/caption]\r\n<p class=\"import-ulf\"><strong class=\"import-b\">Who?<\/strong>\u2014immigrants in Indiana<\/p>\r\n<p class=\"import-ul\"><strong class=\"import-b\">What?<\/strong>\u2014raise awareness<\/p>\r\n<p class=\"import-ul\"><strong class=\"import-b\">When?<\/strong>\u20142019 data<\/p>\r\n<p class=\"import-ul\"><strong class=\"import-b\">Where?<\/strong>\u2014Indiana<\/p>\r\n<p class=\"import-ull\"><strong class=\"import-b\">Why?<\/strong>\u2014bring awareness of education levels and contribution to Indiana\u2019s economy<\/p>\r\n<p class=\"import-p indent\">This illustration was made in the app Venngage, using source information from the American Immigration Council. All infographic software has a variety of icons that are available for use, but it also includes great charting tools.<\/p>\r\n<p class=\"import-p indent\">The next step is analyzing some existing infographics. Just doing a search on infographics will yield all kinds of ideas in both design and content. Notice the use of color, symbols, and images. Ignore interactive infographics for now.<\/p>\r\n<p class=\"import-p indent\">Try to gain a sense of an infographic that tells a story that prompts emotional tension. As you search for an infographic you like, see if you can pick out the 5 Ws. If you find one that you don\u2019t understand, see if you can do a little research to find the context. An infographic is not good if it doesn\u2019t meet the definition (<em class=\"import-i\">communicating information in a concise and meaningful way<\/em>). It\u2019s like hearing a story without knowing all the characters. And more importantly, <strong class=\"import-b\">infographics should contain a driver or \u201ccall to action.\u201d<\/strong><\/p>\r\n<p class=\"import-p indent\">To illustrate the importance of context, look at Exhibit 2.5, where both infographics are from the Wabash Valley United Way\u2019s Facebook presence. Are these graphics designed to raise awareness (<strong class=\"import-b\">educational<\/strong>) or do they call you to <em class=\"import-i\">do<\/em> something?<\/p>\r\n<p class=\"import-sbh\"><strong>Exhibit 2.5\u2014Do These Infographics Have a Call to Action?<\/strong><\/p>\r\n\r\n<table class=\"grid\">\r\n<thead>\r\n<tr>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\">United Way of the Wabash Valley Facebook post, August 31, 2018<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\">United Way of the Wabash Valley Facebook post, November 11, 2018<\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr class=\"TableNormal-R\">\r\n<td class=\"TableNormal-C\">\r\n\r\n[caption id=\"attachment_54\" align=\"alignleft\" width=\"213\"]<img class=\"wp-image-54 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0205a.png\" alt=\"&quot;I am ALICE&quot; header next to a picture of a smiling man. At the bottom reads &quot;Asset Limited - Income Constrained - Employed.&quot;\" width=\"213\" height=\"211\" \/> Source: United Way of the Wabash Valley\u2014Used with permission[\/caption]<\/td>\r\n<td class=\"TableNormal-C\">\r\n\r\n[caption id=\"attachment_55\" align=\"alignleft\" width=\"267\"]<img class=\"wp-image-55 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0205b.png\" alt=\"This infographic has a header, &quot;40% of our Households Choose Between...&quot; with icons underneath by: Healthcare, Child Care, Transportation, Food, and Rent. The footer reads, &quot;Just to Survive.&quot;\" width=\"267\" height=\"225\" \/> Source: United Way of the Wabash Valley\u2014Used with permission[\/caption]<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\">\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">It took a minute to understand that ALICE = <strong class=\"import-b\">A<\/strong>sset <strong class=\"import-b\">L<\/strong>imited + <strong class=\"import-b\">I<\/strong>ncome <strong class=\"import-b\">C<\/strong>onstrained + <strong class=\"import-b\">E<\/strong>mployed<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">This message is clear, and a good start to a call to action.<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\">\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">This is the related message: Over 30,000 families in the Wabash Valley are ALICE or struggling working poor. Join the Fight to help us make a difference in the lives of ALICE!<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">This is the related message: This isn\u2019t just a household problem; it\u2019s a community problem. How can our community thrive when over 40% of our households don\u2019t earn enough to achieve a \u201csurvival budget\u201d and must make tough choices on what to pay? Do they pay the electric bill, or do they pay the rent?<\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<p class=\"import-sbaft\">Note that these infographics are specific to the Wabash Valley in Indiana; therefore, someone from a different state might not understand the context of ALICE since not all states have adopted the ALICE project. If you visit the United Way of the Wabash Valley, you will find reference to their bold goal\u2014to move 10,000 families out of financial struggles and into stability along with a very visual strategic plan.<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-sb\">Strategic Plan. (2023). United Way of the Wabash Valley. Terre Haute, IN. <a class=\"rId57\" href=\"https:\/\/uwwv.org\/storage\/2018\/01\/Strategic-Plan.pdf\"><span class=\"import-url\">https:\/\/uwwv.org\/storage\/2018\/01\/Strategic-Plan.pdf<\/span><\/a><\/p>\r\nDozens of high-quality infographics help communicate the context of this report. The corresponding Facebook pages include a variety of infographics related to the strategies of the United Way.\r\n<h3 class=\"import-bh\">Key Components to Evaluating an Infographic<\/h3>\r\n<p class=\"import-paft\">Keep in mind that \u201c80% of learning takes place visually; the average person retains only 20% of what is read when it\u2019s delivered in text-only format; images on Facebook are liked 200% more than text [<em class=\"import-i\">and perhaps most important for your organization<\/em>]; websites register a 12% increase in traffic after publishing an infographic\u201d (Beegel, 2014, p. 8\u20139). But perhaps the most important characteristic of an infographic is presenting complex information in a way that is easily understood.<\/p>\r\n<p class=\"import-p indent\">The <em class=\"import-i\">Encyclopedia of World Problems &amp; Human Potential<\/em> (UIA.org) identifies the <strong class=\"import-b\">proliferation of information<\/strong> using new terms like infoxication, infobesity, and data smog. Interestingly, the UIA connects this problem to the UN Sustainable Development Goal #12, Responsible Consumption and Production, and the UN Sustainable Development Goal #16, Peace, Justice, and Strong Institutions. <em class=\"import-i\">So what do data smog, infoxication, and infobesity have to do with infographics?<\/em><\/p>\r\n<p class=\"import-p indent\">All three terms describe information overload. An infographic can cut through information overload, separate the signal from the noise, and break down complex information into bite-sized chunks making it easier for your infographic audience to understand and retain key insights without feeling overwhelmed by the sheer volume of information available.<\/p>\r\n\r\n<h2 class=\"import-ch\">Infographic Basic Components<\/h2>\r\n<p class=\"import-paft\">Regardless of the type of infographic, every infographic should have the same basic components or considerations, and Figure 2.7 provides a good checklist to assess a basic infographic. The checklist is a compilation of Beegle (2014) and Wallace (2015).<\/p>\r\n<strong>Figure 2.7\u2014Infographic Quality Checklist for Basic Infographics<\/strong>\r\n\r\n[caption id=\"attachment_200\" align=\"alignnone\" width=\"325\"]<img class=\"wp-image-200 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0207.png\" alt=\"Infographic checklist\" width=\"325\" height=\"380\" \/> Note: Author Illustration (2024)[\/caption]\r\n<h2 class=\"import-ch\">Infographic Components\u2014Sound or Video<\/h2>\r\n<p class=\"import-paft\">Other basic components will apply if you create an infographic with motion, sound, or interaction. If you move past the static infographic, consider these <em class=\"import-i\">additional<\/em> components as shown in Table 2.4.<\/p>\r\n<p class=\"import-th\"><strong><span class=\"import-thn\">Table 2.4:<\/span> When to Add Sound or Video<\/strong><\/p>\r\n\r\n<table class=\"grid\" style=\"height: 185px;\"><caption><strong><em>(Beegle, 2014, p. 29\u201332)<\/em><\/strong><\/caption>\r\n<thead>\r\n<tr class=\"shaded\" style=\"height: 37px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 297.766px;\">\r\n<p class=\"import-tch\"><strong>Use sound or voice narration to\u00a0.\u00a0.\u00a0.<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 632.047px;\">\r\n<p class=\"import-tch\"><strong>Use (or add) video to\u00a0.\u00a0.\u00a0.\u00a0.<\/strong><\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 297.766px;\">\r\n<p class=\"import-td\">\u2713Establish a mood<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 632.047px;\">\r\n<p class=\"import-td\">\u2713Keep the user on a linear path set by the designer.<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 297.766px;\">\r\n<p class=\"import-td\">\u2713Create a sense of authority<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 632.047px;\">\r\n<p class=\"import-td\">\u2713Explain more complex concepts (like the workings of a mechanical device)<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 297.766px;\">\r\n<p class=\"import-td\">\u2713Connect to viewers<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 632.047px;\">\r\n<p class=\"import-td\">\u2713Make it more personal<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 297.766px;\">\r\n<p class=\"import-td\">\u2713Provide emotional depth<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 632.047px;\">\r\n<p class=\"import-td\">\u2713Testimonial (like for branding)<\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<div class=\"textbox textbox--key-takeaways\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">2.2 Self-Assessment 1: Basic Design<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-lo\">Learning Objective #3\u2014Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics<\/p>\r\n<p class=\"import-exf\"><img class=\"size-full wp-image-44 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png\" alt=\"\" width=\"69\" height=\"69\" \/>You\u2019ve been asked to compare the performance of two companies in the same sector. [h5p id=\"4\"]<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<div class=\"textbox textbox--exercises\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">2.4 Exercise 1: Apply the 5 Ws of an Infographic<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-lo\">Learning Objective #3\u2014Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics<\/p>\r\n<p class=\"import-exf indent\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>Find three infographics related to immigration in your state. See if you can answer the 5 Ws: who, what, when, where, and why. Share the image(s) and discuss the 5 Ws on the discussion board. Is there a call to action?<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<div class=\"textbox textbox--exercises\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">2.4 Exercise 2: Evaluate a Static Infographic<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-lo\">Learning Objective #3\u2014Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics<\/p>\r\n<p class=\"import-exf indent\"><strong class=\"import-b\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>Part 1:<\/strong> Find a static infographic from your organization. Use the basic design criteria listed in this section to evaluate it. Share the image and discuss what changes you would make to improve it. <strong class=\"import-b\">Part 2:<\/strong> Now use the CASS template to review the same infographic. What differences are observed?<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<h2 class=\"import-bh\">Types of Infographics<\/h2>\r\n<p class=\"import-paft\">There are a variety of infographics, and the type of infographic you build will be driven by what works best for your message. Let\u2019s review a few of these with examples.<\/p>\r\n\r\n<ul>\r\n \t<li><strong class=\"import-b\">Statistical infographics:<\/strong> This type of infographic uses charts, multiple types of graphs, and people icons representing numbers to present statistical data in a clear and concise manner. For example, assume you want to look at pay between men and women in the United States. Start with the Bureau of Labor Statistics data. The 2020 data show a gap in earnings where women earned 82.3% of men\u2019s pay (Bureau of Labor Statistics, 2023). What other statistics might you want to highlight?<\/li>\r\n<\/ul>\r\n<p style=\"padding-left: 60px;\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/p>\r\n<p style=\"padding-left: 80px;\">Earnings from Current Population Survey (CPS). Link to U.S. Bureau of Labor Statistics: <a class=\"rId58\" href=\"https:\/\/www.bls.gov\/cps\/earnings.htm\">https:\/\/www.bls.gov\/cps\/earnings.htm<\/a><\/p>\r\nExamples of statistical infographics will be shared in Chapter 3 of this textbook.\r\n<ul>\r\n \t<li class=\"import-bl\"><strong class=\"import-b\">Process infographics:<\/strong> This type of infographic shows a step-by-step visual guide to explain a process or instruction. So infographics that show a flowchart, a timeline, or step-by-step instructions would fit here. For example, the flowchart shown in Figure 2.8 shows the process for submission of an article to a journal and all the steps necessary for publication in a peer-reviewed journal.<\/li>\r\n<\/ul>\r\n<strong>Figure 2.8\u2014Example Process Infographic<\/strong>\r\n\r\n[caption id=\"attachment_201\" align=\"alignnone\" width=\"780\"]<img class=\"wp-image-201 size-full\" style=\"font-size: 1em;\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0208.png\" alt=\"An infographic showing a process using a diagram template from Venngage\" width=\"780\" height=\"504\" \/> Note: Author Illustration (2022)[\/caption]\r\n<ul>\r\n \t<li class=\"import-bl\"><strong class=\"import-b\">Timeline infographics:<\/strong> These types of infographics have a chronological layout to represent historical events, and time-related information. They can also be interactive where the user sees additional details by hovering over some part of the timeline. For example, in Figure 2.9, hovering the mouse over the icon in 2021\u20132022 explains what faculty gain by understanding their top five strengths from taking Gallop\u2019s Strength Finder test.<\/li>\r\n<\/ul>\r\n<strong>Figure 2.9\u2014Example of Timeline Infographic<\/strong>\r\n\r\n[caption id=\"attachment_202\" align=\"alignnone\" width=\"776\"]<img class=\"wp-image-202 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0209.png\" alt=\"A timeline infographic with the header &quot;Building a Graduate Culture: Saint Mary-of-the-Woods College&quot; and the subheading &quot;A Journey: time, energy, and effort needed!&quot; The timeline is represented by a road with markers, with info by each marker. The first one reads, &quot;November 2021: Develop a pre-survey that graduate faculty build together. Determine strategies after reviewing results.&quot; Second header &quot;2021-2022: StrengthFinder: for graduate faculty. Build User Persona. Share Resources through a Graduate Community D2L space. Share Ideas (i.e. virtual poster show). Launch Arete.&quot; Third header: &quot;Global Leadership Conference with Graduate Teaching and Graduate Culture Tracks. Build a publishing support process for all graduate programs.&quot; Last header: &quot;2024: Develop post-survey. Evaluate and adjust strategies after sharing results. Document discussions.&quot; At the end, there is a footer, &quot;Culture: Fundamental beliefs and assumptions. Shared values. Norms. Patterns and behaviors. Tangible evidence.&quot;\" width=\"776\" height=\"601\" \/> Note: Author Illustration (2025)[\/caption]\r\n<ul>\r\n \t<li class=\"import-bl\"><strong class=\"import-b\">Interactive infographics:<\/strong> These types of infographics are most often interactive allowing the user to interact and dive deeper into the information. Interactive infographics work well for large datasets (like census data).\r\nAn example of a simple interactive infographic starts with a basic infographic but adds interaction using an app called <strong class=\"import-b\">ThingLink<\/strong>. Essentially, when the user hovers over or clicks the icon, the user is given additional information. Figure 2.9 shows a static version of the infographic, but the pop-up links can provide additional information, even video!<\/li>\r\n<\/ul>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p style=\"padding-left: 40px;\">ThingLink: An app-based program to engage and inform your audience. Link: <a class=\"rId59\" href=\"http:\/\/www.thinglink.com\"><span class=\"import-url\">http:\/\/www.thinglink.com<\/span><\/a><\/p>\r\n<p style=\"padding-left: 40px;\">What is ThingLink? ThingLink is an app-based program for annotating digital items. You add an icon to tag your item and can incorporate rich media. The multimedia editor allows a user to quickly create interactive images, videos, and self-guided tours. A user can also create a branching scenario for training, and even develop augmented reality (AR)! ThingLink is a great app for creating road maps or walking tours to incorporate text, audio, and videos. Figure 2.10 shows a basic use of ThingLink.<\/p>\r\n<strong>Figure 2.10\u2014Example of Interactive Infographic Using ThingLink<\/strong>\r\n\r\n[caption id=\"attachment_203\" align=\"alignnone\" width=\"565\"]<img class=\"wp-image-203 size-full\" style=\"color: #373d3f; font-weight: bold; font-size: 1em;\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0210.png\" alt=\"The image shows a section of a webpage, with icons that would be links. The first one is &quot;This link provides a schedule and a way to apply.&quot; The second one says, &quot;This link shows the topics covered for the eight weeks.&quot; The third one, &quot;This link introduces the five faculty.&quot;\" width=\"565\" height=\"267\" \/> Note: Author Illustration (2020)[\/caption]\r\n<ul>\r\n \t<li class=\"import-bl\"><strong class=\"import-b\">Comparison infographics:<\/strong> These types of infographics compare two or more concepts side-by-side using visuals to highlight similarities and differences.\r\nAn example of this type of infographic might be management versus leadership skills, comparing two companies, or comparing two products. Some comparison infographics will include a Venn diagram, so the user sees the overlap between the two categories. Figure 2.11 compares inductive to deductive reasoning.<\/li>\r\n<\/ul>\r\n<strong>Figure 2.11\u2014Example of a Comparison Infographic<\/strong>\r\n\r\n[caption id=\"attachment_204\" align=\"alignnone\" width=\"521\"]<img class=\"wp-image-204 size-full\" style=\"color: #373d3f; font-weight: bold; font-size: 1em;\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0211.png\" alt=\"An infographic showing inductive and deductive reasoning.\" width=\"521\" height=\"400\" \/> Note: Kuhlman &amp; Mitchell Illustration (2022)[\/caption]\r\n<p style=\"padding-left: 40px;\">Another good example of a comparison infographic is a SWOT (<strong class=\"import-b\">S<\/strong>trengths, <strong class=\"import-b\">W<\/strong>eaknesses, <strong class=\"import-b\">O<\/strong>pportunities, and <strong class=\"import-b\">T<\/strong>hreats) or PESTLE (<strong class=\"import-b\">P<\/strong>olitical, <strong class=\"import-b\">E<\/strong>conomic, <strong class=\"import-b\">S<\/strong>ocial, <strong class=\"import-b\">T<\/strong>echnological, <strong class=\"import-b\">L<\/strong>egal, and <strong class=\"import-b\">E<\/strong>nvironmental). PESTLE is used to gain a macro picture of an industry. More about SWOT and PESTLE will be discussed in the next chapters.<\/p>\r\n\r\n<ul>\r\n \t<li class=\"import-bl\"><strong class=\"import-b\">Geographical infographics:<\/strong> These types of infographics use maps to visualize information. For example, the infographic in Figure 2.12 shows male and female participants by country. See how much easier it is to determine the information with a map instead of a table of numbers? This infographic was created in Power BI.<\/li>\r\n<\/ul>\r\n<p class=\"import-blp indent\"><strong class=\"import-bu\">Caution:<\/strong> Most Excel dashboards use a type of filtering called \u201cslicers.\u201d The same application in Power BI is more powerful because everything serves as a filter. No matter where you click, you drill down into more information. As you build a dashboard in either Excel or Power BI, you may want to consider restricting some of the filtering that loses focus of the purpose. Restrictive filtering just means that you lock down certain features (or hide some filters) so the user doesn\u2019t get lost or misinterpret the data.<\/p>\r\n<p class=\"import-blp indent\">Maps are powerful, and the more powerful the map, the greater the need to know the source, understand how the legend represents the information, and whether you have clusters or patterns of data that are obscured by the boundaries of the map (Buzzelli, 2020). For example, in using a traditional map (to show vote numbers), states are not uniform in population, so showing a state fully red or fully blue doesn\u2019t show what might be happening in specific cities. This issue is called a \u201cmodified areal unit problem.\u201d (Buzzelli, p. 171). This is why the popular vote seems to contradict the Electoral College winner. For this reason, some map creators transform a traditional map into a choropleth map where the \u201csize of the states are rescaled according to their population\u201d (Newman, 2016, para. 3).<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">Wiseman, A. (2015, Jun 25). When Maps Lie: Tips from a geographer on how to avoid being fooled. Bloomberg. <a class=\"rId60\" href=\"https:\/\/www.bloomberg.com\/news\/articles\/2015-06-25\/how-to-avoid-being-fooled-by-bad-maps\"><span class=\"import-url\">https:\/\/www.bloomberg.com\/news\/articles\/2015-06-25\/how-to-avoid-being-fooled-by-bad-maps<\/span><\/a><\/p>\r\n<p class=\"import-blpl indent\">In Figure 2.12, users can drill down by clicking on any circle in the country to find out even more detail on where the surveys originated (i.e., the state).<\/p>\r\n<strong>Figure 2.12\u2014Example Showing Geographic Data in Power BI Infographic <\/strong>\r\n\r\n[caption id=\"attachment_205\" align=\"alignnone\" width=\"670\"]<img class=\"wp-image-205 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0212.png\" alt=\"An image of a BRIQ dataset, showing a table with countries and data on the left and a map displaying the data with pie charts of the table data located on their associated countries.\" width=\"670\" height=\"342\" \/> Note: BRIQ Dataset\u2014Author Illustration (2024)[\/caption]\r\n<h2 class=\"import-bh\">Video Infographics Are Powerful<\/h2>\r\n<p class=\"import-paft\">One of the most powerful ways to use infographics is to \u201cshow\u201d your viewers rather than just narrate (tell) information. The \u201cshow approach\u201d simplifies communication and avoids misunderstandings. And sometimes you need a video infographic rather than a static infographic.<\/p>\r\n<p class=\"import-p indent\">One of the most powerful <em class=\"import-i\">narratives<\/em>, videos, and interactive infographics available is an animated data-driven documentary written and directed by Neil Halloran, called <em class=\"import-i\">The Fallen of World War II<\/em>. This documentary is deeply researched and has won several awards including 2016 Best American Infographics. This video infographic has been viewed over 9 million times.<\/p>\r\n<img class=\"size-full wp-image-552 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png\" alt=\"\" width=\"67\" height=\"56\" \/>\r\n<p class=\"import-rf1\">Halloran, N. (2016, Oct 26) The Fallen of World War II: An Interactive documentary. <a class=\"rId61\" href=\"http:\/\/www.fallen.io\/ww2\/\"><span class=\"import-url\">http:\/\/www.fallen.io\/ww2\/<\/span><\/a><\/p>\r\n<p class=\"import-p\">So now that you\u2019ve watched this interactive documentary, what kind of tools do you need to create a video infographic?<\/p>\r\n\r\n<h2 class=\"import-bh\">Infographic Online Apps<\/h2>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-paft\">Canva is located at <a class=\"rId62\" href=\"http:\/\/www.canva.com\"><span class=\"import-url\">www.canva.com<\/span><\/a> (Great infographics, beautiful templates, and a limited <em class=\"import-i\">free plan<\/em>). To create an interactive infographic beyond hyperlinks, you will need to pair it with another app like ThingLink: <a class=\"rId63\" href=\"http:\/\/www.thinglink.com\"><span class=\"import-url\">www.thinglink.com<\/span><\/a><\/p>\r\n<p class=\"import-p\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>Venngage is located at <a class=\"rId64\" href=\"http:\/\/www.venngage.com\"><span class=\"import-url\">www.venngage.com<\/span><\/a> (Great infographics, a wide variety of templates). Venngage also has a getting started free plan that is limited. To create an interactive infographic beyond hyperlinks, use an app like ThingLink.<\/p>\r\n<p class=\"import-p indent\">Other popular tools for creating infographics include Visme, Snappa, Piktochart, Renderforest (online infographic video maker), and for the Power BI users, PureViz Infographic. PureViz is PBI Certified and an add-in to Power BI, and it is powerful!<\/p>\r\n<p class=\"import-p indent\">But don\u2019t forget\u2014there\u2019s one product you might overlook, and that\u2019s PowerPoint! Microsoft provides dozens of infographic templates, and PowerPoint slides can be saved as images of any size.<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">PowerPoint Presentations that include infographics.\u00a0Link: <a class=\"rId65\" href=\"https:\/\/create.microsoft.com\/en-us\/templates\/infographics\"><span class=\"import-url\">https:\/\/create.microsoft.com\/en-us\/templates\/infographics<\/span><\/a><\/p>\r\n\r\n<h2 class=\"import-bh\">Complex Interactive Infographic Using Large Datasets<\/h2>\r\n<p class=\"import-paft\">A complex interactive infographic is much more expensive to produce and requires some special skills if it draws data from a database. An example of an interactive infographic without all the bells and whistles can be found at Census.gov. The one pictured in Figure 2.13 pulls from 2019 census data. Essentially, a user selects a state, a congressional district, and a metro area. Only urban areas exceeding 50,000 in population are available. This interaction is on the low end of the scale and is more like an interactive \u201creport\u201d instead of an interactive infographic.<\/p>\r\n<p class=\"import-p\">The dataset is from an American Community Survey sponsored by the U.S. Census Bureau from 2019, and it provides a comparison between the metro area (in this case Terre Haute, Indiana) and the United States. It provides the total population, median age, median home value, median household income, below-poverty percentage, foreign-born percentage, percent high school graduate or higher, percentage without health insurance, and percent of households with a broadband internet subscription.<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">United States Census Bureau (2020). 2019 American Community Survey Data Wheel. <a class=\"rId66\" href=\"https:\/\/www.census.gov\/library\/visualizations\/interactive\/2019-acs-data-wheel.html\"><span class=\"import-url\">https:\/\/www.census.gov\/library\/visualizations\/interactive\/2019-acs-data-wheel.html<\/span><\/a><\/p>\r\nSee if you can find your city or region!\r\n\r\n<strong>Figure 2.13\u2014Interactive Infographic Draws Data From a Database <\/strong>\r\n\r\n[caption id=\"attachment_206\" align=\"alignnone\" width=\"917\"]<img class=\"wp-image-206 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0213.png\" alt=\"Image of a website dashboard for the 2019 American Community Survey Data Wheel, with an author-added textbox pointing to the dropdowns available that says, &quot;Drill Down&quot;\" width=\"917\" height=\"801\" \/> Source: U.S. Census Bureau\u20142019 American Community Survey (Interactive)\u2014<a href=\"https:\/\/creativecommons.org\/publicdomain\/mark\/1.0\/\">Public Domain<\/a>. Author Annotations Added[\/caption]\r\n<p class=\"import-p indent\">When should you use an interactive infographic? See Table 2.5 for more information.<\/p>\r\n<p class=\"import-th\"><strong><span class=\"import-thn\">Table 2.5:<\/span> When to Use an Interactive Infographic<\/strong><\/p>\r\n\r\n<table class=\"grid\" style=\"height: 185px;\"><caption>(Beegel, 2014, pp. 29\u201334; Mitchell, 2018)<\/caption>\r\n<thead>\r\n<tr class=\"shaded\" style=\"height: 37px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 424.702px;\">\r\n<p class=\"import-tch\"><strong>Use an interactive infographic when\u00a0.\u00a0.\u00a0.<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 559.19px;\">\r\n<p class=\"import-tch\"><strong>All interactive infographics should meet the following criteria\u00a0.\u00a0.\u00a0.<\/strong><\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 424.702px;\">\r\n<p class=\"import-td\">\u2713An abundance of data (more than 10,000 records)<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 559.19px;\">\r\n<p class=\"import-td\">\u2713Be intuitive both in design and controls<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 424.702px;\">\r\n<p class=\"import-td\">\u2713Complex processes<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 559.19px;\">\r\n<p class=\"import-td\">\u2713Organized well<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 424.702px;\">\r\n<p class=\"import-td\">\u2713Large, detailed maps<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 559.19px;\">\r\n<p class=\"import-td\">\u2713Extensive user control<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 424.702px;\">\r\n<p class=\"import-td\">\u2713Data impacts readers differently<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 559.19px;\">\r\n<p class=\"import-td\">\u2713Drill down\u2014multiple pages or view<\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<h2 class=\"import-bh\">Use the Gapminder Tool<\/h2>\r\n<p class=\"import-paft\">Does your organization need an interactive infographic? Consider checking out the interactive data map at Gapminder (<a class=\"rId67\" href=\"http:\/\/www.gapminder.org\"><span class=\"import-url\">www.gapminder.org<\/span><\/a>). It is a complex set of data that looks at life expectancy versus income per person, GDP per capita in dollars per year, across years and countries. For example, in 2015, Afghanistan had a life expectancy of 53.8; whereas the United States had a life expectancy of 79.1 years. On this infographic (as shown in Figure 2.14), on the actual website you click the \u201cplay\u201d button to see it populate the data from 1800 to 2022.<\/p>\r\n<strong>Figure 2.14\u2014Gapminder Interactive (and Animated) <\/strong>\r\n\r\n[caption id=\"attachment_1688\" align=\"alignnone\" width=\"624\"]<img class=\"wp-image-1688 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig2.14.png\" alt=\"Screenshot of a GapMinder visualization, with Life Expectancy on the vertical axis and Income on the horizontal axis. Various bubbles and arrows point out the potential interactive points on the screen that a user could click while on the website itself.\" width=\"624\" height=\"275\" \/> Source: <a href=\"https:\/\/www.gapminder.org\/tools\/#$chart-type=bubbles&amp;url=v2\">Bubbles Chart<\/a> by Gapminder (2023) \u2014<a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/deed.en\">CC BY<\/a>. Author Annotations Added[\/caption]\r\n<p class=\"import-p\">To find out more about Gapminder and the free tools available, visit and explore the sites listed.<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n\r\nTry the Gapminder tool with your own data (includes step-by-step tutorial).\u00a0Tutorial Link: <a class=\"rId68\" href=\"https:\/\/vizabi.org\/tutorials\/2017\/04\/03\/show-your-data\/\"><span class=\"import-url\" lang=\"pt-BR\" xml:lang=\"pt-BR\">https:\/\/vizabi.org\/tutorials\/2017\/04\/03\/show-your-data\/<\/span><\/a>\r\n<p class=\"import-rf1\">Motion Chart Gadget Link: <a class=\"rId69\" href=\"https:\/\/www.gapminder.org\/upload-data\/motion-chart\/\"><span class=\"import-url\">https:\/\/www.gapminder.org\/upload-data\/motion-chart\/<\/span><\/a><\/p>\r\n<p class=\"import-rf2\">Link to Public Data at Google: <a class=\"rId70\" href=\"https:\/\/www.google.com\/publicdata\/\"><span class=\"import-url\">https:\/\/www.google.com\/publicdata\/<\/span><\/a><\/p>\r\n<p class=\"import-p\">According to Gapminder.org (2023), \u201cGapminder Tools is free and comes with built-in data.\u00a0.\u00a0.\u00a0. The offline version also allows you to create your own animated bubble charts, line charts and so on. Also have a look at Google\u2019s free <a class=\"rId71\" href=\"https:\/\/www.gapminder.org\/upload-data\/motion-chart\/\"><span class=\"import-url\">Motion Chart Gadget<\/span><\/a> and <a class=\"rId72\" href=\"https:\/\/www.google.com\/publicdata\/admin\"><span class=\"import-url\">Public Data Explorer<\/span><\/a>, where you can visualize your own data\u201d (FAQ, para. 1).<\/p>\r\n\r\n<h2 class=\"import-bh\">Government Datasets and Infographics<\/h2>\r\n<p class=\"import-paft\">There are several datasets from different states that are open and available to the public. For example, New York agencies publish open data weekly (<span class=\"import-url\">opendata.cityofnewyork.us<\/span>). New York features thousands of datasets ranging from restaurant inspections to Central Park\u2019s squirrel census. Almost every state has some type of interactive data dashboard. For example, Arizona\u2019s Judicial Branch leverages Power BI to show interactive dashboards on a variety of subjects.<\/p>\r\n<p class=\"import-p\">Many foreign governments have interactive infographics that include a broad range of topics you would expect\u2014unemployment rates, COVID, postsecondary education, education completion rates, and others. For example, Health Education England (HEE) has dozens of dashboards related to COVID, mental health, and many more. Many of these foreign government agencies use Power BI. And as certain issues reach global attention, expect to see dataset collaboration. For example, many countries are collaborating with the United Nations to contribute refugee information through an operational data portal.<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">Arizona Judicial Branch. (2023). Azcourts.gov. Statistics: Interactive Data Dashboards. <a class=\"rId73\" href=\"https:\/\/www.azcourts.gov\/statistics\/Interactive-Data-Dashboards\"><span class=\"import-url\">https:\/\/www.azcourts.gov\/statistics\/Interactive-Data-Dashboards<\/span><\/a><\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">Hoosier by the Numbers Located: <a class=\"rId74\" href=\"http:\/\/www.hoosierdata.in.gov\"><span class=\"import-url\">www.hoosierdata.in.gov<\/span><\/a>. Powered by STATS Indiana and hosted by the Indiana Department of Workforce Development<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">Operational Data Portal: Refugee Situations. (2023). The UN Refugee Agency (UNHCR). <a class=\"rId75\" href=\"https:\/\/data2.unhcr.org\/en\/countries\/\"><span class=\"import-url\">https:\/\/data2.unhcr.org\/en\/countries\/<\/span><\/a><\/p>\r\n<p class=\"import-p\">Almost every state and agency have similar infographic categories. Explore Indiana\u2019s <em class=\"import-i\">Hoosiers by the Numbers<\/em>. Indiana generates dashboards based on search criteria and this site contains dozens of Indiana ready-made infographics. See Figure 2.15 for more details.<\/p>\r\n<p class=\"import-p\"><strong class=\"import-b\">Hoosiers by the Numbers\u2014NOTE:<\/strong> Choose the <strong class=\"import-bi\"><em>Tools and Resources<\/em><\/strong> at this site to find an entire section of ready-made infographics. Some of the infographics are pulled from several databases, including the U.S. Bureau of Labor Statistics; Indiana Business Research Center; Indiana Department of Workforce Development, Occupational Employment, and Wage Statistics; Indiana Postsecondary Education Data System (IPEDS); and several others.<\/p>\r\n<strong>Figure 2.15\u2014Example of State Government<\/strong>\r\n\r\n[caption id=\"attachment_208\" align=\"alignnone\" width=\"630\"]<img class=\"wp-image-208 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0215.png\" alt=\"Screenshot of INfographics online dashboard, created by Indiana's Development Research and Analysis division and the Indiana Business Research Center.\" width=\"630\" height=\"589\" \/> Source: Hoosiers by the Numbers <a href=\"https:\/\/www.hoosierdata.in.gov\/infographics\/\">INfographics<\/a> by Department of Workforce Development Research and Analysis division and the Indiana Business Research Center\u2014<a href=\"https:\/\/creativecommons.org\/publicdomain\/mark\/1.0\/\">Public Domain<\/a>[\/caption]\r\n<h2 class=\"import-bh\">Federal Interactive Infographics<\/h2>\r\n<p class=\"import-paft\">The federal government is rich in infographics. For example, the Federal Trade Commission has a Tableau Public account (essentially a third party makes the infographics but from the FTC\u2019s data). The FTC affectionately calls these Vizzes, not just infographics. As you would expect, this site contains fraud statistics, ID theft maps, and imposters\u2019 \u201cdo not call\u201d complaints.<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">Federal Trade Commission.\u00a0Link: <a class=\"rId77\" href=\"https:\/\/www.ftc.gov\/news-events\/data-visualizations\/explore-data\"><span class=\"import-url\">https:\/\/www.ftc.gov\/news-events\/data-visualizations\/explore-data<\/span><\/a><\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">U.S. Government Accountability Office.\u00a0Link to eight infographics of trends: <a class=\"rId78\" href=\"https:\/\/www.gao.gov\/infographic\/infographics-eight-trends-affecting-government-and-society\"><span class=\"import-url\">https:\/\/www.gao.gov\/infographic\/infographics-eight-trends-affecting-government-and-society<\/span><\/a><\/p>\r\n<p class=\"import-p\">This is only a sample of infographics and data visualizations available at government sites.<\/p>\r\n\r\n<div class=\"textbox textbox--key-takeaways\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">2.2 Self-Assessment 2: Compare Static and Interactive Infographics<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-lo\">Learning Objective #4\u2014Differentiate between static, interactive, and video infographics<\/p>\r\n<p class=\"import-exf\"><img class=\"size-full wp-image-44 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png\" alt=\"\" width=\"69\" height=\"69\" \/>[h5p id=\"5\"]<\/p>\r\n<p class=\"import-exf\"><img class=\"size-full wp-image-44 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png\" alt=\"\" width=\"69\" height=\"69\" \/>[h5p id=\"6\"]<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<div class=\"textbox textbox--exercises\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">2.4 Exercise 3: Explore and Discuss an Interactive Infographic \/ Data Visualization<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-lo\">Learning Objective #4\u2014Differentiate between static and interactive infographics<\/p>\r\n<p class=\"import-exf\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>Find an interactive infographic or data visualization from this section. Take a screenshot of the interactive infographic \/ visualization and discuss how it is used. Also include the URL. What do you like, and what do you think needs improvement?<\/p>\r\n<p class=\"import-ex\">Discuss how an interactive infographic might be used (or possibly is already in use) at your organization. Use the basic design criteria listed in this section to evaluate it. If you already use an interactive infographic at your organization, share the URL.<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<div class=\"textbox textbox--exercises\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">2.4 Exercise 4: Interactive Infographic\u2014How Would You. . . ?<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-lo\">Learning Objective #4\u2014Differentiate between static and interactive infographics<\/p>\r\n<p class=\"import-exf\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>What are five ways an infographic about cancer patients could allow a viewer to interact with it? How could the data be segmented to provide additional interactivity?<\/p>\r\n<p class=\"import-ex\"><strong class=\"import-bu\">Hint:<\/strong> Global Cancer Observatory (GCO) has infographics. GCO is sponsored by the World Health Organization.<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<h2 class=\"import-bh\">Infographics, PowerPoint, and AI<\/h2>\r\n<p class=\"import-paft\">Early in 2023, Microsoft extended its partnership with OpenAI, the maker of the ChatGPT tool. This means some interesting tools will be integrated with all office products and some new tools will be introduced. For example, one tool is the Microsoft Designer tool, an AI-powered design app. Just describe the design and use the Generate button, then choose one you like and customize as needed. See Figure 2.16 for more information!<\/p>\r\n<strong>Figure 2.16\u2014Illustration of Microsoft Designer<\/strong>\r\n\r\n[caption id=\"attachment_209\" align=\"alignnone\" width=\"605\"]<img class=\"wp-image-209 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0216.png\" alt=\"Screenshot of Microsoft's Designer Tool, with a textbox and arrow pointing to where users should &quot;Type in your description&quot;\" width=\"605\" height=\"270\" \/> Source: Screenshot of Microsoft Designer Interface \u00a9 Microsoft Corporation. Author Annotations Added[\/caption]\r\n<p class=\"import-p indent\">If you market using social media like Instagram or Facebook, this is well worth the exploration!<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">Microsoft Designer\u2014Stunning designs in a flash.\u00a0Link: <a class=\"rId79\" href=\"https:\/\/designer.microsoft.com\"><span class=\"import-url\">https:\/\/designer.microsoft.com<\/span><\/a><\/p>\r\n<p class=\"import-p\">Don\u2019t settle for the basic PowerPoint themes and designs available when you select a new PowerPoint! Instead take a minute to explore the animated presentations and infographics available to you through templates at Microsoft, Canva, and Venngage. All three use a component of AI to help users find the perfect template for their topic!<\/p>\r\n<p class=\"import-p\">Next, let\u2019s browse for infographic templates at Microsoft.<\/p>\r\n\r\n<h2 class=\"import-bh\"><img class=\"alignnone size-full wp-image-543\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/stepicon.png\" alt=\"\" width=\"64\" height=\"60\" \/>Step-by-Step Instructions for Finding Infographic Templates in PowerPoint<\/h2>\r\n<em>Note: Screenshots of PowerPoint interface \u00a9 Microsoft Corporation, used with attribution for instructional and illustrative purposes. Annotations added by the author.<\/em>\r\n<ol>\r\n \t<li class=\"import-nl\">In PowerPoint, click <strong class=\"import-b\">File<\/strong> and <strong class=\"import-b\">New<\/strong>.<\/li>\r\n \t<li class=\"import-nl\">At the <em class=\"import-i\">Search for online templates and themes<\/em>, type <em class=\"import-i\">infographics<\/em>. You will have a wide variety of choices, but for now, choose <em class=\"import-i\">Infographics<\/em> as illustrated in Exhibit 2.6. (Keep in mind that your experience will be slightly different depending on the PowerPoints you have recently opened.)\r\n\r\n[caption id=\"attachment_56\" align=\"alignnone\" width=\"431\"]<img class=\"wp-image-56 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0206.png\" alt=\"Screenshot of search interface for PowerPoint Infographics\" width=\"431\" height=\"175\" \/> <strong>Exhibit 2.6\u2014Example of Searching for PowerPoint Infographics<\/strong>[\/caption]<\/li>\r\n \t<li class=\"import-nl\">Scroll down until you find <strong class=\"import-b\">Animated scale graphic<\/strong>, and click it.<\/li>\r\n \t<li class=\"import-nl\">Choose <strong class=\"import-b\">Create<\/strong>, and it will download to your PowerPoint. Open the slide in presentation mode to see the animation. Notice that the slide deck includes the animated scale slide and an additional slide that has instructions to edit the slide if you need them. As shown in Exhibit 2.7, <strong class=\"import-b\">Help<\/strong> is on the right.\r\n\r\n[caption id=\"attachment_57\" align=\"alignnone\" width=\"643\"]<img class=\"wp-image-57 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0207.png\" alt=\"Screenshot of help for an animated slide in Microsoft, showing a scale with two sides to it.\" width=\"643\" height=\"249\" \/> <strong>Exhibit 2.7\u2014Example of Help for an Animated Slide From Microsoft<\/strong>[\/caption]<\/li>\r\n \t<li class=\"import-nl\">Remember to always look for templates at Microsoft first and then look in Canva or Venngage (they may call them presentations). Although there are other \u201cfree\u201d sources available, when you do a search, these will usually cost you your email address.<\/li>\r\n<\/ol>\r\n<h2 class=\"import-bh\">Start Building Your Own Infographic<\/h2>\r\n<p class=\"import-paft\">The real test of understanding an infographic is to create one of your own, but that means you need to pick an infographic app. A review of infographic software apps will yield a lot of results, so to save time, a comparison is made of three of the more popular infographic tools (Canva, Snappa, and Venngage). Use the tool that you like best!<\/p>\r\n<p class=\"import-p indent\">Perhaps you are at a place in an organization where you would request someone else to design an infographic for you. Keep in mind that creating infographics is considered a basic digital skill, and graphic designers can create beautiful designs, but they won\u2019t know the data as well\u2014and it is your story to tell. So let\u2019s explore how some of the infographic apps work!<\/p>\r\n<p class=\"import-p indent\">Only \u201cfree\u201d icons and \u201cfree\u201d templates were used here. Notice that the designs are different, but the information is the same.<\/p>\r\n\r\n<h2 class=\"import-bh\"><img class=\"alignnone size-full wp-image-543\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/stepicon.png\" alt=\"\" width=\"64\" height=\"60\" \/>Steps to Creating an Infographic<\/h2>\r\n<p class=\"import-paft\">The basic process for creating an infographic is as follows.<\/p>\r\n<p class=\"import-ulf\"><strong class=\"import-b\">Step 1<\/strong>\u2014Gather the data and\/or conduct research<\/p>\r\n<p class=\"import-ul\"><strong class=\"import-b\">Step 2<\/strong>\u2014Organize and conceptualize the data story (are you raising awareness or sounding a call to action?) Feel free to use the modified CASS template (Figure 2.1).<\/p>\r\n<p class=\"import-ull\"><strong class=\"import-b\">Step 3<\/strong>\u2014Draft and revise the visualization.<\/p>\r\n&nbsp;\r\n<p class=\"import-pcon indent\">Apply the general steps to the sample scenario.<\/p>\r\n\r\n<h2 class=\"import-bh\">Sample Scenario: Impact of Training Infographic<\/h2>\r\n<p class=\"import-paft indent\">To build an infographic, let\u2019s use the following scenario. Jim Wallace, a department head at NovaDrive Solutions, requested that Alicia, Donald, and Diana attend a meeting. Jim, the supervisor, challenged each of them to create an informational infographic that highlights how professional training can increase productivity. Jim\u2019s goal is to enhance productivity across all departments by expanding the role of internal trainers. It\u2019s important to note that Jim holds the same level of authority as other department heads.<\/p>\r\n<p class=\"import-p indent\">After conducting extensive research on how professional development can improve productivity and retain employees, Jim decided to conduct his own informal study. Two years ago, Jim utilized his training budget to support internal professional development instead of hiring an expensive external trainer. He opted for internal trainers, who are current employees of the company. These internal trainers are responsible for onboarding new employees, introducing them to the manufacturing process, and conducting quality control. As a result, employees have a strong rapport with them.<\/p>\r\n<p class=\"import-p indent\">Although Jim has shared this information in several department meetings, no other department has attempted the internal training model. He aims to showcase his success and convince his peers to follow suit. Therefore, he hopes that the infographic will finally persuade them. Jim has chosen not to share this report with the vice president yet, as he wants to gain support from other department heads first.<\/p>\r\n<p class=\"import-p indent\">The results of Jim\u2019s internal study, conducted in 2022, are as follows:<\/p>\r\n\r\n<ul>\r\n \t<li class=\"import-blf\">The internal trainer provided four one-hour sessions to 10 employees over four months, totaling 40 hours of training invested.<\/li>\r\n \t<li class=\"import-bl\">Each one-hour training session required three hours of preparation time for the internal trainer. Consequently, training 10 employees resulted in a total of 16 hours of preparation time.<\/li>\r\n \t<li class=\"import-bl\">The evaluations from the 10 employees showed an overall rating of 4.8\/5.0 and a confidence level of 5.0\/5.0 that the training would enhance their productivity.<\/li>\r\n \t<li class=\"import-bl\">In the subsequent year, these 10 employees worked a total of 20,000 hours. As a direct result of the training, their productivity increased by 1%, leading to a gain of 200 hours of work for the organization.<\/li>\r\n \t<li class=\"import-bll\">Essentially, investing 56 hours in training resulted in 200 hours of increased productivity.<\/li>\r\n<\/ul>\r\n<p class=\"import-p indent\">Jim asked Alicia, Donald, and Diana to create an infographic, even though Alicia expressed her concerns, saying, \u201cYou know we aren\u2019t graphic designers, right?\u201d Jim responded, \u201cWell, you are familiar with design thinking here at Nova, and you are the best presenters in my department. I believe you can figure it out!\u201d<\/p>\r\n<p class=\"import-p indent\">The following illustrations (see Exhibit 2.8) show infographics built in three different infographic software apps by Alicia, Donald, and Diana. This is the first draft from each employee.<\/p>\r\n<p class=\"import-sbh\"><strong>Exhibit 2.8\u2014Three Different Infographic Designs for the Same Scenario<\/strong><\/p>\r\n\r\n<table class=\"grid\">\r\n<thead>\r\n<tr>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\"><strong>Canva Design by Alicia<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\"><strong>Snappa Design by Donald<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\"><strong>Venngage Design by Diana<\/strong><\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr class=\"TableNormal-R\">\r\n<td class=\"TableNormal-C\">\r\n\r\n[caption id=\"attachment_58\" align=\"aligncenter\" width=\"205\"]<img class=\"wp-image-58 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208a.png\" alt=\"Infographic using the same information but showing three different designs. This one is in Canva.\" width=\"205\" height=\"500\" \/> Note: Author Illustration (2025)[\/caption]<\/td>\r\n<td class=\"TableNormal-C\">\r\n\r\n[caption id=\"attachment_59\" align=\"aligncenter\" width=\"208\"]<img class=\"wp-image-59 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208b.png\" alt=\"infographic using the same information but showing three different designs. This one uses Snappa.\" width=\"208\" height=\"524\" \/> Note: Author Illustration (2025)[\/caption]<\/td>\r\n<td class=\"TableNormal-C\">\r\n\r\n[caption id=\"attachment_60\" align=\"aligncenter\" width=\"278\"]<img class=\"wp-image-60 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208c.png\" alt=\"Infographic using the same information but showing three different designs. This one uses Venngage.\" width=\"278\" height=\"401\" \/> Note: Author Illustration (2025)[\/caption]<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<p class=\"indent\"><span style=\"orphans: 1; text-align: initial; font-size: 1em;\">Compare the three designs. Which do you like from a first-glance perspective? The supervisor, Jim Wallace, reviewed the three designs and gave the following feedback.<\/span><\/p>\r\n<p class=\"import-bqf indent\">I like the contrast between the green, white, and black, but I don\u2019t see a call to action. The first one does not have a year or discuss the use of an internal trainer. The third one has a call to action, and I like the layout, but it lacks the same flow as the other two. Can the three of you work together and combine your work to make the best one?<\/p>\r\n\r\n<h3 class=\"import-ch\">Team Discussion: Alicia, Donald, and Diana<\/h3>\r\n<p class=\"import-paft\">Jim\u2019s quick feedback had the three employees wondering what they should do next. The group brought their lunch to the team office and decided to use the modified CASS framework (see Figure 2.1) to evaluate the process. They soon realized that none of the infographics had a character or emotional connection. Diana asked, \u201cCan we turn it into a competition?\u201d Donald wondered, \u201cWhat would motivate the department heads?\u201d Alicia added, \u201cIs the 1% increase in productivity perceived as minimal and not worth a change?\u201d<\/p>\r\n<strong>Figure 2.17\u2014Use of CASS to Evaluate the Wallace Infographics<\/strong>\r\n\r\n[caption id=\"attachment_210\" align=\"alignnone\" width=\"724\"]<img class=\"wp-image-210 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0217.png\" alt=\"PowerPoint slide showing CASS template boxes\" width=\"724\" height=\"420\" \/> Note: Author Completed CASS Template (2025)[\/caption]\r\n\r\n<div class=\"textbox textbox--exercises\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">2.4 Exercise 5: Create Your First Infographic<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-lo\">Learning Objective #5\u2014Design an effective infographic using a free application<\/p>\r\n<p class=\"import-exf\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>You have been approached by Jim Wallace\u2019s team: Alicia, Donald, and Diana to help revise the infographic.<\/p>\r\n\r\n<ol>\r\n \t<li class=\"import-exnlf\">First, review the scenario, the CASS evaluation (Figure 2.17), the infographic quality checklist (Figure 2.7), and the team discussion. Review the directions for each infographic software.<\/li>\r\n \t<li class=\"import-exnl\">Second, create a free account at one or all three infographic apps (see Exhibit 2.8 for Canva, Snappa, or Venngage). Never give your credit card number for any reason; instead, choose the free option.<\/li>\r\n \t<li class=\"import-exnl\">Third, redesign one of the infographics or design a new infographic. Include an image of the infographic in the discussion board and discuss the changes and why you made them. Discuss how Jim Wallace should tell the story. Feel free to expand on some of the team\u2019s comments.<\/li>\r\n \t<li class=\"import-exnll\">Respond to your classmates\u2019 posts and provide constructive feedback.<\/li>\r\n<\/ol>\r\n<\/div>\r\n<\/div>\r\n<p class=\"import-th\"><strong><span class=\"import-thn\">Table 2.6:<\/span> Comparison of Infographic Software Apps<\/strong><\/p>\r\n\r\n<table class=\"grid\"><caption><em>Note: Author-Provided Data (2024)<\/em><\/caption>\r\n<thead>\r\n<tr>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\"><strong>App Name<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\"><strong>Description<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\"><strong>Price<\/strong><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-tch\"><strong>Tutorials<\/strong><\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr class=\"TableNormal-R\">\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Canva<\/p>\r\n<p class=\"import-td\"><a class=\"rId80\" href=\"http:\/\/www.canva.com\"><span class=\"import-url\">www.canva.com<\/span><\/a><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Canva Infographic Maker: Lots of free templates that you can modify.<\/p>\r\n<p class=\"import-td\">If a teacher or students, even more available for free. Lots of icons and available content<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Free to $12.99 per month OR<\/p>\r\n<p class=\"import-td\">Canva Pro $119.99\/yr for one person<\/p>\r\n<p class=\"import-td\">Canva for Teams $149\/yr. for 5 people<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Lots of free tutorials\u2014video and text<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\">\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Snappa<\/p>\r\n<p class=\"import-td\"><a class=\"rId81\" href=\"https:\/\/snappa.com\"><span class=\"import-url\">https:\/\/snappa.com<\/span><\/a><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Snappa: For nondesigners. Drag-and-drop. Allows background images. Very easy to use. Great icons.<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Free to $10 per month<\/p>\r\n<p class=\"import-td\">Team is $20\/mo.<\/p>\r\n<p class=\"import-td\">Limited number of free \u201csaves\u201d<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Video when you first log in<\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr class=\"TableNormal-R\">\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Venngage<\/p>\r\n<p class=\"import-td\"><a class=\"rId82\" href=\"http:\/\/www.venngage.com\"><span class=\"import-url\">www.venngage.com<\/span><\/a><\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Infographics, but also posters, flyers, beautiful templates\u2014lots of business templates<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Free to $10 per month Premium<\/p>\r\n<\/td>\r\n<td class=\"TableNormal-C\">\r\n<p class=\"import-td\">Has you pick three templates from the start, Venngage Academy<\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<h2 class=\"import-bh\">How to Create an Infographic in Canva<\/h2>\r\n<p class=\"import-paft\">All infographic examples used free icons, free templates, and free images. For the \u201chow to\u201d section, find the following instructions for Canva.<\/p>\r\n\r\n<h2 class=\"import-dhaft\"><img class=\"alignnone size-full wp-image-543\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/stepicon.png\" alt=\"\" width=\"64\" height=\"60\" \/>Step-by-Step Approach to Use Canva<\/h2>\r\n<em>Note: Screenshots of Canva interface \u00a9 Canva, <a href=\"https:\/\/www.canva.com\/\">https:\/\/www.canva.com\/<\/a>.<span class=\"import-url\"> U<\/span>sed with attribution for instructional and illustrative purposes. Annotations added by the author.<\/em>\r\n<ol>\r\n \t<li class=\"import-nl\"><strong class=\"import-b\">Type<\/strong> <a href=\"http:\/\/www.canva.com\"><span class=\"import-url\">www.canva.com<\/span><\/a> in your browser.<\/li>\r\n \t<li class=\"import-nl\">Note that to sign up, it has you choose your experience. It may show teams available at your organization (for now, <strong class=\"import-b\">skip<\/strong> this option).<\/li>\r\n \t<li class=\"import-nl\">The pop-up will ask, \u201cWhat will you be using Canva for?\u201d Choices include teacher, student, small business, large company, nonprofit or charity, and personal. Choose the <strong class=\"import-b\">selection that relates to your organization<\/strong>. This question by Canva is their way of matching the templates that relate to you, but all the free templates are available to you regardless of how you answer this question.<\/li>\r\n \t<li class=\"import-nl\">The next screen depends on how you answered question three. For example, if you select \u201cteacher,\u201d you will be asked \u201cWhere do you work?\u201d with choices that range from elementary to higher education.<\/li>\r\n \t<li class=\"import-nl\">The next screen shows a category of over 50,000 templates. Choose the <strong class=\"import-b\">template<\/strong> section that matches your organization.<\/li>\r\n \t<li class=\"import-nl\">Once you are through the pop-ups and examples, you get to a section called, \u201cWhat would you like to design?\u201d as shown in Figure 2.18.\r\n\r\n[caption id=\"attachment_211\" align=\"alignnone\" width=\"962\"]<img class=\"wp-image-211 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0218.png\" alt=\"Screenshot of step 5 for creating an infographic in Canva\" width=\"962\" height=\"233\" \/> <strong>Figure 2.18\u2014Canva Design Menu<\/strong>[\/caption]<\/li>\r\n \t<li class=\"import-nl\">It may also say \u201cDesign anything.\u201d Take the time to <strong class=\"import-b\">explore<\/strong> this section\u2014Canva does much more than just infographics. You can create designs for almost any reason, any event, or any platform. If you click in the search bar, type <strong class=\"import-b\">\u201cbusiness infographic + startup\u201d<\/strong> to see the template design used by Alicia (one of the three employees charged with designing an infographic). If you scroll down several rows of infographics, you will find the one labeled Business Startup Costs.<\/li>\r\n \t<li class=\"import-nl\">The Business Startup Costs template is 800 \u00d7 2000 pixels (not an ideal size for all social media platforms). Consider the best size to use for this situation. Canva will display lots of infographics in categories (i.e., business, education, charity, process, and timeline). Look for the ones marked free. Take time to <strong class=\"import-b\">explore<\/strong>. You do not have to use the exact template used in the comparison table.<\/li>\r\n \t<li class=\"import-nl\">To demonstrate, click the <strong class=\"import-b\">Business Startup Costs<\/strong> template to customize it. The tour pop-ups will demonstrate helpful tips. Once you have the template in design mode you will see a side and top menu. Some of the key elements are shown in Figure 2.19. Many of the design features are free, but things like \u201cAdd your brand fonts\u201d or clicking \u201cBrand Hub\u201d will prompt you to upgrade. You don\u2019t need the upgrade to create an outstanding infographic. Choose only free options.\r\n\r\n[caption id=\"attachment_212\" align=\"alignnone\" width=\"636\"]<img class=\"wp-image-212 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0219.png\" alt=\"Screenshot of Canva editor, with text boxes pointing to functions. Design: &quot;This shows you are in Design mode.&quot; Elements: &quot;Elements includes lines &amp; shapes, graphics, stickers, photos, and many are animated.&quot; Uploads: &quot;Upload allows you to connect to a social media account.&quot;\" width=\"636\" height=\"249\" \/> <strong>Figure 2.19\u2014Canva Template in Edit Mode<\/strong>[\/caption]<\/li>\r\n \t<li class=\"import-nl\">As you <strong class=\"import-b\">explore the menu<\/strong>, note the resize button, the effects button, the animate button, and so on\u2014click through them all so you know what they do.<\/li>\r\n \t<li class=\"import-nl\">Click on an <strong class=\"import-b\">existing icon<\/strong> and then click <strong class=\"import-b\">elements<\/strong>. Use the search bar to search something like <strong class=\"import-b\">calendar<\/strong> as shown in Figure 2.20. The crowns represent upgraded content, so choose items that are free.\r\n\r\n[caption id=\"attachment_213\" align=\"alignnone\" width=\"464\"]<img class=\"wp-image-213 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0220.png\" alt=\"A screenshot of icon results after searching &quot;calendar&quot; in Canva.\" width=\"464\" height=\"526\" \/> <strong>Figure 2.20\u2014Icon Examples<\/strong>[\/caption]<\/li>\r\n \t<li class=\"import-nl\">Click on different parts of the template to <strong class=\"import-b\">change the<\/strong> text.<\/li>\r\n \t<li class=\"import-nl\">Review, proofread, and <strong class=\"import-b\">conduct a quality check<\/strong> with the infographic quality checklist (see Figure 2.7).<\/li>\r\n \t<li class=\"import-nll\">When you are done with your design, choose <strong class=\"import-b\">File<\/strong> and <strong class=\"import-b\">Download<\/strong>. It recommends a PDF format, but if you use the drop-down menu, you will see that you can download it in JPG, PNG, PDF standard, PDF print, SVG, MP4 video, and GIF formats.<\/li>\r\n<\/ol>\r\n<p class=\"import-paft indent\">Now that you have designed your first Canva, consider ways to make this Canva better by reviewing the checklist. How could you make it more concise?<\/p>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">Canva Design School\u2014Courses are free.\u00a0Link: <a class=\"rId83\" href=\"http:\/\/www.canva.com\/designschool\/\"><span class=\"import-url\">www.canva.com\/designschool\/<\/span><\/a><\/p>\r\n<p class=\"import-rf1\"><img class=\"size-full wp-image-552 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png\" alt=\"\" width=\"67\" height=\"56\" \/>Skills Factory. (Jan 2, 2023). <em class=\"import-i\">Canva\u2014Tutorial for Beginners in 13 minutes! 2023 Full Guide<\/em>. [Video]. YouTube.<\/p>\r\n[embed]https:\/\/youtu.be\/6M8axhCQP7M[\/embed]\r\n<h2 class=\"import-bh\">How to Create an Infographic in Snappa<\/h2>\r\n<p class=\"import-paft\">All infographic examples used free icons, free templates, and free images. For the \u201chow to\u201d section, find the following instructions for Snappa.<\/p>\r\n\r\n<h2 class=\"import-dhaft\"><img class=\"alignnone size-full wp-image-543\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/stepicon.png\" alt=\"\" width=\"64\" height=\"60\" \/>Step-by-Step Approach to Using Snappa<\/h2>\r\n<em>Note: Screenshots of Snappa interface \u00a9 Snappa, <a href=\"https:\/\/snappa.com\/\">https:\/\/snappa.com\/<\/a>. Used with attribution for instructional and illustrative purposes. Annotations added by the author.<\/em>\r\n<ol>\r\n \t<li class=\"import-nl\"><strong class=\"import-b\">Type<\/strong> <span class=\"import-url\">https:\/\/snappa.com\/<\/span> and set up your free account. You may see a \u201cGet Started Free\u201d button.<\/li>\r\n \t<li class=\"import-nl\">To create a graphic, Snappa starts by having you set up your graphic size. A normal infographic is 800 pixels \u00d7 2000 pixels (see Figure 2.21).\r\n\r\n[caption id=\"attachment_214\" align=\"alignnone\" width=\"433\"]<img class=\"wp-image-214 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0221.png\" alt=\"A screenshot of the Snappa creation process, which starts with the user inputting width and height in pixels to create a new project.\" width=\"433\" height=\"102\" \/> <strong>Figure 2.21\u2014Snappa Creation Process Starts With Size<\/strong>[\/caption]<\/li>\r\n \t<li class=\"import-nl\">But if you use this option, it will create a <em class=\"import-i\">blank<\/em> infographic, so <strong class=\"import-b\">scroll down<\/strong> to Blogging and Infographics and select the infographic shown (don\u2019t worry, you aren\u2019t tied to this infographic). This opens to dozens of free templates (see Figures 2.22 and 2.23).\r\n\r\n[caption id=\"attachment_215\" align=\"alignnone\" width=\"527\"]<img class=\"wp-image-215 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0222.png\" alt=\"A screenshot of Snappa's options for templates.\" width=\"527\" height=\"219\" \/> <strong>Figure 2.22\u2014Choose Infographic to See Dozens of Free Templates<\/strong>[\/caption]\r\n\r\n[caption id=\"attachment_216\" align=\"alignnone\" width=\"587\"]<img class=\"wp-image-216 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0223.png\" alt=\"A screenshot of Snappa's templates for social media.\" width=\"587\" height=\"152\" \/> <strong>Figure 2.23\u2014Headers, Banners, and Profile Pages<\/strong>[\/caption]<\/li>\r\n \t<li class=\"import-nl\">To use the template from Jim Wallace\u2019s team, scroll down to the template labeled <strong class=\"import-b\">2020 Most Valuable Brands<\/strong> (remember, you can use a different template if you prefer.). In Figure 2.24, notice a full menu that includes icons, vectors, photos, and uploads, a way to change the background, and easy replacement of text.\r\n\r\n[caption id=\"attachment_217\" align=\"alignnone\" width=\"654\"]<img class=\"wp-image-217 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0224.png\" alt=\"A screenshot of the Snappa design editor interface.\" width=\"654\" height=\"276\" \/> <strong>Figure 2.24\u2014Snappa Design Menu<\/strong>[\/caption]<\/li>\r\n \t<li class=\"import-nl\">In the initial step, you saw sample templates with their sizes listed. For example, here are some featured designs and their size (this is only a fraction of what is listed at Snappa!).\r\na. Facebook post (1200px \u00d7 900px)\r\nb. Instagram post (1080px \u00d7 1080px)\r\nc. blog featured image (1200px \u00d7 628px)\r\nd. LinkedIn post (1200px \u00d7 628px)\r\ne. infographic (800px \u00d7 2000px)\r\nf. ebook cover (1410px \u00d7 2250px)\r\ng. Zoom background (1920px \u00d7 1080px)<\/li>\r\n \t<li class=\"import-nl\"><strong class=\"import-b\">Customize:<\/strong> apply color, style, and specific elements.<\/li>\r\n \t<li class=\"import-nl\">Incorporate data visualizations through elements, charts, or graphs as needed. Is there a call to action?<\/li>\r\n \t<li class=\"import-nl\">Review, proofread, and conduct a <strong class=\"import-b\">quality check<\/strong> with the infographic quality checklist (see Figure 2.7).<\/li>\r\n \t<li class=\"import-nll\"><strong class=\"import-b\">Download<\/strong> and share as a PNG, JPEG, and so on.As you consider Jim Wallace\u2019s team, part of your strategy is to pick the right medium (and best size media) to reach your audience. So what size would you pick?<\/li>\r\n<\/ol>\r\n<img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>\r\n<p class=\"import-rf1\">Snappa Getting Started Videos. Snappa has both video and a knowledge base (help) that has a search feature.\u00a0Link: <a class=\"rId85\" href=\"https:\/\/kb.snappa.com\/category\/16-getting-started-videos\"><span class=\"import-url\">https:\/\/kb.snappa.com\/category\/16-getting-started-videos<\/span><\/a><\/p>\r\n\r\n<h2 class=\"import-bh\">How to Make an Infographic in Venngage<\/h2>\r\n<p class=\"import-paft\">All infographic examples used free icons, free templates, and free images. For the \u201chow to\u201d section, find the following instructions for Venngage.<\/p>\r\n\r\n<h2 class=\"import-dhaft\"><img class=\"alignnone size-full wp-image-543\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/stepicon.png\" alt=\"\" width=\"64\" height=\"60\" \/>Step-by-Step Approach to Use Venngage<\/h2>\r\n<ol>\r\n \t<li class=\"import-nl\"><strong class=\"import-b\">Type<\/strong> <a class=\"rId86\" href=\"http:\/\/www.venngage.com\"><span class=\"import-url\">www.venngage.com<\/span><\/a> and sign up for a free account.<\/li>\r\n \t<li class=\"import-nl\">Once you log in, choose <strong class=\"import-b\">Templates<\/strong>.<\/li>\r\n \t<li class=\"import-nl\">Next, choose the category, <strong class=\"import-b\">Infographics<\/strong>, and in the search bar, type <em class=\"import-i\">achievement infographic<\/em> (or feel free to choose any infographic template). Figure 2.25 illustrates all the ways to customize the template.\r\n\r\n[caption id=\"attachment_218\" align=\"alignnone\" width=\"643\"]<img class=\"wp-image-218 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0225.png\" alt=\"A screenshot of the Venngage design editor interface.\" width=\"643\" height=\"282\" \/> <strong>Figure 2.25\u2014Edit Menu in Venngage<\/strong><br \/>Source: Screenshot of Venngage Interface \u00a9 Venngage, <a class=\"rId86\" href=\"http:\/\/www.venngage.com\"><span class=\"import-url\">www.venngage.com<\/span><\/a>. Author Annotations Added[\/caption]<\/li>\r\n \t<li class=\"import-nl\"><strong class=\"import-b\">Customize<\/strong> the template using the font, size, color, and alignment.<\/li>\r\n \t<li class=\"import-nl\">Make sure the content is appropriate for your audience.<\/li>\r\n \t<li class=\"import-nl\"><strong class=\"import-b\">Insert<\/strong> relevant icons or images.<\/li>\r\n \t<li class=\"import-nl\">Incorporate data visualization to <em class=\"import-i\">illustrate insight<\/em>.<\/li>\r\n \t<li class=\"import-nl\"><strong class=\"import-b\">Review<\/strong> infographic\u2014Is there a call to action?<\/li>\r\n \t<li class=\"import-nl\"><strong class=\"import-b\">Add<\/strong> finishing touches (watermark, branding, check colors used for the organization).<\/li>\r\n \t<li class=\"import-nl\">Review and proofread, and use the quality checklist (Figure 2.7).<\/li>\r\n \t<li class=\"import-nll\">Save, share, and <strong class=\"import-b\">download<\/strong> your infographic. Make sure the infographic has a meaningful name. Feel free to share as a PDF, PNG, and so on.<\/li>\r\n<\/ol>\r\n<p class=\"import-paft indent\">There are many other features that are not noted in Figure 2.25, so take time to explore. All three apps change layouts and offer new features. Venngage now has an AI Card Generator! Now let\u2019s look at the next topic through the lens of artificial intelligence.<\/p>\r\n\r\n<h1 class=\"import-ah\">2.5 Leverage Visualizations With the Use of Artificial Intelligence<\/h1>\r\n<blockquote>\r\n<p class=\"import-epaft\">Visualizations can help us navigate a sea of data, making the complex simple and the abstract tangible.<\/p>\r\n<p class=\"import-ept\">\u2014David McCandless<\/p>\r\n<\/blockquote>\r\n<p class=\"import-paft\">If you were a beta tester for OpenAI ChatGPT, you were probably amazed to ask the artificial intelligence bot a question and watched as the AI quickly provided a list of answer(s). Like any good researcher, you should use AI for the tool it is and confirm the accuracy of the information. It is not a source, but it can serve as a catalyst for the ideation process. The AI market is expected to grow exponentially and revolutionize every industry because of its ability to learn, recognize patterns, problem-solve, plan, and make decisions. It\u2019s already built into several tools that you use regularly, though you may not know it. For example, Microsoft Word uses AI-powered features like grammar and style suggestions and intelligent proofreading. Google extensively leverages AI across its products with the end goal of enhancing user experience. Even the <strong class=\"import-b\">Hey <\/strong><strong class=\"import-b\">Google?<\/strong> assistant employs AI to understand and respond to our requests. AI is integrated into Google Maps, Google Photos, and most of Google\u2019s product lineup.<\/p>\r\n<p class=\"import-p indent\">Infographic creators have discovered ChatGPT is great for ideation, writing listicles, and providing users with a starting place for innovation. For example, we asked ChatGPT to \u201cMake a list of quotes that relate to data visualization,\u201d and it gave us 15 quotes identified by the person who said them. And we could refine this list by asking more specific questions. See Figure 2.26 for a partial list.<\/p>\r\n<strong>Figure 2.26\u2014Use of AI ChatGPT for Listicles<\/strong>\r\n\r\n[caption id=\"attachment_219\" align=\"alignnone\" width=\"404\"]<img class=\"wp-image-219 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0226.png\" alt=\"A screenshot of a ChatGPT response to the prompt, &quot;Make a list of quotes that relate to data visualization.&quot; \" width=\"404\" height=\"195\" \/> Source: Screenshot of ChatGPT Interface \u00a9 OpenAI, <a href=\"https:\/\/chat.openai.com\/\">https:\/\/chat.openai.com\/<\/a>[\/caption]\r\n<p class=\"import-p indent\">AI relies on complex algorithms that can process enormous amounts of data faster than humans, but it\u2019s a \u201cfuzzy front end of the innovation process that entails convergence-divergence dynamic that spans problems and solutions\u201d (Kakatkar et al., 2020, p. 171).<\/p>\r\n<p class=\"import-p indent\">You are exposed to more artificial intelligence than you realize. If you purchased a new automobile recently, it may have been equipped with an Advanced Drive Assistance System (ADAS). AI powers ADAS with a plethora of safety features including machine learning and computer vision to analyze sensor data from cameras, radar, lidar, and other sources all to make real-time decisions for the safety of the passengers. And the use of AI in cars continues to evolve.<\/p>\r\n<p class=\"import-p indent\">Our journey in this chapter has focused on concepts that explain how data visualization can tell a story to connect with an audience. With AI playing a role in data visualization and storytelling, there are exciting possibilities in the future.<\/p>\r\n<p class=\"import-p indent\">Here are just a few futuristic possibilities:<\/p>\r\n\r\n<ul>\r\n \t<li class=\"import-blf\">Automated insights through analyzing patterns, correlations and outliers of large datasets that may have been overlooked.<\/li>\r\n \t<li class=\"import-bl\">Dynamic and interactive visualizations since AI assists users in exploring data from different perspectives including customizations that appeal to the user. AI\u2019s algorithms suggest appropriate visualization types based on the data and the story being told.<\/li>\r\n \t<li class=\"import-bl\">Personalized storytelling to tailor narratives to specific audiences to enhance engagement and understanding.<\/li>\r\n \t<li class=\"import-bll\">Real-time data visualizations allow users to monitor changing trends and patterns specifically helpful in fields like finance, social media analytics, and health care.<\/li>\r\n<\/ul>\r\n<p class=\"import-p indent\">Automated data storytelling can\u2019t be far behind. If AI can assist in finding insights today, how close are we to asking ChatGPT \u201cWhat\u2019s the story behind this data?\u201d<\/p>\r\n<p class=\"import-p indent\">ChatGPT-4 (the paid version) allows you to turn on Advanced Data Analysis and upload up to 10 different documents, and each document can be up to 500MB. It responds to your questions. To see more, feel free to watch the Flow State AI &amp; Automation video.<\/p>\r\n<p class=\"import-rf1\"><img class=\"size-full wp-image-552 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png\" alt=\"\" width=\"67\" height=\"56\" \/>Flow State AI &amp; Automation. (2023, Oct 25). <em class=\"import-i\">How to Use ChatGPT-4 Advanced Data Analysis\u2014Analyze your Data with AI<\/em>. [Video]. YouTube.<\/p>\r\n[embed]https:\/\/youtu.be\/aO_SMVbsu9A?si=eOZ2dlqKABLoW7e_[\/embed]\r\n<h2 class=\"import-bh\">Microsoft\u2019s AI\u2014Copilot<\/h2>\r\n<p class=\"import-paft\">Although ChatGPT is phenomenal, the free version was disconnected from the internet in 2022. Copilot is a great alternative. First of all, it is still connected to the internet. Secondly, it provides footnotes linked to sources of the information found. If you have explored ChatGPT, you will note that it sometimes just makes up things, and with no linked notes, it makes it difficult to find the sources to verify the information. Copilot also provides DALL-E 3 image generation for free. Here\u2019s the same list in Copilot (see Figure 2.27).<\/p>\r\n<strong>Figure 2.27\u2014Copilot Listicles<\/strong>\r\n\r\n[caption id=\"attachment_608\" align=\"alignnone\" width=\"1011\"]<img class=\"wp-image-608 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0227-e1751372893577.png\" alt=\"A screenshot of a Microsoft Copilot response to the same prompt, &quot;Make a list of quotes that relate to data visualization.&quot;\" width=\"1011\" height=\"517\" \/> Source: Screenshot of Microsoft Copilot Interface \u00a9 Microsoft Corporation[\/caption]\r\n\r\n<div class=\"textbox textbox--key-takeaways\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">2.3 Self-Assessment: Bias and Unethical Use of Data<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-lo\">Learning Objective #6\u2014Recognize bias and unethical use of data<\/p>\r\n<p class=\"import-exf\"><img class=\"size-full wp-image-44 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png\" alt=\"\" width=\"69\" height=\"69\" \/>[h5p id=\"7\"]<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<div class=\"textbox textbox--exercises\"><header class=\"textbox__header\">\r\n<p class=\"textbox__title\">2.5 Exercise 1: Use AI to Create a Listicle<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-lo\">Learning Objective #6\u2014Recognize bias and unethical use of data<\/p>\r\n<p class=\"import-exulf\"><strong class=\"import-b\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>Step 1:<\/strong> Create an account at <a class=\"rId88\" href=\"http:\/\/OpenAI.com\/chatgpt.\"><span class=\"import-url\">http:\/\/OpenAI.com\/chatgpt<\/span><\/a>.<\/p>\r\n<p class=\"import-exul\"><strong class=\"import-b\">Step 2:<\/strong> For practice, put this prompt in the \u201cSend a message\u201d box: <em class=\"import-i\">Provide a list of free visuals that can be used for data visualization<\/em> (depicted in Figure 2.28).<\/p>\r\n\r\n\r\n[caption id=\"attachment_220\" align=\"alignnone\" width=\"724\"]<img class=\"wp-image-220 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0228.png\" alt=\"A screenshot of ChatGPT's response to the prompt, &quot;Please provide a list of free visuals that can be used for data visualization.\" width=\"724\" height=\"341\" \/> <strong>Figure 2.28\u2014Question to Ask AI<\/strong><br \/>Source: Screenshot of ChatGPT Interface \u00a9 OpenAI, <a href=\"https:\/\/chat.openai.com\/\">https:\/\/chat.openai.com\/<\/a>. Author Annotations Added[\/caption]\r\n<p class=\"import-exul\"><strong class=\"import-b\">Step 3:<\/strong> Ask ChatGPT to write a different type of list by using this prompt: <em class=\"import-i\">Create a list of five arguments for using AI and five arguments for not using AI from an ethical standpoint.<\/em><\/p>\r\n<p class=\"import-exul\"><strong class=\"import-b\">Step 4:<\/strong> Discuss your findings either in class or on the discussion board as directed by your instructor.<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<h1 class=\"import-ah\">Chapter 2 Summary<\/h1>\r\n<p class=\"import-paft\">This chapter lays the groundwork for understanding the significance of impactful data visualizations combined with engaging storytelling. In today\u2019s information-saturated world, persuading and captivating our audience becomes increasingly challenging. Data can truly speak when the data storyteller can unravel its complexities and weave a narrative that reveals insights. Design thinking, a human-centered approach that prioritizes the audience, becomes essential. Though what happens when you are not physically present to present your data visualization? Will the audience still hear the voice of the data? This chapter introduces design thinking for storytelling, highlighting contextualization, engagement, emotional connection, simplification and clarity, guiding attention and focus, and retention and comprehension as key strategies to employ when you are not in person as the storyteller.<\/p>\r\n<p class=\"import-p indent\">Storytelling may not be necessary for every aspect of presenting data, but certain data holds vital insights, correlations, and outliers that demand a compelling story that engages the audience. It is crucial to approach both the story and the data visualizations with honesty, impartiality, and ethical considerations.<\/p>\r\n<p class=\"import-p indent\">To evaluate your data storytelling, utilize one of the data storytelling framework templates. It\u2019s important to note that a single framework cannot fit every situation, but observing the similarities among different models can enhance your ability to evaluate data storytelling. Consider models like the CASS template (context, audience, story, and situation) or the simplicity of the 5 Ws. Plan to use an infographic quality checklist for evaluation.<\/p>\r\n<p class=\"import-p indent\">You will sharpen your ability to discern between good, bad, and ugly data visualizations through the practice of evaluating data visualization designs. Remember that poor data visualizations may indicate manipulation, cherry-picking, or mislabeling of data. There is often an intention on the part of the storyteller to exaggerate or downplay certain points. Bad data visualizations typically cross ethical boundaries. Ugly data visualizations involve cluttered charts, ambiguous color schemes, inconsistent design, or improper chart types. Inexperience often leads to ugly data visualizations. On the other hand, good data visualizations effectively communicate by contextualizing, engaging, and emotionally connecting with the audience, simplifying complex data, and guiding the audience\u2019s attention to data insights.<\/p>\r\n<p class=\"import-p indent\">In addition to Iliinsky\u2019s four pillars of visualization (purpose, content, structure, and format), consider the context necessary for the audience to better understand and retain your data story. Remember to review and use all the tools available to determine the quality of your data visualization and the accompanying story.<\/p>\r\n<p class=\"import-p indent\">This chapter introduces various types of infographics, including statistical, process, timeline, interactive, comparison, geographical, and video infographics. Take the time to explore examples of these infographic types and tools like Gapminder, which can tame large datasets and reveal unexpected insights. Furthermore, the chapter introduces three infographic software apps and provides step-by-step instructions for using each of the apps to create your first infographic. The final section of the chapter delves into the future of infographics, exploring the role of artificial intelligence in this field.<\/p>\r\n\r\n<h1 class=\"import-hd\">Chapter 2 Case: The Power of Infographics<\/h1>\r\n<p class=\"import-paft\"><img class=\"wp-image-43 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/casestudyicon.png\" alt=\"\" width=\"116\" height=\"122\" \/>In this culminating project, apply the knowledge and skills acquired in this chapter to create an engaging and informative infographic that relates to your organization or a topic that interests you. Combine your understanding of design principles, data analysis, and storytelling techniques to showcase your understanding of how infographics can effectively convey complex information in a visually compelling way.<\/p>\r\n\r\n<h2 class=\"import-bh\">Case Objectives<\/h2>\r\n<ol>\r\n \t<li class=\"import-nl\">Evaluate a data storytelling project for effectiveness.<\/li>\r\n \t<li class=\"import-nl\">Differentiate between effective and ineffective data visualizations.<\/li>\r\n \t<li class=\"import-nl\">Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics.<\/li>\r\n \t<li class=\"import-nl\">Analyze and interpret data to extract key insights and develop an effective narrative.<\/li>\r\n \t<li class=\"import-nl\">Listen critically to identify powerful narratives and use effective storytelling to frame meaningful messages (Chapter 1, LO 4).<\/li>\r\n \t<li class=\"import-nl\">Design an effective infographic using a free application.<\/li>\r\n<\/ol>\r\n<h2 class=\"import-bh\">Case Guidelines<\/h2>\r\n<ol>\r\n \t<li class=\"import-nl\"><em class=\"import-i\">Topic selection:<\/em> Choose from a topic of personal interest within your organization, or if you prefer, choose anything from environmental issues to historical events, scientific phenomena, social trends, and so on.<\/li>\r\n \t<li class=\"import-nl\"><em class=\"import-i\">Data gathering and analysis:<\/em> Conduct research to collect the relevant data and information about your chosen topic. Feel free to speak to a coworker. Critically evaluate the data to ensure credibility and accuracy. Indicate the significant insight that can be highlighted in the infographic.<\/li>\r\n \t<li class=\"import-nl\"><em class=\"import-i\">Design and visual presentation:<\/em> Create a visually appealing infographic using one of the digital tools (Canva, Snappa, or Venngage, or others approved by your instructor). Use good design to present a balanced infographic that enhances audience understanding.<\/li>\r\n \t<li class=\"import-nl\"><em class=\"import-i\">Self-assessment:<\/em> Use one of the frameworks (like CASS) to evaluate your infographic. Proofread it, and use the infographic quality checklist.<\/li>\r\n \t<li class=\"import-nl\"><em class=\"import-i\">Storytelling and narrative:<\/em> Create a compelling narrative that effectively communicates the information presented in the infographic. The narrative should engage the audience, capture their attention, and guide them to draw meaningful conclusions or insights. Incorporate at least two lessons from Chapter 1.<\/li>\r\n \t<li class=\"import-nl\"><em class=\"import-i\">Target audience:<\/em> In a separate discussion, indicate the specific target audience your infographic was designed for and the audience\u2019s level of knowledge and interest that influenced how you designed the infographic.<\/li>\r\n \t<li class=\"import-nl\"><em class=\"import-i\">Presentation, reflection, and feedback:<\/em> Each student will present their infographic with a narrative\/storytelling to the class. Then highlight the key insights and storytelling elements you used. Students should provide feedback to one another using the CASS template and the quality checklist as a guide. After the presentation and feedback, reflect on the design choice, data interpretation, and overall effectiveness.<\/li>\r\n<\/ol>\r\n<div class=\"textbox textbox--examples\"><header class=\"textbox__header\">\r\n<p class=\"import-ah\">Chapter 2 References<\/p>\r\n\r\n<\/header>\r\n<div class=\"textbox__content\">\r\n<p class=\"import-rf hanging-indent\">Beegle, J. (2014). <em class=\"import-i\">Infographics for dummies<\/em>. John Wiley &amp; Sons, Inc. Publishing. ProQuest eBook Central Database.<\/p>\r\n<p class=\"import-rf hanging-indent\">Berinato, S. (2016). Visualizations that really work. <em class=\"import-i\">Harvard Business Review<\/em> (Magazine). <a class=\"rId89\" href=\"https:\/\/hbr.org\/2016\/06\/visualizations-that-really-work\"><span class=\"import-url\">Visualizations That Really Work<\/span><\/a> (<a class=\"rId90\" href=\"https:\/\/hbr.org\/2016\/06\/visualizations-that-really-work\"><span class=\"import-url\">hbr.org<\/span><\/a>)<\/p>\r\n<p class=\"import-rf hanging-indent\">Brown, T. (2008, June). Design thinking. <em class=\"import-i\">Harvard Business Review<\/em> (Magazine). <a class=\"rId91\" href=\"https:\/\/hbr.org\/2008\/06\/design-thinking\"><span class=\"import-url\">https:\/\/hbr.org\/2008\/06\/design-thinking<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Buzzelli M. (2020). Modifiable Areal Unit Problem. <em class=\"import-i\">International Encyclopedia of Human Geography<\/em>, 169\u2013173. <a class=\"rId92\" href=\"https:\/\/doi.org\/10.1016\/B978-0-08-102295-5.10406-8\"><span class=\"import-url\">https:\/\/doi.org\/10.1016\/B978-0-08-102295-5.10406-8<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Dale Carnegie. (2018). <em class=\"import-i\">The art of storytelling learning guide<\/em>. Dale Carnegie eBooklet. <a class=\"rId93\" href=\"http:\/\/www.dalecarnegie.com\"><span class=\"import-url\" lang=\"fr-FR\" xml:lang=\"fr-FR\">http:\/\/www.dalecarnegie.com<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">DeLuca, L. (2018, June 6). <em class=\"import-i\">How story arcs help you design a better presentation<\/em>. Linda DeLuca Coaching. <a class=\"rId94\" href=\"https:\/\/lindadeluca.net\/how-story-arcs-help-you-design-a-better-presentation\/\"><span class=\"import-url\" lang=\"it-IT\" xml:lang=\"it-IT\">https:\/\/lindadeluca.net\/how-story-arcs-help-you-design-a-better-presentation\/<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Gemignani, Z. (2023, April 7). <em class=\"import-i\">How to summarize data using ChatGPT<\/em>. JuiceAnaltyics. <a class=\"rId95\" href=\"https:\/\/www.juiceanalytics.com\/writing\/how-to-summarize-data-using-chatgpt\"><span class=\"import-url\">https:\/\/www.juiceanalytics.com\/writing\/how-to-summarize-data-using-chatgpt<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Harrison, K. (2015, Jan 20). A good presentation is about data and story. <em class=\"import-i\">Forbes<\/em>. <span class=\"import-url\">http:\/\/<\/span><a class=\"rId96\" href=\"http:\/\/www.forbes.com\"><span class=\"import-url\">www.forbes.com<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Jaleniauskiene, E., &amp; Kasperiuniene, J. (2023). Infographics in higher education: A scoping review. <em class=\"import-i\">E-Learning and Digital Media, 20<\/em>(2), 191\u2013206. <a class=\"rId97\" href=\"https:\/\/doi.org\/10.1177\/20427530221107774\"><span class=\"import-url\">https:\/\/doi.org\/10.1177\/20427530221107774<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Kakatkar, C., Bilgram, V., &amp; F\u00fcller, J. (2020). Innovation analytics: Leveraging artificial intelligence in the innovation process. <em class=\"import-i\">Business Horizons 63<\/em> (2), 171\u2013181. <a class=\"rId98\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0007681319301533\"><span class=\"import-url\">https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0007681319301533<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Kiggins, R. (2016). <em class=\"import-i\">Changing Boeing culture with design thinking: An interactive, empathic, human-centered approach to innovation<\/em>. Global Product Data Interoperability Summit 2016. <a class=\"rId99\" href=\"https:\/\/gpdisonline.com\/event-history\/\"><span class=\"import-url\">https:\/\/gpdisonline.com\/event-history\/<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Kitch, B. (2023, June 28). <em class=\"import-i\">A complete guide to the design thinking process<\/em>. Mural-Blog. <a class=\"rId100\" href=\"https:\/\/www.mural.co\/blog\/design-thinking\"><span class=\"import-url\">https:\/\/www.mural.co\/blog\/design-thinking<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Konrad (2023). <em class=\"import-i\">What is design thinking<\/em><em class=\"import-i\">?<\/em> Konrad Consulting. <a class=\"rId101\" href=\"https:\/\/www.konrad.com\/research\/what-is-design-thinking\"><span class=\"import-url\">https:\/\/www.konrad.com\/research\/what-is-design-thinking<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Levie, W. &amp; Lentz, R. (1982). Effects of text illustrations: A review of research. <em class=\"import-i\">ECTJ30<\/em>, 195\u2013232 <a class=\"rId102\" href=\"https:\/\/doi.org\/10.1007\/BF02765184\"><span class=\"import-url\">https:\/\/doi.org\/10.1007\/BF02765184<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Pferdt, F. (2019). <em class=\"import-i\">Design thinking in 3 steps: How to build a culture of innovation<\/em>. Future of Marketing. Think with Google. <a class=\"rId103\" href=\"https:\/\/www.thinkwithgoogle.com\/future-of-marketing\/creativity\/design-thinking-principles\/\"><span class=\"import-url\">https:\/\/www.thinkwithgoogle.com\/future-of-marketing\/creativity\/design-thinking-principles\/<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Princeton Review. (2019). <em class=\"import-i\">The Princeton Review 2019 college hopes &amp; worries survey reports on 11,900 students\u2019 and Parents\u2019 \u201cdream\u201d colleges and application perspectives<\/em>. Cision PR Newswire. <a class=\"rId104\" href=\"https:\/\/www.prnewswire.com\"><span class=\"import-url\">https:\/\/www.prnewswire.com<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Shalloway, A. (2014, Feb 12). <em class=\"import-i\">Data visualization acts as a campfire which we gather to tell stories<\/em>. [Tweet]. Twitter. <a class=\"rId105\" href=\"https:\/\/twitter.com\/alshalloway\"><span class=\"import-url\">https:\/\/twitter.com\/alshalloway<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Stewart, C. (2019, Nov 5). <em class=\"import-i\">The best infographic tools from around the web<\/em>. Creative BloQ: Art and Design Inspiration. <a class=\"rId106\" href=\"https:\/\/www.creativebloq.com\/infographic\/tools-2131971\"><span class=\"import-url\">https:\/\/www.creativebloq.com\/infographic\/tools-2131971<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Swanson, L. (Host). (2017\u2014present). <em class=\"import-i\">Noah Iliinsky: Data visualization and information design\u2014episode 89<\/em>. [Audio podcast]. EllessMedia\u2014Content Strategy Insights. <a class=\"rId107\" href=\"https:\/\/ellessmedia.com\/csi\/noah-iliinsky\/\"><span class=\"import-url\">https:\/\/ellessmedia.com\/csi\/noah-iliinsky\/<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Toffler, A. (1984, June 1). <em class=\"import-i\">Future Shock<\/em>. (republished from 1970) Bantam Publishing.<\/p>\r\n<p class=\"import-rf hanging-indent\">UIA. (2022). <em class=\"import-i\">The encyclopedia of world problems and human potential<\/em>. Union of International Associations. <a class=\"rId108\" href=\"https:\/\/uia.org\/encyclopedia\"><span class=\"import-url\">https:\/\/uia.org\/encyclopedia<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">United States Census Bureau. (2020, Sept 17). <em class=\"import-i\">2019 American community survey data wheel<\/em>. United States Census Bureau. <a href=\"https:\/\/www.census.gov\/library\/visualizations\/interactive\/2019-acs-data-wheel.html\"><span class=\"import-url\">https:\/\/www.census.gov\/library\/visualizations\/interactive\/2019-acs-data-<\/span><span class=\"import-url\">wheel.html<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Wallace, D. (2015, March 3). <em class=\"import-i\">The power &amp; persuasion of infographics<\/em>. SMX West 2015 Conference. <a class=\"rId110\" href=\"https:\/\/www.bruceclay.com\/blog\/infographics-best-practices-smx\/\"><span class=\"import-url\">https:\/\/www.bruceclay.com\/blog\/infographics-best-practices-smx\/<\/span><\/a><\/p>\r\n<p class=\"import-rf hanging-indent\">Zopf, R., Giabbiconi, C. M., Gruber, T., &amp; M\u00fcller, M. M. (2004). Attentional modulation of the human somatosensory evoked potential in a trial-by-trial spatial cueing and sustained spatial attention task measured with high density 128 channels EEG. <em class=\"import-i\">Brain Res. Cogn. Brain Res.<\/em> 20 491\u2013509.<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n&nbsp;","rendered":"<blockquote>\n<p class=\"import-epf\">Good business leaders create a vision, articulate the vision, passionately own the vision, and relentlessly drive it to completion.<\/p>\n<p class=\"import-ept\">\u2014Jack Welch, former CEO of General Electric<\/p>\n<\/blockquote>\n<div class=\"textbox\">\n<p class=\"import-sth\"><strong>What Do You Think?\u00a0<\/strong><\/p>\n<p class=\"import-staft\">Callie Noble started working at the United Way in 2018, and her first assignment was building reports for Vigo County about ALICE families. ALICE is an acronym for <strong class=\"import-b\">A<\/strong>sset <strong class=\"import-b\">L<\/strong>imited, <strong class=\"import-b\">I<\/strong>ncome <strong class=\"import-b\">C<\/strong>onstrained, <strong class=\"import-b\">E<\/strong>mployed. Essentially, an ALICE family earns more than the federal poverty level but less than the basic cost of living in the county. Callie has lots of great data, and her team worked diligently to create reports but soon realized that they needed to visualize their data to connect with their social media\u2013based audiences to increase awareness of this issue. Their first report shows 2016 data. The research center shows information for 2023 and a 2024 update.<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-st\">ALICE in Vigo County (2016). United Way Agency. <a class=\"rId41\" href=\"https:\/\/wvcf.org\/wp-content\/uploads\/2019\/08\/2018-United-Way-ALICE-Report-Vigo-County.pdf\"><span class=\"import-url\">Link to report<\/span><\/a><\/p>\n<p>&nbsp;<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-st\">Research Center\u2014Indiana (2024). United for ALICE. <a class=\"rId42\" href=\"https:\/\/www.unitedforalice.org\/state-overview\/Indiana\"><span class=\"import-url\">Link to Research Center<\/span><\/a><\/p>\n<p class=\"import-st\">The report has lots of charts but fails to tell a story that makes the information personal to the viewer. The team sits down to brainstorm how they might make their data visualizations more effective when presented to the community through social media. Imagine you are part of the brainstorming session as you visit both sites. What are your suggestions for the team? How do you tell the story of an ALICE family?<\/p>\n<\/div>\n<h1 class=\"import-ah\">Introduction<\/h1>\n<figure style=\"width: 275px\" class=\"wp-caption alignleft\"><img src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/image09.jpg\" alt=\"A group of people sitting around a campfire.\" width=\"275\" height=\"275\" \/><figcaption class=\"wp-caption-text\">Source: Campfire image by generated by Copilot\u2014<a href=\"https:\/\/creativecommons.org\/publicdomain\/mark\/1.0\/\">Public Domain<\/a><\/figcaption><\/figure>\n<p class=\"import-pf\">According to Al Shalloway, CEO of Net Objectives, \u201c[Data] visualizations act <em class=\"import-i\">as a campfire<\/em> around which we gather to tell stories\u201d (Twitter, Feb 12, 2014). Probably not what you were expecting right? But you most likely have a vivid memory of a story you heard around a campfire. Does this memory trigger all kinds of senses that help you remember the story? According to statistics, 65% of the population consists of visual learners (Zopf et al., 2004).<\/p>\n<p class=\"import-p indent\">The setting here is a campfire, but the real art comes in the storytelling: \u201cStorytelling requires an understanding of your audience, your topic, and your goal\u201d (Dale Carnegie, 2018, p. 6). Connecting your storytelling to your audience\u2019s senses helps them remember it. In business, the real magic emerges when the user can interact with visuals, drilling deeper into the data, generating more insightful questions. Sometimes, you don\u2019t know all the questions to ask until you start \u201cplaying and analyzing\u201d the data. You can\u2019t drill deeper if the data are presented in a static manner or have barriers that hinder access. Every organization wants data-driven decisions. However, the deluge of the information age inundates us with tweets, emails, texts, direct messages (DMs), memes, news, and other data streams. Data surround us, but few know how to tell an effective story with them. So where and how do we start?<\/p>\n<p class=\"import-psec indent\">Chapter 2 addresses the following learning objectives.<\/p>\n<div class=\"textbox textbox--learning-objectives\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">Learning Objectives<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-bxaft\">At the end of this chapter, students should be able to:<\/p>\n<ol>\n<li>LO 1: Evaluate a data storytelling project for effectiveness.<\/li>\n<li>LO 2: Differentiate between effective and ineffective data visualizations.<\/li>\n<li>LO 3: Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics.<\/li>\n<li>LO 4: Differentiate between static, interactive, and video infographics.<\/li>\n<li>LO 5: Design an effective infographic using a free application.<\/li>\n<li>LO 6: Recognize bias and unethical uses of data.<\/li>\n<\/ol>\n<p class=\"import-bxul\"><em class=\"import-i\">Key Terms:<\/em> AI, call to action, Canva, CASS template, data smog, design thinking, Gapminder, Iliinsky\u2019s four pillars of visualization, infobesity, infographic, infoxication, interactive infographic, relative frequency, Snapp, storytelling, Venngage<\/p>\n<p><a href=\"https:\/\/palsave.hykucommons.org\/downloads\/9f7e1ceb-7750-45ec-9f3e-4fb961f232cc?locale=en\">Download Chapter 2 <\/a><a href=\"https:\/\/palsave.hykucommons.org\/downloads\/9f7e1ceb-7750-45ec-9f3e-4fb961f232cc?locale=en\">PowerPoint<\/a><a href=\"https:\/\/palsave.hykucommons.org\/downloads\/9f7e1ceb-7750-45ec-9f3e-4fb961f232cc?locale=en\"> (10 MB).<\/a><\/p>\n<p><a href=\"https:\/\/palsave.hykucommons.org\/downloads\/dfe1a889-da72-43ad-9576-2d72957de23c?locale=en\">Download Chapter 2 Student Files (34 MB).<\/a><\/p>\n<\/div>\n<\/div>\n<h1 class=\"import-ah\">2.1 The Art of Storytelling When Data Are Complex<\/h1>\n<blockquote>\n<p class=\"import-epaft\">Every great design begins with an even better story.<\/p>\n<p class=\"import-ept\">\u2014Lorinda Mamo, designer<\/p>\n<\/blockquote>\n<p class=\"import-paft\">We live in an era where an overwhelming amount of information surrounds us, creating a vast and constantly expanding sea of facts and figures. Decision-makers often find it challenging to navigate in this environment of excessive information, commonly referred to as \u201ctoo much information\u201d (TMI). The concept of information overload and the phrase \u201cinformation explosion\u201d gained recognition as early as the 1960s. Alvin Toffler, a renowned \u201cfuturist,\u201d popularized these terms in his book <em class=\"import-i\">Future Shock<\/em>, published in 1970.<\/p>\n<p class=\"import-p indent\">With the advancement of technology, particularly the rise of HTML and the internet in the 1980s and 1990s, the channels for accessing and sharing information multiplied. From RSS feeds and email to instant messaging, tweets, blogs, and social media platforms like Facebook, the ease of creating and disseminating information led to a sense of being overwhelmed. This abundance of information often leads to distraction and loss of focus.<\/p>\n<p class=\"import-p indent\">To describe the challenges faced by decision-makers in this environment, several terms emerged. <em class=\"import-i\">Infoxication<\/em>, <em class=\"import-i\">infobesity<\/em>, <em class=\"import-i\">data smog<\/em>, and <em class=\"import-i\">information anxiety<\/em> are some of the terms used to denote the combination of TMI, duplication of data, misplacement of data, and the resulting anxiety and difficulty in staying focused.<\/p>\n<p class=\"import-p indent\">In summary, the exponential growth of available information, coupled with technological advancements and the proliferation of communication channels, has created a scenario where decision-makers face challenges in effectively processing and making sense of the overwhelming amount of data surrounding them.<\/p>\n<h2 class=\"import-bh\">When Data Find Their Voice<\/h2>\n<p class=\"import-paft\">We know complex data hold immense potential to generate efficiencies, expand markets, and empower discoveries\u2014driving software developers to find new ways of making data visualization easier to create. For example, when you upload an Excel file into Power Business Intelligence (BI), you can quickly get insights on those data with a click of a button. However, don\u2019t expect to throw lots of graphs on a slide deck and have the audience understand them as well as you do. The more complex a problem, the easier it is to leave your audience disengaged or yearning for clarity. It is at this juncture that the power of storytelling shines, offering a path through the tangle of complexity, transforming numbers and concepts into relatable \u201chuman\u201d stories.<\/p>\n<p class=\"import-p indent\">Effective storytelling requires the storyteller to unravel the intricacies and nuances of the data, but they must also possess the skill to distill the \u201ccomplexity\u201d into a narrative and visualization that resonates with the audience. The purposeful weaving of visualizations with effective storytelling creates the bridge to audience understanding, but more importantly, it sets the path so the audience is willing to take a journey of understanding and discovery. Cognitive psychologist Jerome Bruner suggests, \u201cWe are 22 times more likely to remember a fact when it has been wrapped in a story\u201d (Harrison, 2015, para. 3). In the past two decades, organizations have embraced the importance of data visualization to the point where data visualization skills are required of all managers. Data are driving this change as decision-makers increasingly rely on data. Let\u2019s look at an example of how design thinking has become a tool for innovation.<\/p>\n<figure id=\"attachment_517\" aria-describedby=\"caption-attachment-517\" style=\"width: 126px\" class=\"wp-caption alignleft\"><img class=\"wp-image-517 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/image10.png\" alt=\"A black and white airplane.\" width=\"126\" height=\"108\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/image10.png 126w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/image10-65x56.png 65w\" \/><figcaption id=\"caption-attachment-517\" class=\"wp-caption-text\">Source: Airplane image generated by Copilot\u2014<a href=\"https:\/\/creativecommons.org\/publicdomain\/mark\/1.0\/\">Public Domain<\/a><\/figcaption><\/figure>\n<p class=\"import-p indent\">At Boeing, managers of the Osprey program needed to improve the aircraft\u2019s takeoffs and landings, but every time the plane taxis off the runway or lands, the \u201csensors create a terabyte of data [and] ten takeoffs and landings produce as much data as is held in the Library of Congress\u201d (Berinato, 2016, para 2). When Ryan Kiggins (2016) presented at the Global Product Data Interoperability Summit, he shared his role at Boeing, which included \u201cdesign thinking trainer and facilitator\u201d and why design thinking should become part of an organization\u2019s culture and mindset. But why link data visualization to it?<\/p>\n<p class=\"import-p indent\">Incorporating design thinking into data storytelling and data visualizations can lead to a user-centric, engaging, and memorable experience that enhances clarity, comprehension, and impact. Stories like this reinforce why storytelling is so important.<\/p>\n<p class=\"import-p indent\">There are compelling reasons to combine storytelling with data visualization using design thinking. Design thinking, a concept introduced by Tim Brown (2008) in his <em class=\"import-i\">Harvard Business Review<\/em> article, has become a widely adopted approach in various organizations to gain a deeper understanding of the user, customer, or client needs. According to Esther Han (2022) of Harvard Business School Online, \u201cDesign thinking is a mindset and approach to problem-solving and innovation anchored around human-centered design\u201d (para 5). It <em class=\"import-i\">prioritizes<\/em> understanding the needs and experiences of users or customers (Kitch, 2023). It puts user needs at the center and provides a way to help storytellers understand their audience. The fundamental nature of design thinking lies in its five-stage process, often associated with creating a product. The five-stage process is (1) empathize, (2) define, (3) ideate, (4) prototype, and (5) test.<\/p>\n<p class=\"import-p indent\">One of the key contributions of design thinking is the cultivation of <strong class=\"import-b\">empathy<\/strong>. How do you create empathy in storytelling? It starts with knowing your audience through user research, persona development, storytelling from the user\u2019s perspective, and incorporating elements that evoke emotional appeal.<\/p>\n<p class=\"import-p indent\">Supporters of design thinking as part of the data visualization process are laser-focused on knowing the audience. One such supporter of design thinking is Google. According to Pferdt (2019), \u201cAt Google, design thinking helps us foster a culture of innovation, and lets our teams generate and test ideas creatively and effectively\u201d (para. 3). Google storytellers use three principles of design thinking: (1) <strong class=\"import-b\">empathy<\/strong>: know your audience; (2) <strong class=\"import-b\">expansive thinking<\/strong>: consider different perspectives; and (3) <strong class=\"import-b\">experimentation<\/strong>: practice before an audience and be willing to embrace constructive criticism and\/or feedback (Konrad, 2023). Essentially, using the three principles from Google\u2019s design thinking allows you to prototype your presentation. And keep in mind, a story that works for one audience might not work for another! And what happens when the data has to speak for itself?<\/p>\n<blockquote>\n<div class=\"textbox\">\n<p>Data visualization is a process where complexity meets creativity, where data find their voice, and where storytelling becomes the compass.<\/p>\n<\/div>\n<\/blockquote>\n<p class=\"import-p\">Start with setting up the story so data can find their voice. In the realm of data visualization, the story lies in the weave of visual elements and words to form a cohesive narrative. The challenge lies in ensuring that our visualizations can still tell a compelling story even when we are not physically present to guide the audience. Data in their raw form seldom evoke emotions or captivate attention. Unlocking the power of visualization transcends numbers and statistics, giving data their own voice. The answer lies in carefully considering the elements that make up a compelling narrative. Design thinking encompasses design choices for a <em class=\"import-i\">specific audience<\/em> and thoughtful arrangement of visual elements to contribute to the story being told.<\/p>\n<p class=\"import-p indent\">The following list conveys the compelling reasons to use design thinking when your main goal is to use data visualizations to tell a story, and you are not physically with the audience:<\/p>\n<p class=\"import-nlf\" style=\"padding-left: 40px;\">1. Contextualization<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 1:<\/em> The design must be relevant to the audience and include real-life examples and ministories that annotate the text. For example, using apps like ThingLink to pop up information. (Besides text, ThingLink can also pop up video or audio files.)<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 2:<\/em> Prerecorded video narrative to explain key insights, serve as a guide, and include a video description. For example, provide a link to a YouTube video to provide components of the story.<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 3:<\/em> Make sure the story arc takes your audience on an emotional journey. In Linda DeLuca\u2019s (2018) article \u201cHow Story Arcs Help You Design a Better Presentation,\u201d she presents six common story arcs. DeLuca doesn\u2019t share these six as the only structures available; instead, she suggests, \u201cIt\u2019s not as important to use a particular arc, but rather to understand that stories have shapes\u201d (para. 12). So if you are <strong class=\"import-b\">not<\/strong> physically present for the storytelling, explore ways to <strong class=\"import-b\">shape<\/strong> the story arc. It might include background music, video, and short animated clips. A story arc structure connects to design thinking in the context but also in the retention and comprehension. In a story arc, the storyteller sets the context, establishes empathy, and connects with the audience. Think of the story arc as an overlay. It should create a foundation of understanding, just as design thinking emphasizes understanding the users and perspectives.<\/p>\n<p class=\"import-nl\" style=\"padding-left: 40px;\">2. Engagement<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 1:<\/em> Interactive platforms that allow the audience to explore. For example, a dashboard that allows the user to interact and learn more.<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 2:<\/em> Interactive elements\u2014tooltips, filters, and linked visualizations that provide additional information.<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 3:<\/em> Expansive thinking where you have existing Q&amp;A prompts (essentially thinking of the questions the audience will ask) or have a platform like Power BI that has live query capability.<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 4:<\/em> Use foreshadowing to build anticipation and suspense by gradually revealing insights or trends in data. This aspect of engagement is somewhat game-like.<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 40px;\">3. Emotional connection<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 1:<\/em> Use expansive thinking to embrace creativity and innovation by incorporating metaphors, analogies, or storytelling devices like anecdotes, personification of data, and symbolism (visual cues that make sense like stoplight colors or gauges).<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 2:<\/em> Use design thinking principles of prototyping. For example, finding data\u2019s true voice may require multiple iterations and feedback loops, essentially testing different visualizations to refine and evolve the data\u2019s voice to connect to the audience.<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 3:<\/em> Considering ethical and social implications. By integrating ethical considerations, the data\u2019s voice can become more responsible, inclusive, and accountable.<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 40px;\">4. Simplification and clarity (remove ambiguity)<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 1:<\/em> By fostering collaboration and diverse perspectives, design (expansive) thinking ensures a more comprehensive and better representation of the data\u2019s voice. For example, a CPA can clearly understand all aspects of ratio analysis, but a nonaccountant might struggle with the interpretation. That\u2019s why it\u2019s important that an accountant creating a data visualization considers collaborating with nonaccountants, especially if the audience is mostly nonaccountants.<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 40px;\">5. Guiding attention and focus<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 1:<\/em> Use design thinking to identify desired outcomes. For example, if the organization uses key performance indicators (KPIs) in current reports, use KPIs in visualizations. Use components your audience will recognize.<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 2:<\/em> Use design thinking to connect to feasibility by considering current goals and strategies.<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 40px;\">6. Retention and comprehension<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 1:<\/em> Use design thinking to consider the personalization of the user\u2019s experience. For example, a technique that uses personalization of data-driven storytelling is possible by responding to the user\u2019s cues to guide the individual user through the narrative. This just means that the user makes a choice based on their preference and that decision drives the storytelling narrative. As a user, I gain comprehension of what I find important.<\/p>\n<p class=\"import-ul1\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 2:<\/em> Use design thinking to test your data visualization. For example, use a pilot audience to test your data visualization where you are not physically with the data visualization. Then use eye-tracking technology or analyze user interactions and engagement patterns. This can provide insights into where users focus their attention, how they navigate through content, and where they interact with elements.<\/p>\n<p class=\"import-ul1l\" style=\"padding-left: 80px;\"><em class=\"import-i\">Example 3:<\/em> Use design thinking to test retention. For example, conduct a follow-up of your pilot audience with open-ended questions to gauge their recollection of key insights.<\/p>\n<p class=\"import-p\">In data storytelling, the framework should start with a captivating introduction, a clear problem statement, a climax (like the most important findings or insights), supporting evidence, and a memorable conclusion that contextualizes the problem. The key thing to remember is that data storytelling is not the same thing as data visualization. Visuals are an element of the process.<\/p>\n<p class=\"import-p\">Before we go further, let\u2019s look at a simple example to define what is meant by data, information, and insights shown in Table 2.1.<\/p>\n<p class=\"import-th\"><strong><span class=\"import-thn\">Table 2.1:<\/span> Examples of Drilling to Insights<\/strong><\/p>\n<table class=\"grid\">\n<tbody>\n<tr class=\"shaded\">\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\"><strong>Example of Data<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\"><strong>Example of Information<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\"><strong>Example of Insights<\/strong><\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\">\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Phoenix 97 7\/1<\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">On July 1<sup class=\"import-sup\">st<\/sup>, the temperature will reach 97\u00b0F in Phoenix, Arizona<\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">It will reach 97\u00b0F in Phoenix, Arizona on July 1<sup class=\"import-sup\">st<\/sup>, which is 10\u00b0F below average compared to prior years<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"import-p indent\">The main components of an engaging story include plot, characters, setting, theme, conflict, point of view, narrative style, conflict resolution, pacing, and dialogue. It is important to note that the framework you use to tell a story depends on the topic and the audience. At their basic core, <strong class=\"import-b\">stories have a beginning, middle, and end<\/strong>. This text will weave \u201ctelling stories\u201d throughout each chapter as you learn to create dynamic data visualizations. It takes practice to be good at both and even more practice to integrate the two.<\/p>\n<p class=\"import-p indent\">For more than two decades, data storytelling consultants have played a crucial role as intermediaries, bridging the gap between data and decision-makers. Their expertise lies in presenting the right information in a compelling manner. To gain insights into the possibilities of data storytelling, we can explore the examples shared by these consultants on their websites. Numerous consultants exist in the field, including Storytelling With Data, Duarte, and Juice Analytics.<\/p>\n<p class=\"import-p indent\">Zach Gemignani (2023) of Juice Analytics showcases an intriguing blog topic titled \u201cHow to Summarize Data Using ChatGPT,\u201d which demonstrates the incorporation of artificial intelligence (AI) in storytelling. This highlights the growing trend of consultants embracing AI technologies to enhance their data storytelling capabilities. AI can assist in data analysis, pattern recognition, and even generating narratives, thereby augmenting the storytelling process.<\/p>\n<p class=\"import-p indent\">Furthermore, it is worth noting that some consultants have evolved their focus to emphasize using data for social good. Examples include Viz for Social Good and Periscopic: Do Good With Data, where consultants aim to apply data storytelling techniques to address social and environmental challenges.<\/p>\n<p class=\"import-p indent\">Overall, these consultants offer a wealth of resources and workshops.<\/p>\n<p class=\"import-rf1\"><strong class=\"import-b\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>Viz for Social Good<\/strong>. (2022). Connecting data enthusiasts with mission-driven organizations. <a class=\"rId47\" href=\"https:\/\/www.vizforsocialgood.com\/\"><span class=\"import-url\">https:\/\/www.vizforsocialgood.com\/<\/span><\/a>. This is a not-for-profit organization; expect to see everything from static infographics to video infographics, as well as the datasets for each project.<\/p>\n<p class=\"import-rf1\"><strong class=\"import-b\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>Storytelling With Data<\/strong>. (2023). We help people and organizations create graphs that make sense and weave them into compelling, action-inspired stories. <a class=\"rId48\" href=\"https:\/\/www.storytellingwithdata.com\"><span class=\"import-url\">https:\/\/www.storytellingwithdata.com<\/span><\/a>. This organization shares 100s of videos and podcasts.<\/p>\n<p class=\"import-p no-indent\">If the data storytelling is designed so the user can interact with the data (like through a dashboard), the creator may employ data-driven animations to enhance the narrative. To see an example of this, review Neil Halloran\u2019s interactive documentary, \u201cThe Fallen of World War II.\u201d This type of storytelling is called <em class=\"import-i\">narrative visualization<\/em>.<\/p>\n<div class=\"wp-nocaption size-full wp-image-552 alignleft\"><img class=\"size-full wp-image-552 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png\" alt=\"\" width=\"67\" height=\"56\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png 67w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon-65x54.png 65w\" \/><\/div>\n<p class=\"import-rf1\">Halloran, N. (2016, Oct 26). <em class=\"import-i\">The Fallen of World War II: An Interactive documentary<\/em>. <a class=\"rId49\" href=\"http:\/\/www.fallen.io\/ww2\/\"><span class=\"import-url\">http:\/\/www.fallen.io\/ww2\/<\/span><\/a><\/p>\n<p><iframe id=\"oembed-1\" title=\"The Fallen of World War II\" src=\"https:\/\/player.vimeo.com\/video\/128373915?dnt=1&amp;app_id=122963\" width=\"500\" height=\"281\" frameborder=\"0\"><\/iframe><\/p>\n<h2 class=\"import-bh\">When to Not Use Data Storytelling<\/h2>\n<p class=\"import-paft\">While visuals are an essential part of data storytelling, visuals are used to inform, explore, or analyze the data. For example, a weekly meeting that reports facts or a status report is most likely used to inform. Informative data are usually broad, while insightful data are deep. Some data communication doesn\u2019t work well with data storytelling. For example, if your dashboard updates continuously or is automated frequently (like daily), it\u2019s hard to tell a story because the data are changing. An interactive dashboard allows the user to explore and discover their own insights, and during this exploration stage, they don\u2019t need a data storyteller. Let\u2019s look at a comparison in Table 2.2 of when less storytelling is needed and when to use data storytelling.<\/p>\n<p class=\"import-th\"><strong><span class=\"import-thn\">Table 2.2:<\/span> Is Storytelling Needed in Every Situation?<\/strong><\/p>\n<table class=\"grid\" style=\"height: 247px;\">\n<thead>\n<tr class=\"shaded\" style=\"height: 37px;\">\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 323.797px;\">\n<p class=\"import-tch\"><strong>Less Storytelling Needed<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 352.891px;\">\n<p class=\"import-tch\"><strong>Use Data Storytelling<\/strong><\/p>\n<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"TableNormal-R\" style=\"height: 50px;\">\n<td class=\"TableNormal-C\" style=\"height: 50px; width: 323.797px;\">\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-539\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/informationicon.png\" alt=\"\" width=\"29\" height=\"29\" \/>Data are informative<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 50px; width: 352.891px;\">\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-540\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/lightbulbicon.png\" alt=\"\" width=\"27\" height=\"27\" \/>Data are insightful<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 52px;\">\n<td class=\"TableNormal-C\" style=\"height: 52px; width: 323.797px;\">\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-541\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/magnifyicon.png\" alt=\"\" width=\"29\" height=\"29\" \/>Purpose is exploratory<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 52px; width: 352.891px;\">\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-507\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/graphicicon.png\" alt=\"\" width=\"31\" height=\"31\" \/>Purpose is explanatory<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 54px;\">\n<td class=\"TableNormal-C\" style=\"height: 54px; width: 323.797px;\">\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-45\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/cyclearrowsicon.png\" alt=\"\" width=\"33\" height=\"33\" \/>Data are concrete (raw data tables)<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 54px; width: 352.891px;\">\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-45\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/cyclearrowsicon.png\" alt=\"\" width=\"33\" height=\"33\" \/>Concrete data for context<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 54px;\">\n<td class=\"TableNormal-C\" style=\"height: 54px; width: 323.797px;\">\n<p class=\"import-td\"><img class=\"alignnone wp-image-542\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/pagesicon.png\" alt=\"\" width=\"30\" height=\"27\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/pagesicon.png 111w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/pagesicon-65x60.png 65w\" \/> Data updated continuously<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 54px; width: 352.891px;\">\n<p class=\"import-td\"><img class=\"alignnone size-full wp-image-673\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/mazeicon.png\" alt=\"maze icon\" width=\"33\" height=\"33\" \/>Abstract data visualizations for insight<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"import-p\">Consider if your friend gave you the entire week\u2019s forecast if you asked, \u201cShould I bring an umbrella today?\u201d So what is the difference between concrete and abstract data? A few definitions are in order to support Table 2.2.<\/p>\n<p class=\"import-p\"><strong class=\"import-b\">Concrete data<\/strong> in data visualization refers to the actual dataset that is being visualized. It includes the raw data points, their attributes, and their values. For example, a dataset would contain concrete sales figures for different products over time. In the context of storytelling with data, concrete data refers to the specific facts, figures, and statistics that are present to support the narrative. As a rule of thumb, always compare with prior periods (month, quarter, year) to easily see growth or contraction. Revenue trends are considered concrete data.<\/p>\n<p class=\"import-p\"><strong class=\"import-b\">Abstract data<\/strong> in data visualization refers to the high-level representation and organization of data for visualization purposes. Essentially it involves transforming concrete data into a visual form that can be easily understood and interpreted. It entails selecting the appropriate visualization technique\u2014like a chart, graph, map, or infographic\u2014to convey insight and patterns in the data. The abstract data capture the overall story or narrative that the visualization aims to communicate.<\/p>\n<h2 class=\"import-bh\">Data Storytelling Framework Templates<\/h2>\n<p class=\"import-paft\">To assist with your storytelling skill, let\u2019s look at a few data storytelling frameworks. Frameworks adopt a model of storytelling and how data can be integrated within the story. The acronyms define a key focus area, provide structure, and ensure a logical flow that engages your audience. Some models will fit your situation and data better than others. In the next section, we provide an example of a modified framework template (context, audience, story, and situation) and how to use it. You can also find it in the PowerPoint file that accompanies this chapter.<\/p>\n<p class=\"import-th\"><strong><span class=\"import-thn\">Table 2.3:<\/span> Data Storytelling Framework Templates<\/strong><\/p>\n<table class=\"grid\" style=\"height: 458px;\">\n<thead>\n<tr class=\"shaded\">\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 102.1px;\">\n<p class=\"import-tch\"><strong>Source<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 207.317px;\">\n<p class=\"import-tch\"><strong>Source Resource<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 71.0167px;\">\n<p class=\"import-tch\"><strong>Model Acronym<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 139.7px;\">\n<p class=\"import-tch\"><strong>Model<\/strong><\/p>\n<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"TableNormal-R\" style=\"height: 61px;\">\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 102.1px;\">\n<p class=\"import-td\">LucidChart Blog<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 207.317px;\">\n<p class=\"import-td\"><em class=\"import-i\">How to Tell a Story With Data<\/em><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 71.0167px;\">\n<p class=\"import-td\">CAST<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 139.7px;\">\n<p class=\"import-td\">Context, Action, Subject, Takeaway Context<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 61px;\">\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 102.1px;\">\n<p class=\"import-td\">The Analyst Academy<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 207.317px;\">\n<p class=\"import-td\"><em class=\"import-i\">PowerPoint Storytelling<\/em><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 71.0167px;\">\n<p class=\"import-td\">SCQA<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 139.7px;\">\n<p class=\"import-td\">Situation, Complication, Question, Answer<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 61px;\">\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 102.1px;\">\n<p class=\"import-td\">Microsoft<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 207.317px;\">\n<p class=\"import-td\"><em class=\"import-i\">What Is Data Storytelling and Data Storytelling Examples<\/em><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 71.0167px;\">\n<p class=\"import-td\">HERO<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 139.7px;\">\n<p class=\"import-td\">Hypothesis, Evidence, Relevance, Outcome<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 46px;\">\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 102.1px;\">\n<p class=\"import-td\">Storytelling With Data<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 207.317px;\">\n<p class=\"import-td\"><em class=\"import-i\">The Structure(s) of Story<\/em><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 71.0167px;\">\n<p class=\"import-td\">DATA<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 139.7px;\">\n<p class=\"import-td\">Dramatic Arc, Tension, Alleviation<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 61px;\">\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 102.1px;\">\n<p class=\"import-td\">SEO Analytics<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 207.317px;\">\n<p class=\"import-td\"><em class=\"import-i\">PICA Protocol: A Visualization Prescription for Impactful Data Storytelling<\/em><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 71.0167px;\">\n<p class=\"import-td\">PICA<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 139.7px;\">\n<p class=\"import-td\">Purpose, Insight, Context, Aesthetics<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 61px;\">\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 102.1px;\">\n<p class=\"import-td\">Sykes, Malik, West, &amp; Malik<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 207.317px;\">\n<p class=\"import-td\"><em class=\"import-i\">Stories That Move Mountains: Storytelling and Visual Design for Persuasive Presentations<\/em><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 71.0167px;\">\n<p class=\"import-td\">CAST<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 61px; width: 139.7px;\">\n<p class=\"import-td\">Content, Audience, Story, Tell<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 46px;\">\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 102.1px;\">\n<p class=\"import-td\">Mitchell &amp; Deckard<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 207.317px;\">\n<p class=\"import-td\"><em class=\"import-i\">Leveraging Visualization to Communicate Effectively<\/em><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 71.0167px;\">\n<p class=\"import-td\">CASS<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 46px; width: 139.7px;\">\n<p class=\"import-td\">Context, Audience, Story, and Situation<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"import-rf1\"><img class=\"size-full wp-image-42 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/bookicon.png\" alt=\"\" width=\"79\" height=\"61\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/bookicon.png 79w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/bookicon-65x50.png 65w\" \/>Source: Sykes, M., Malik, A. N., West, M. D., &amp; Malik, A. N. (2012). <em class=\"import-i\">Stories that move mountains: Storytelling and visual design for persuasive presentations<\/em>. John Wiley &amp; Sons, Incorporated. ProQuest eBook Central Database.<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">A great resource or handout is available from the book, <em class=\"import-i\">Stories that move mountains: Storytelling and visual design for persuasive presentations<\/em>. Link: <a class=\"rId50\" href=\"https:\/\/www.martinjsykes.com\/storiesthatmovemountains\"><span class=\"import-url\">https:\/\/www.martinjsykes.com\/storiesthatmovemountains<\/span><\/a><\/p>\n<h2 class=\"import-bh\">CASS: A Data Storytelling Framework Template<\/h2>\n<p class=\"import-paft\">Review Figure 2.1 to see the modified (context, audience, story, and situation) CASS template. This framework combines several of the models and is a great template to evaluate existing data storytelling or build your own storytelling with data when you have a large dataset with several insights to share.<\/p>\n<p class=\"import-p\"><strong class=\"import-b\">Context<\/strong>\u2014Determines how the data will be shown (trends, correlations, comparisons), including variables, the need for variables to change, the \u201chow\u201d variables that need to change, and the \u201cso what\u201d (essentially, what are the consequences of change or no change?).<\/p>\n<p class=\"import-p\"><strong class=\"import-b\">Audience<\/strong>\u2014Who makes up the audience, and who are the decision-makers? How are the data relevant? What information do decision-makers already know about this topic?<\/p>\n<p class=\"import-p\"><strong class=\"import-b\">Story<\/strong>\u2014How are the data used to frame the story or make your point? How is the story engaging? What characters motivate the audience to make a change? How is the problem linked to changes, and why does it change now? What story structure sequences the events so the audience understands the key insights?<\/p>\n<p class=\"import-p\"><strong class=\"import-b\">Situation<\/strong>\u2014Is the design framed in a relevant format for the visual content, and does it meet the audience\u2019s expectations? Does data transformation engage and motivate the audience? How does the story frame the data? This framework has 10 key criteria for the data storyteller to consider:<\/p>\n<p style=\"padding-left: 40px;\">1. Are the data valid and relevant (for this situation)?<\/p>\n<p style=\"padding-left: 40px;\">2. Are the data credible?<\/p>\n<p style=\"padding-left: 40px;\">3. Do the data support an action or decision? (#3 and #4 work together)<\/p>\n<p style=\"padding-left: 40px;\">4. Do the data support desirability, feasibility, and viability?<\/p>\n<p style=\"padding-left: 80px;\">a. <em class=\"import-i\">Desirability<\/em> refers to the degree to which a data visualization or data storytelling approach meets the needs and expectations of its intended audience. It involves understanding the preferences, goals, and requirements of the users or audience.<\/p>\n<p style=\"padding-left: 80px;\">b. <em class=\"import-i\">Feasibility<\/em> refers to the practicality and achievability of implementing a data visualization or data storytelling concept. It involves considering the available resources, technical capabilities, and constraints.<\/p>\n<p style=\"padding-left: 80px;\">c. <em class=\"import-i\">Viability<\/em> refers to the sustainability and long-term success of a data visualization or data storytelling initiative. Viability considers factors such as the value proposition, potential impact, scalability, and alignment with the goals and objectives of the organization and its stakeholders.<\/p>\n<p style=\"padding-left: 40px;\">5. Do all visuals use an appropriate scale (and avoid other manipulations)?<\/p>\n<p style=\"padding-left: 40px;\">6. Are the data insightful? (Do they successfully transform concrete data into abstract visualizations?)<\/p>\n<p style=\"padding-left: 40px;\">7. Are the data self-explanatory, and are there enough data to provide context?<\/p>\n<p style=\"padding-left: 40px;\">8. Do the data support an emotional connection?<\/p>\n<p style=\"padding-left: 40px;\">9. Does the story arc support retention and comprehension?<\/p>\n<p style=\"padding-left: 40px;\">10. Was the data storytelling tested on a pilot group?<\/p>\n<p><strong>Figure 2.1\u2014CASS: A Data Storytelling Framework Template<\/strong><\/p>\n<figure id=\"attachment_672\" aria-describedby=\"caption-attachment-672\" style=\"width: 724px\" class=\"wp-caption alignnone\"><img class=\"wp-image-672 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0201.png\" alt=\"CASS Framework Template. In the Context row, there are boxes for Why, What, How, and So What? In the Audience row, there are boxes for Who, and Decision Prompts. In the Story row, there are boxes for Structure\/Framework, Character, Problem, and Delivery Plan. In the Situation row, there are boxes for Design and the Ten Criteria for good data.\" width=\"724\" height=\"426\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0201.png 724w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0201-300x177.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0201-65x38.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0201-225x132.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0201-350x206.png 350w\" \/><figcaption id=\"caption-attachment-672\" class=\"wp-caption-text\">Note: Author adaptation of CASS template in Sykes et al. (2012)<\/figcaption><\/figure>\n<p>In order to see how this template can help you build your own or evaluate existing data storytelling with data visualizations, let\u2019s use Wes O\u2019Donnell\u2019s <em class=\"import-i\">Information Is Beautiful: How Data Visualization Will Save the World<\/em> (2015) for an example. Please watch the video before you review the completed CASS template (Figure 2.2).<\/p>\n<p class=\"import-p\"><span class=\"import-img\"><img class=\"alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/resourceicon.png\" width=\"59\" height=\"59\" alt=\"image\" \/><\/span>A copy of the CASS template is available in the PowerPoint file that accompanies this chapter.<\/p>\n<p class=\"import-rf1\"><img class=\"size-full wp-image-552 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png\" alt=\"\" width=\"67\" height=\"56\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png 67w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon-65x54.png 65w\" \/>Wes O\u2019Donnell, (2015), <em class=\"import-i\">Information Is Beautiful<\/em><em class=\"import-i\">: How Data Visualization Will Save the World<\/em>. TED<sup class=\"import-sup\">x<\/sup> Muskegon (x = independently organized TED event) Length: 14:37 minutes<\/p>\n<p><iframe id=\"oembed-2\" title=\"&quot;Information is Beautiful: How Data Visualization Will Save the World&quot; Wes O&#39;Donnell\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/PZ4D_OM1EPE?feature=oembed&#38;rel=0\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p><strong>Figure 2.2\u2014CASS Completed Template Using Information Is Beautiful: How Data Visualization Will Save the World<\/strong><\/p>\n<figure id=\"attachment_674\" aria-describedby=\"caption-attachment-674\" style=\"width: 724px\" class=\"wp-caption alignnone\"><img class=\"wp-image-674 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0202.png\" alt=\"A completed CASS template.\" width=\"724\" height=\"408\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0202.png 724w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0202-300x169.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0202-65x37.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0202-225x127.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0202-350x197.png 350w\" \/><figcaption id=\"caption-attachment-674\" class=\"wp-caption-text\">Note: Author completed template using Wes O\u2019Donnell\u2019s Ted Talk (2025)<\/figcaption><\/figure>\n<p class=\"import-p\"><span class=\"import-img\"><img class=\"alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/resourceicon.png\" width=\"64\" height=\"64\" alt=\"image\" \/>Note: This completed template is also available in the accompanying resources for Chapter 2.<\/span><\/p>\n<p style=\"padding-left: 40px;\">1. You will notice a few items with questions in the CASS template. The first issue is in the audience section. Under the decision prompt, where or what is the call to action? Is the purpose to build an awareness of how climate change will impact our great-grandchildren?<\/p>\n<p style=\"padding-left: 40px;\">2. The 10 criteria help determine the data validity, credibility, and so on. There are two areas where it is unclear. The first item still in question is \u201cfocus on desirability, feasibility, and viability,\u201d which may be an issue because it is not clear whether a call to action is made or is not clearly stated. The second item is \u201ctested on pilot group.\u201d Wes O\u2019Donnell\u2019s presentation was made at an independent TED Talk in Muskegon; however, it\u2019s unsure if he tested his presentation on a pilot group.<\/p>\n<p class=\"import-p\"><strong class=\"import-b\">Fun Fact:<\/strong> If you recognize Wes O\u2019Donnell\u2019s name, he is an occasional TV cohost on <em class=\"import-i\">Mysteries Decoded<\/em>!<\/p>\n<div class=\"textbox textbox--exercises\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">2.1 Exercise 1: Use the CASS Framework Template to Assess Data Storytelling<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-lo\">Learning Objective #1\u2014Evaluate a data storytelling project for effectiveness<\/p>\n<p class=\"import-exf\">The following three examples are data storytelling projects that use big datasets. <strong class=\"import-b\">Choose one<\/strong> of the examples and assess it using the CASS data storytelling framework in Figure 2.1. There is a PowerPoint file to accompany this exercise (Link: \u201cCASS Template\u2014Case 2.1\u201d).<\/p>\n<p class=\"import-exulf\"><img class=\"wp-image-1115 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/movies-64.png\" alt=\"\" width=\"64\" height=\"64\" \/> <span class=\"import-u\">Example 1:<\/span> Hans Rosling\u2019s \u201c200 Counties, 200 years in 4 Minutes\u2014BBC News\u201d<\/p>\n<p><iframe id=\"oembed-3\" title=\"Hans Rosling: 200 years in 4 minutes  - BBC News\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/Z8t4k0Q8e8Y?feature=oembed&#38;rel=0\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<div class=\"wp-nocaption wp-image-1115 size-full alignleft\"><img class=\"wp-image-1115 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/movies-64.png\" alt=\"\" width=\"64\" height=\"64\" \/><\/div>\n<p class=\"import-exul\">Example 2: UN Sustainable Development Report 2022: From Crisis to Sustainable Development: The SDGs as Roadmap to 2030 and Beyond\u2014Choose Explore Data.\u00a0Link: <a class=\"rId53\" href=\"https:\/\/dashboards.sdgindex.org\/\"><span class=\"import-url\">https:\/\/dashboards.sdgindex.org\/<\/span><\/a><\/p>\n<p class=\"import-exul\"><span class=\"import-u\"><img class=\"wp-image-1115 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/movies-64.png\" alt=\"\" width=\"64\" height=\"64\" \/> Example 3:<\/span> Matthew Klein, Bloomberg View (2014) How Americans Die.\u00a0Link: <a class=\"rId54\" href=\"https:\/\/www.bloomberg.com\/graphics\/dataview\/how-americans-die\/\"><span class=\"import-url\">https:\/\/www.bloomberg.com\/graphics\/dataview\/how-americans-die\/<\/span><\/a><\/p>\n<p class=\"import-ex\">Post your CASS template to the discussion board and point out areas where you struggled to answer the template questions.<\/p>\n<\/div>\n<\/div>\n<h1 class=\"import-ah\">2.2 The Good, the Bad, and the Ugly of Data Visualizations<\/h1>\n<blockquote>\n<p class=\"import-epaft\">The purpose of visualization is insight, not pictures.<\/p>\n<p class=\"import-ept\">\u2014Ben Shneiderman, American computer scientist<\/p>\n<\/blockquote>\n<p class=\"import-paft\">The purpose of this section is to compare the good, the bad, and the ugly of data visualizations, but let\u2019s discuss and define the terms <em class=\"import-i\">good<\/em>, <em class=\"import-i\">bad<\/em>, and <em class=\"import-i\">ugly<\/em> in a data storytelling context.<\/p>\n<p class=\"import-p indent\">Good <strong class=\"import-b\">data visualization<\/strong> represents projects that effectively communicate and clarify complex data. It avoids issues found in a bad data visualization or an ugly data visualization. Reviewing the CASS template in Figure 2.1, a <em class=\"import-i\">good<\/em> data visualization has these characteristics about data:<\/p>\n<ol>\n<li>data tell the truth, and visuals use appropriate scale;<\/li>\n<li>data are valid, accurate, relatable, and credible;<\/li>\n<li>data are insightful, explanatory, and concrete;<\/li>\n<li>data are transparent and supports the action or decision; and<\/li>\n<li>the consumer of the data is provided with relevant context that impacts the data (e.g., maps are representative of population density centers).<\/li>\n<\/ol>\n<p class=\"import-p indent\"><strong class=\"import-b\">Bad data visualization<\/strong> represents projects that are incomplete or contain misleading information or incorrect conclusions. Data storytellers should never lie or misrepresent the data. In bad data visualizations, storytellers might exaggerate or downplay certain data points, distorting the story. Other characteristics of bad data visualization are when storytellers cherry-pick, manipulate (like compressing the scale), mislabel, or intentionally hide some data. Some bad data visualization projects cross the ethical line.<\/p>\n<p class=\"import-p indent\">An <strong class=\"import-b\">ugly data visualization<\/strong> refers to a project that usually has overly cluttered charts, excessive labels, ambiguous color schemes, and crowded graphs. In some cases, it might have correct data, but the wrong type of chart was used. Some storytellers might be inconsistent without realizing it. If the inconsistency is intentional, it moves from ugly to bad.<\/p>\n<p class=\"import-p indent\">A good data visualization <strong class=\"import-b\">storytelling project<\/strong> provides contextualization, engagement and an emotional connection, clarity to complex data, and guides attention and focus. In addition, the story should flow logically with a story arc structure and summarization that supports comprehension and retention. Every data visualization storytelling project should be designed to create a compelling and impactful narrative that effectively communicates data-driven insights to your audience. Data projects can be static and simple (like infographics) or complex with interactive elements.<\/p>\n<h2 class=\"import-bh\">Did You Unintentionally Mislead Your Audience?<\/h2>\n<p class=\"import-paft\">You work with charts every day, but did you realize you could mislead your viewer by using count instead of frequency? The best way to demonstrate this is to show you! Comparative bar charts provide a visual comparison of univariate, categorical data for two or more groups.<\/p>\n<p class=\"import-p indent\">Each year the <em class=\"import-i\">Princeton Review<\/em> conducts a survey. One of the questions is asked to parents and students. It is, \u201cIdeally, how far from home would you like the college you (your child) attend(s) to be?\u201d As you might expect, parents and students do not agree. Let\u2019s look at the frequency table along with the relative frequency table. <strong class=\"import-b\">Frequency<\/strong> measures how often a particular event occurs (essentially the count). In Figure 2.3, 2,878 students and 1,230 parents voted that an ideal college is less than 250 miles from home. <strong class=\"import-b\">Relative frequency<\/strong> indicates a proportion in relation to the total (shown as a percentage).<\/p>\n<p><strong>Figure 2.3\u2014Showing Count and Frequency for Students and Parents <\/strong><\/p>\n<figure id=\"attachment_1395\" aria-describedby=\"caption-attachment-1395\" style=\"width: 688px\" class=\"wp-caption alignnone\"><img class=\"wp-image-1395 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Figure-2.3-Showing-Count-and-Frequency-for-Students-and-Parents.jpg\" alt=\"Data from survey asking the question, &quot;Ideally, how far from home would you like the college you (your child) attend(s) to be?&quot;&quot;\" width=\"688\" height=\"534\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Figure-2.3-Showing-Count-and-Frequency-for-Students-and-Parents.jpg 688w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Figure-2.3-Showing-Count-and-Frequency-for-Students-and-Parents-300x233.jpg 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Figure-2.3-Showing-Count-and-Frequency-for-Students-and-Parents-65x50.jpg 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Figure-2.3-Showing-Count-and-Frequency-for-Students-and-Parents-225x175.jpg 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Figure-2.3-Showing-Count-and-Frequency-for-Students-and-Parents-350x272.jpg 350w\" \/><figcaption id=\"caption-attachment-1395\" class=\"wp-caption-text\">Note: Author adaptation of data from Princeton Review College Hopes &amp; Worries Survey Report (2019)<\/figcaption><\/figure>\n<p class=\"import-p indent\">So 2,878\/9,282 = <strong class=\"import-b\">.31<\/strong> (or 31% of students voted for a college less than 250 miles from home).<\/p>\n<p class=\"import-p indent\">And 1,230\/2,618 = <strong class=\"import-b\">.47<\/strong> (or 47% of parents voted for a college less than 250 miles from home).<\/p>\n<p class=\"import-p indent\">Now let\u2019s look at the two charts. Both charts have a clear title, an appropriate legend, and appropriate labels, and the column colors make sense. But using <strong class=\"import-b\">count<\/strong> is inappropriate since the sample size is not the same.<\/p>\n<p class=\"import-sbh\"><strong>Exhibit 2.1\u2014Use a Relative Frequency Table for Intended Representation<\/strong><\/p>\n<table class=\"grid\" style=\"height: 441px;\">\n<thead>\n<tr style=\"height: 37px;\">\n<td class=\"TableNormal-C\" style=\"width: 680px; height: 37px;\">\n<p class=\"import-tch\"><strong>Bad Chart\u2014misleading information<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 665px; height: 37px;\">\n<p class=\"import-tch\"><strong>Good Chart<\/strong><\/p>\n<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"TableNormal-R\" style=\"height: 327px;\">\n<td class=\"TableNormal-C\" style=\"width: 680px; height: 327px;\">\n<div class=\"wp-nocaption wp-image-1391 size-full alignleft\"><img class=\"wp-image-1391 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Exhibit-2.1a-Use-a-relative-Frequency-Table-for-Intended-Representation.jpg\" alt=\"This bar chart depicts &quot;bad chart&quot; displaying students' and parents' preferences on how far home is from the student's college. This chart uses &quot;count&quot; so all the bars on the chart are higher in the student response color.\" width=\"525\" height=\"329\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Exhibit-2.1a-Use-a-relative-Frequency-Table-for-Intended-Representation.jpg 525w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Exhibit-2.1a-Use-a-relative-Frequency-Table-for-Intended-Representation-300x188.jpg 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Exhibit-2.1a-Use-a-relative-Frequency-Table-for-Intended-Representation-65x41.jpg 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Exhibit-2.1a-Use-a-relative-Frequency-Table-for-Intended-Representation-225x141.jpg 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Exhibit-2.1a-Use-a-relative-Frequency-Table-for-Intended-Representation-350x219.jpg 350w\" \/><\/div>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 665px; height: 327px;\">\n<div class=\"wp-nocaption alignnone wp-image-1650 size-full\"><img class=\"alignnone wp-image-1650 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/Exhibit-2.1b.jpg\" alt=\"\" width=\"858\" height=\"466\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/Exhibit-2.1b.jpg 858w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/Exhibit-2.1b-300x163.jpg 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/Exhibit-2.1b-768x417.jpg 768w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/Exhibit-2.1b-65x35.jpg 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/Exhibit-2.1b-225x122.jpg 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/Exhibit-2.1b-350x190.jpg 350w\" \/><\/div>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 77px;\">\n<td class=\"TableNormal-C\" style=\"width: 680px; height: 77px;\">\n<p class=\"import-td\">This chart uses count and because the sample size is quite different, can lead the audience to a different conclusion.<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 665px; height: 77px;\">\n<p class=\"import-td\">Use relative frequencies on the vertical axis instead of the frequency (count). The use of relative frequency helps make a more meaningful comparison when sample sizes are not the same.<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"import-p\">Next, let\u2019s look at some charts that work with the same data but represent the good, the bad, and the ugly (Exhibit 2.2). These charts were created in Power BI and show the results of a year of revenue for eight salespeople. The key point here is that you can use very powerful software to create your dashboard and still have bad and ugly data visualizations if you don\u2019t use the right charts, correct scales, or good design protocols.<\/p>\n<p class=\"import-sbh\"><strong>Exhibit 2.2\u2014The Good, the Bad, and the Ugly in Power BI Charts<\/strong><\/p>\n<table class=\"grid\">\n<thead>\n<tr>\n<td class=\"TableNormal-C\" style=\"width: 427px;\">\n<p class=\"import-tch\"><strong>The Good<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 379px;\">\n<p class=\"import-tch\"><strong>The Bad<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 521px;\">\n<p class=\"import-tch\"><strong>The Ugly<\/strong><\/p>\n<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"TableNormal-R\">\n<td class=\"TableNormal-C\" style=\"width: 427px;\"><img class=\"alignnone wp-image-1392 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Exhibit-2.2a-The-Good-the-Bad-and-the-Ugly-in-Power-BI-Charts.jpg\" alt=\"Three charts are shown. The Good is a well-labed bar chart depciting sales amounts by salesperson.\" width=\"193\" height=\"131\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Exhibit-2.2a-The-Good-the-Bad-and-the-Ugly-in-Power-BI-Charts.jpg 193w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/06\/Copy-of-Exhibit-2.2a-The-Good-the-Bad-and-the-Ugly-in-Power-BI-Charts-65x44.jpg 65w\" \/><\/td>\n<td class=\"TableNormal-C\" style=\"width: 379px;\"><img class=\"alignnone wp-image-675 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/ex0202b.png\" alt=\"The Bad is a pie chart attempting to show sales amounts by salesperson, but no dollar amounts are labeled.\" width=\"203\" height=\"125\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/ex0202b.png 203w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/ex0202b-65x40.png 65w\" \/><\/td>\n<td class=\"TableNormal-C\" style=\"width: 521px;\"><img class=\"alignnone wp-image-51 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0202c.png\" alt=\"The Ugly is a chart in which partial bars are separated by salesperson that stair-step up to the total bar.\" width=\"187\" height=\"113\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0202c.png 187w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0202c-65x39.png 65w\" \/><\/td>\n<\/tr>\n<tr class=\"TableNormal-R\">\n<td class=\"TableNormal-C\" style=\"width: 427px;\">\n<p class=\"import-td\">All bars are labeled and sorted properly.<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 379px;\">\n<p class=\"import-td\">One salesperson\u2019s name is not shown, no dollar amount. Too many slices\u2014pie chart not the best option.<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 521px;\">\n<p class=\"import-td\">This chart is best to show an increase and decrease and it does not work well for this kind of data.<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"import-p indent\">There is room for improvement in all the charts. For example, if this is a stand-alone chart on a slide, adding the year and company name would be appropriate. However, if the chart resides on a dashboard, the year and name can be at the top of the dashboard and the chart doesn\u2019t need them.<\/p>\n<h2 class=\"import-bh\">Does Your Pie Graph Add Up to 100%?<\/h2>\n<p class=\"import-paft\">Figure 2.4 was modeled from a chart shown on a news broadcast in 2012. The names shown on the broadcast are removed. Although the intent was to show the closeness of the race, <strong class=\"import-b\">pie charts should always add up to 100%<\/strong>. Notice that this one does not. This one also falls under the category of bad and ugly: bad because the pie chart doesn\u2019t add up to 100% and ugly because the colors might unintentionally sway the audience to think more positively of one candidate over another. The colors used here duplicate the chart shown during the news broadcast. Both pie charts and doughnut charts should be avoided. Your audience will struggle to estimate a quantity from angles, and matching labels to the slices can be especially difficult if you have small percentages\u2014and that small percentage might be important!<\/p>\n<p><strong>Figure 2.4\u2014Example of a Bad and Ugly Chart<\/strong><\/p>\n<figure id=\"attachment_197\" aria-describedby=\"caption-attachment-197\" style=\"width: 329px\" class=\"wp-caption alignnone\"><img class=\"wp-image-197 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0204.png\" alt=\"This pie chart is split into three uneven sections, with percentages labeling each slice. They do not add up to 100%.\" width=\"329\" height=\"260\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0204.png 329w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0204-300x237.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0204-65x51.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0204-225x178.png 225w\" \/><figcaption id=\"caption-attachment-197\" class=\"wp-caption-text\">Note: Author Illustration (2024)<\/figcaption><\/figure>\n<h2 class=\"import-bh\">Did Your Image Size or Proportion Mislead Your Audience?<\/h2>\n<p class=\"import-paft indent\">Figure 2.5 shows another misleading graphic where size matters. The news station misled the audience because the size was not depicted in actual proportions. The following was a graph showing gas prices with the highest price in California and the lowest in Mississippi. But notice the misuse of proportion.<\/p>\n<p><strong>Figure 2.5\u2014Misuse of Proportion: Bad Chart<\/strong><\/p>\n<figure id=\"attachment_198\" aria-describedby=\"caption-attachment-198\" style=\"width: 307px\" class=\"wp-caption alignnone\"><img class=\"wp-image-198 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0205.png\" alt=\"Image with the header &quot;The Highest and Lowest Gas Prices.&quot; The top car image, attempting to show how much higher gas prices are in California vs. Mississippi, is much larger and out of proportion to the tiny car image below it.\" width=\"307\" height=\"183\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0205.png 307w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0205-300x179.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0205-65x39.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0205-225x134.png 225w\" \/><figcaption id=\"caption-attachment-198\" class=\"wp-caption-text\">Note: Author Illustration (2024)<\/figcaption><\/figure>\n<h2 class=\"import-bh\">Did the Scale Used in the Graph Mislead Your Audience?<\/h2>\n<p class=\"import-paft indent\">The same news channel produced a graph that did not have the scale set to zero. In Exhibit 2.3, the chart on the left shows the axis scale starting at 32% and the chart on the right shows the scale starting at 0.00%. I\u2019m sure you can see that the chart on the left is misleading!<\/p>\n<p class=\"import-sbh\"><strong>Exhibit 2.3\u2014Example of Misleading Scale for a Tax Rate Increase<\/strong><\/p>\n<table class=\"grid\">\n<thead>\n<tr>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\">Bad Chart\u2014Misleading<\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\">Good Chart\u2014Starts With 0.00 Scale<\/p>\n<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"TableNormal-R\">\n<td class=\"TableNormal-C\"><img class=\"alignnone wp-image-52 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203a.png\" alt=\"The &quot;bad chart&quot; labeled misleading on the left shows a bar graph with a scale that does not start at zero in order to exaggerate the predicted difference between the two bars.\" width=\"357\" height=\"211\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203a.png 357w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203a-300x177.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203a-65x38.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203a-225x133.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203a-350x207.png 350w\" \/><\/td>\n<td class=\"TableNormal-C\"><img class=\"alignnone wp-image-53 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203b.png\" alt=\"This shows a &quot;good chart&quot; in which the vertical axis starts with its scale at zero.\" width=\"352\" height=\"212\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203b.png 352w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203b-300x181.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203b-65x39.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203b-225x136.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0203b-350x211.png 350w\" \/><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"import-p indent\">Now that you have seen examples of good, bad, and ugly data visualizations, let\u2019s see if you can differentiate them in the following exercise.<\/p>\n<div class=\"textbox textbox--exercises\">\n<header class=\"textbox__header\">\n<p class=\"import-exh\">2.2 Exercise 1: Critical Evaluation of Good and Bad Data Visualizations<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-exulf\">Learning Objective #2\u2014Differentiate between effective and ineffective data visualizations<\/p>\n<p class=\"import-exulf\"><em class=\"import-i\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>Part 1:<\/em> Find three examples of bad and\/or ugly data visualizations (just type \u201cbad data visualizations\u201d in the search box of your browser to find examples). Screenshot the examples and indicate why they fit this category. What changes would you make to correct them?<\/p>\n<p class=\"import-exul indent\"><em class=\"import-i\">Part 2:<\/em> Type \u201cbad visualization + Purdue Pharma\u201d in the search box of your browser. Share your findings in a discussion. Did Purdue Pharma cross an ethical line?<\/p>\n<\/div>\n<\/div>\n<h1 class=\"import-ah\">2.3 The Four Pillars of Visualization Work Better With Context<\/h1>\n<blockquote>\n<p class=\"import-epaft\">Visualization and belief in a pattern of reality activates the creative power of realization.<\/p>\n<p class=\"import-ept\">\u2014A. L. Linall Jr.<\/p>\n<\/blockquote>\n<p class=\"import-paft\">Now that you have seen how good, bad, and ugly data visualizations are prevalent, let\u2019s take a step into becoming a data storyteller. If you\u2019ve been creating PowerPoints at your organization, you have certainly told a story. But how well did you tell that story? Did you use the best visualization techniques to tell it? Creating your own infographic or data visualization may start with available templates (much like PowerPoint slide decks or infographic templates in an infographic app). Do you remember the first time you learned PowerPoint? Did you explore <em class=\"import-i\">one<\/em> PowerPoint theme design <em class=\"import-i\">after another<\/em> or have trouble modifying an existing slide deck to make it \u201cfit\u201d your purpose? When you start creating your own data visualizations, don\u2019t be surprised at how often you need to fall back on good data visualization design techniques like those presented by Noah Iliinsky. Noah Iliinsky, a data visualization expert, cautions how quickly a presenter can get off track.<\/p>\n<p class=\"import-p indent\">When Larry Swanson of Content Strategy Insights asked, \u201cAre there benchmarks, or how do you know you\u2019re on track?\u201d Iliinsky answered, \u201cIt goes back to purpose, know your customer and what they care about\u201d (Swanson, 2020, Podcast 89\u201424:32). You must start with the purpose and be able to check off the \u201cwhy,\u201d \u201cwho,\u201d and \u201cwhat does my audience need\u201d to understand (What actions do you want to support? What is the most important takeaway message? How will it be consumed?). The more specifically you drill down to <strong class=\"import-b\">purpose<\/strong>, the better. As shown in Exhibit 2.4, before building an interactive data visualization, make sure to embrace Noah Iliinsky\u2019s four pillars of visualization with an added component of context.<\/p>\n<p class=\"import-sbh\"><strong>Exhibit 2.4\u2014Iliinsky\u2019s Four Pillars Plus Context<\/strong><\/p>\n<table class=\"grid\">\n<thead>\n<tr>\n<td class=\"TableNormal-C\" style=\"width: 763.766px;\">\n<p class=\"import-tch\"><strong>Iliinsky\u2019s Four Pillars of Visualization<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 113.531px;\" colspan=\"2\">\n<p class=\"import-tch\"><strong>Plus <em class=\"import-i\">Context<\/em><\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 56.3906px;\">\n<p class=\"import-tch\"><strong>Equals<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 377.562px;\">\n<p class=\"import-tch\"><strong>Elevated Understanding<\/strong><\/p>\n<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"TableNormal-R\">\n<td class=\"TableNormal-C\" style=\"width: 763.766px;\">\n<p class=\"import-tdul\">\u2022Purpose,<\/p>\n<p class=\"import-tdul\">\u2022Content (what to visualize),<\/p>\n<p class=\"import-tdul\">\u2022Structure (how to visualize it)<\/p>\n<p class=\"import-tdul\">\u2022Format (appeal and focus).<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 9.98438px;\">\n<p class=\"import-td\" style=\"text-align: center;\">+<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 86.3594px;\">\n<p class=\"import-td\">CONTEXT<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 56.3906px;\">\n<p class=\"import-td\" style=\"text-align: center;\">=<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"width: 377.562px;\">\n<p class=\"import-td\">The audience will understand better and remember longer.<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"import-p indent\">In this case, <em class=\"import-i\">context<\/em> means making the topic easier to understand by giving extra information about the time, place, situation, history, background, and so on. That\u2019s part of the storytelling process! So how does storytelling relate to interactive data visualizations?<\/p>\n<p class=\"import-rf1\"><img class=\"size-full wp-image-552 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png\" alt=\"\" width=\"67\" height=\"56\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png 67w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon-65x54.png 65w\" \/>Iliinsky, N. (2018, Apr 12). <em class=\"import-i\">Four Pillars of Visualization\u2014English version<\/em>. StarsConf. San Diego, USA. [Video]. YouTube.<\/p>\n<p><iframe id=\"oembed-4\" title=\"Noah Iliinsky: &quot;Four Pillars of Visualization&quot; - English version | Starsconf 2017\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/3eZ15VplE3o?feature=oembed&#38;rel=0\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p class=\"import-rf1\"><img class=\"size-full wp-image-42 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/bookicon.png\" alt=\"\" width=\"79\" height=\"61\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/bookicon.png 79w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/bookicon-65x50.png 65w\" \/>Knaflic, C. (2015, Nov 2). <em class=\"import-i\">Storytelling <\/em><em class=\"import-i\">With Data<\/em><em class=\"import-i\">: A Data Visualization Guide for Business Professionals<\/em>. Wiley Publishing. ProQuest eBook Central Database.<\/p>\n<p class=\"import-rf1\"><img class=\"size-full wp-image-42 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/bookicon.png\" alt=\"\" width=\"79\" height=\"61\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/bookicon.png 79w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/bookicon-65x50.png 65w\" \/>Wexler, S., Shaffer, J., &amp; Cotgreave, A. (2017). <em class=\"import-i\">The big book of dashboards: Visualizing your data using real-world business scenarios<\/em>. Wiley Publishing. ProQuest eBook Central Database.<\/p>\n<p class=\"import-p\">Another data visualization expert is David McCandess. David McCandess, at his <em class=\"import-i\">Information Is Beautiful<\/em> website, shares a graphic that interacts when you roll your mouse over certain areas to give you more details. McCandess considers all the aspects of data visualization but includes more of the storytelling components than Noah Iliinsky.<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">McCandess, D. (2023). What Makes a Good Visualization? <em class=\"import-i\">Information <\/em><em class=\"import-i\">Is Beautiful<\/em>. <a class=\"rId56\" href=\"https:\/\/www.informationisbeautiful.net\/visualizations\/what-makes-a-good-data-visualization\/\"><span class=\"import-url\">https:\/\/www.informationisbeautiful.net\/visualizations\/what-makes-a-good-data-visualization\/<\/span><\/a><\/p>\n<p class=\"indent\">According to McCandess (2020), to have a successful visualization you need (1) good and accurate information, (2) the goal of visualization, (3) the story or concept that accompanies the visualization, and (4) the actual visual form that works best for the visualization.<\/p>\n<div class=\"textbox textbox--key-takeaways\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">2.1 Self-Assessment: Four Pillars of Visualization<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-lo\">Learning Objective #3\u2014Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics<\/p>\n<p class=\"import-exf\"><img class=\"size-full wp-image-44 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png\" alt=\"\" width=\"69\" height=\"69\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png 69w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon-65x65.png 65w\" \/>Watch the YouTube video \u201cFour Pillars of Visualization\u201d by Noah Iliinsky. <\/p>\n<div id=\"h5p-2\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-2\" class=\"h5p-iframe\" data-content-id=\"2\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"2.3 Self-Assessment: Four Pillars of Visualization\"><\/iframe><\/div>\n<\/div>\n<div class=\"wp-nocaption size-full wp-image-44 alignleft\"><img class=\"size-full wp-image-44 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png\" alt=\"\" width=\"69\" height=\"69\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png 69w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon-65x65.png 65w\" \/><\/div>\n<div id=\"h5p-3\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-3\" class=\"h5p-iframe\" data-content-id=\"3\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"2.3 Self-Assessment: Four Pillars of Visualization 2\"><\/iframe><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"textbox textbox--exercises\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">2.3 Exercise 1: Using the Four Pillars to Help the United Way Team Explain ALICE<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-lo\">Learning Objective #3\u2014Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics<\/p>\n<p class=\"import-exf indent\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>In the \u201cWhat Do You Think?\u201d scenario beginning this chapter, a United Way team is brainstorming ways to present social media infographics that explain ALICE families and what that means. They also want a call to action to request donations.<\/p>\n<p class=\"import-ex indent\"><em class=\"import-i\">How would you complete the four pillars + context (see Exhibit 2.4) to help the ALICE team present their data in a social media post?<\/em><\/p>\n<\/div>\n<\/div>\n<h1 class=\"import-ah\">2.4 Infographic Basics<\/h1>\n<blockquote>\n<p class=\"import-epaft\">The greatest value of a picture is when it forces us to notice what we never expected to see.<\/p>\n<p class=\"import-ept\">\u2014John Wilder Tukey, American mathematician and statistician<\/p>\n<\/blockquote>\n<p class=\"import-paft\">To begin, let\u2019s look at the simplest data visualization\u2014an infographic. An infographic is a graphical representation intended to communicate information in a concise and meaningful way. Most infographics are \u201cstatic,\u201d but the trend is moving toward interactive infographics.<\/p>\n<p class=\"import-p indent\">You have probably used infographics more than you think! According to an old study by Levie &amp; Lentz (1982), people following directions with text <strong class=\"import-b\">and illustrations<\/strong> do 323% better than people following directions without illustrations (p. 195\u2013232). Perhaps you\u2019ve assembled something using diagrams\u2014think about your experience if the instructions were all text describing what needed to be done. Did the visual help you understand each step?<\/p>\n<p class=\"import-p indent\">You expect infographics to take visual form in social media, but don\u2019t be surprised to see them in scientific communication to explore datasets and communicate findings on websites, theses, dissertations, and resumes (Jaleniauskiene &amp; Kasperiuniene, 2023).<\/p>\n<p class=\"import-p indent\">The designs of infographics range from very simple to complex, but all include content and visual elements. It takes practice before it becomes a basic digital skill. Studies across several disciplines (computer science, education, health sciences, digital marketing and media management, sociology, mathematics, ESL, and sports management) show that students who learned to create or analyze infographics \u201cgained metacognitive strategies, better recall, enhanced depth of understanding, better communication skills, and saw the process as engaging and enjoyable\u201d (Jaleniauskiene &amp; Kasperiuniene, 2023, p. 200)!<\/p>\n<p class=\"import-p indent\">According to Beegle (2013), the \u201cbest infographics build a narrative in much the same way a story does, starting with the premise and then revealing something new at each turn\u201d (p. 65). In Figure 2.6, the infographic reveals layers of information about immigrants. The use of flags brings the user focus to the immigrant\u2019s country of origin. There are charts to show the education attainment level and the percentage of immigrants who speak English proficiently. In addition, the infographic indicates how much immigrants contribute to Indiana\u2019s economy through taxes paid. As you look at this chart, what other information would you consider including or would you want to know?<\/p>\n<h2 class=\"import-bh\">The Simplest Evaluation of an Infographic<\/h2>\n<p class=\"import-paft\">The first step to creating an infographic and then evaluating it is a simple process of informing yourself using the 5 Ws (who, what, when, where, and why). Use the 5 Ws to help convey information in a relevant way. In this illustration (Figure 2.6), let\u2019s go through the 5 Ws.<\/p>\n<p><strong>Figure 2.6\u2014How to Use the 5 Ws to Review an Infographic<\/strong><\/p>\n<figure id=\"attachment_199\" aria-describedby=\"caption-attachment-199\" style=\"width: 417px\" class=\"wp-caption alignnone\"><img class=\"wp-image-199 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0206.png\" alt=\"Infographic showing an example of using the 5 W's to assess an infographic\" width=\"417\" height=\"629\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0206.png 417w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0206-199x300.png 199w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0206-65x98.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0206-225x339.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0206-350x528.png 350w\" \/><figcaption id=\"caption-attachment-199\" class=\"wp-caption-text\">Note: Author Illustration (2024)<\/figcaption><\/figure>\n<p class=\"import-ulf\"><strong class=\"import-b\">Who?<\/strong>\u2014immigrants in Indiana<\/p>\n<p class=\"import-ul\"><strong class=\"import-b\">What?<\/strong>\u2014raise awareness<\/p>\n<p class=\"import-ul\"><strong class=\"import-b\">When?<\/strong>\u20142019 data<\/p>\n<p class=\"import-ul\"><strong class=\"import-b\">Where?<\/strong>\u2014Indiana<\/p>\n<p class=\"import-ull\"><strong class=\"import-b\">Why?<\/strong>\u2014bring awareness of education levels and contribution to Indiana\u2019s economy<\/p>\n<p class=\"import-p indent\">This illustration was made in the app Venngage, using source information from the American Immigration Council. All infographic software has a variety of icons that are available for use, but it also includes great charting tools.<\/p>\n<p class=\"import-p indent\">The next step is analyzing some existing infographics. Just doing a search on infographics will yield all kinds of ideas in both design and content. Notice the use of color, symbols, and images. Ignore interactive infographics for now.<\/p>\n<p class=\"import-p indent\">Try to gain a sense of an infographic that tells a story that prompts emotional tension. As you search for an infographic you like, see if you can pick out the 5 Ws. If you find one that you don\u2019t understand, see if you can do a little research to find the context. An infographic is not good if it doesn\u2019t meet the definition (<em class=\"import-i\">communicating information in a concise and meaningful way<\/em>). It\u2019s like hearing a story without knowing all the characters. And more importantly, <strong class=\"import-b\">infographics should contain a driver or \u201ccall to action.\u201d<\/strong><\/p>\n<p class=\"import-p indent\">To illustrate the importance of context, look at Exhibit 2.5, where both infographics are from the Wabash Valley United Way\u2019s Facebook presence. Are these graphics designed to raise awareness (<strong class=\"import-b\">educational<\/strong>) or do they call you to <em class=\"import-i\">do<\/em> something?<\/p>\n<p class=\"import-sbh\"><strong>Exhibit 2.5\u2014Do These Infographics Have a Call to Action?<\/strong><\/p>\n<table class=\"grid\">\n<thead>\n<tr>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\">United Way of the Wabash Valley Facebook post, August 31, 2018<\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\">United Way of the Wabash Valley Facebook post, November 11, 2018<\/p>\n<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"TableNormal-R\">\n<td class=\"TableNormal-C\">\n<figure id=\"attachment_54\" aria-describedby=\"caption-attachment-54\" style=\"width: 213px\" class=\"wp-caption alignleft\"><img class=\"wp-image-54 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0205a.png\" alt=\"&quot;I am ALICE&quot; header next to a picture of a smiling man. At the bottom reads &quot;Asset Limited - Income Constrained - Employed.&quot;\" width=\"213\" height=\"211\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0205a.png 213w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0205a-150x150.png 150w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0205a-65x64.png 65w\" \/><figcaption id=\"caption-attachment-54\" class=\"wp-caption-text\">Source: United Way of the Wabash Valley\u2014Used with permission<\/figcaption><\/figure>\n<\/td>\n<td class=\"TableNormal-C\">\n<figure id=\"attachment_55\" aria-describedby=\"caption-attachment-55\" style=\"width: 267px\" class=\"wp-caption alignleft\"><img class=\"wp-image-55 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0205b.png\" alt=\"This infographic has a header, &quot;40% of our Households Choose Between...&quot; with icons underneath by: Healthcare, Child Care, Transportation, Food, and Rent. The footer reads, &quot;Just to Survive.&quot;\" width=\"267\" height=\"225\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0205b.png 267w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0205b-65x55.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0205b-225x190.png 225w\" \/><figcaption id=\"caption-attachment-55\" class=\"wp-caption-text\">Source: United Way of the Wabash Valley\u2014Used with permission<\/figcaption><\/figure>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\">\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">It took a minute to understand that ALICE = <strong class=\"import-b\">A<\/strong>sset <strong class=\"import-b\">L<\/strong>imited + <strong class=\"import-b\">I<\/strong>ncome <strong class=\"import-b\">C<\/strong>onstrained + <strong class=\"import-b\">E<\/strong>mployed<\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">This message is clear, and a good start to a call to action.<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\">\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">This is the related message: Over 30,000 families in the Wabash Valley are ALICE or struggling working poor. Join the Fight to help us make a difference in the lives of ALICE!<\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">This is the related message: This isn\u2019t just a household problem; it\u2019s a community problem. How can our community thrive when over 40% of our households don\u2019t earn enough to achieve a \u201csurvival budget\u201d and must make tough choices on what to pay? Do they pay the electric bill, or do they pay the rent?<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"import-sbaft\">Note that these infographics are specific to the Wabash Valley in Indiana; therefore, someone from a different state might not understand the context of ALICE since not all states have adopted the ALICE project. If you visit the United Way of the Wabash Valley, you will find reference to their bold goal\u2014to move 10,000 families out of financial struggles and into stability along with a very visual strategic plan.<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-sb\">Strategic Plan. (2023). United Way of the Wabash Valley. Terre Haute, IN. <a class=\"rId57\" href=\"https:\/\/uwwv.org\/storage\/2018\/01\/Strategic-Plan.pdf\"><span class=\"import-url\">https:\/\/uwwv.org\/storage\/2018\/01\/Strategic-Plan.pdf<\/span><\/a><\/p>\n<p>Dozens of high-quality infographics help communicate the context of this report. The corresponding Facebook pages include a variety of infographics related to the strategies of the United Way.<\/p>\n<h3 class=\"import-bh\">Key Components to Evaluating an Infographic<\/h3>\n<p class=\"import-paft\">Keep in mind that \u201c80% of learning takes place visually; the average person retains only 20% of what is read when it\u2019s delivered in text-only format; images on Facebook are liked 200% more than text [<em class=\"import-i\">and perhaps most important for your organization<\/em>]; websites register a 12% increase in traffic after publishing an infographic\u201d (Beegel, 2014, p. 8\u20139). But perhaps the most important characteristic of an infographic is presenting complex information in a way that is easily understood.<\/p>\n<p class=\"import-p indent\">The <em class=\"import-i\">Encyclopedia of World Problems &amp; Human Potential<\/em> (UIA.org) identifies the <strong class=\"import-b\">proliferation of information<\/strong> using new terms like infoxication, infobesity, and data smog. Interestingly, the UIA connects this problem to the UN Sustainable Development Goal #12, Responsible Consumption and Production, and the UN Sustainable Development Goal #16, Peace, Justice, and Strong Institutions. <em class=\"import-i\">So what do data smog, infoxication, and infobesity have to do with infographics?<\/em><\/p>\n<p class=\"import-p indent\">All three terms describe information overload. An infographic can cut through information overload, separate the signal from the noise, and break down complex information into bite-sized chunks making it easier for your infographic audience to understand and retain key insights without feeling overwhelmed by the sheer volume of information available.<\/p>\n<h2 class=\"import-ch\">Infographic Basic Components<\/h2>\n<p class=\"import-paft\">Regardless of the type of infographic, every infographic should have the same basic components or considerations, and Figure 2.7 provides a good checklist to assess a basic infographic. The checklist is a compilation of Beegle (2014) and Wallace (2015).<\/p>\n<p><strong>Figure 2.7\u2014Infographic Quality Checklist for Basic Infographics<\/strong><\/p>\n<figure id=\"attachment_200\" aria-describedby=\"caption-attachment-200\" style=\"width: 325px\" class=\"wp-caption alignnone\"><img class=\"wp-image-200 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0207.png\" alt=\"Infographic checklist\" width=\"325\" height=\"380\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0207.png 325w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0207-257x300.png 257w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0207-65x76.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0207-225x263.png 225w\" \/><figcaption id=\"caption-attachment-200\" class=\"wp-caption-text\">Note: Author Illustration (2024)<\/figcaption><\/figure>\n<h2 class=\"import-ch\">Infographic Components\u2014Sound or Video<\/h2>\n<p class=\"import-paft\">Other basic components will apply if you create an infographic with motion, sound, or interaction. If you move past the static infographic, consider these <em class=\"import-i\">additional<\/em> components as shown in Table 2.4.<\/p>\n<p class=\"import-th\"><strong><span class=\"import-thn\">Table 2.4:<\/span> When to Add Sound or Video<\/strong><\/p>\n<table class=\"grid\" style=\"height: 185px;\">\n<caption><strong><em>(Beegle, 2014, p. 29\u201332)<\/em><\/strong><\/caption>\n<thead>\n<tr class=\"shaded\" style=\"height: 37px;\">\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 297.766px;\">\n<p class=\"import-tch\"><strong>Use sound or voice narration to\u00a0.\u00a0.\u00a0.<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 632.047px;\">\n<p class=\"import-tch\"><strong>Use (or add) video to\u00a0.\u00a0.\u00a0.\u00a0.<\/strong><\/p>\n<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 297.766px;\">\n<p class=\"import-td\">\u2713Establish a mood<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 632.047px;\">\n<p class=\"import-td\">\u2713Keep the user on a linear path set by the designer.<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 297.766px;\">\n<p class=\"import-td\">\u2713Create a sense of authority<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 632.047px;\">\n<p class=\"import-td\">\u2713Explain more complex concepts (like the workings of a mechanical device)<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 297.766px;\">\n<p class=\"import-td\">\u2713Connect to viewers<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 632.047px;\">\n<p class=\"import-td\">\u2713Make it more personal<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 297.766px;\">\n<p class=\"import-td\">\u2713Provide emotional depth<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 632.047px;\">\n<p class=\"import-td\">\u2713Testimonial (like for branding)<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div class=\"textbox textbox--key-takeaways\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">2.2 Self-Assessment 1: Basic Design<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-lo\">Learning Objective #3\u2014Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics<\/p>\n<p class=\"import-exf\"><img class=\"size-full wp-image-44 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png\" alt=\"\" width=\"69\" height=\"69\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png 69w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon-65x65.png 65w\" \/>You\u2019ve been asked to compare the performance of two companies in the same sector. <\/p>\n<div id=\"h5p-4\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-4\" class=\"h5p-iframe\" data-content-id=\"4\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"2.4 Self-Assessment 1: Basic Design\"><\/iframe><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"textbox textbox--exercises\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">2.4 Exercise 1: Apply the 5 Ws of an Infographic<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-lo\">Learning Objective #3\u2014Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics<\/p>\n<p class=\"import-exf indent\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>Find three infographics related to immigration in your state. See if you can answer the 5 Ws: who, what, when, where, and why. Share the image(s) and discuss the 5 Ws on the discussion board. Is there a call to action?<\/p>\n<\/div>\n<\/div>\n<div class=\"textbox textbox--exercises\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">2.4 Exercise 2: Evaluate a Static Infographic<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-lo\">Learning Objective #3\u2014Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics<\/p>\n<p class=\"import-exf indent\"><strong class=\"import-b\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>Part 1:<\/strong> Find a static infographic from your organization. Use the basic design criteria listed in this section to evaluate it. Share the image and discuss what changes you would make to improve it. <strong class=\"import-b\">Part 2:<\/strong> Now use the CASS template to review the same infographic. What differences are observed?<\/p>\n<\/div>\n<\/div>\n<h2 class=\"import-bh\">Types of Infographics<\/h2>\n<p class=\"import-paft\">There are a variety of infographics, and the type of infographic you build will be driven by what works best for your message. Let\u2019s review a few of these with examples.<\/p>\n<ul>\n<li><strong class=\"import-b\">Statistical infographics:<\/strong> This type of infographic uses charts, multiple types of graphs, and people icons representing numbers to present statistical data in a clear and concise manner. For example, assume you want to look at pay between men and women in the United States. Start with the Bureau of Labor Statistics data. The 2020 data show a gap in earnings where women earned 82.3% of men\u2019s pay (Bureau of Labor Statistics, 2023). What other statistics might you want to highlight?<\/li>\n<\/ul>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p style=\"padding-left: 80px;\">Earnings from Current Population Survey (CPS). Link to U.S. Bureau of Labor Statistics: <a class=\"rId58\" href=\"https:\/\/www.bls.gov\/cps\/earnings.htm\">https:\/\/www.bls.gov\/cps\/earnings.htm<\/a><\/p>\n<p>Examples of statistical infographics will be shared in Chapter 3 of this textbook.<\/p>\n<ul>\n<li class=\"import-bl\"><strong class=\"import-b\">Process infographics:<\/strong> This type of infographic shows a step-by-step visual guide to explain a process or instruction. So infographics that show a flowchart, a timeline, or step-by-step instructions would fit here. For example, the flowchart shown in Figure 2.8 shows the process for submission of an article to a journal and all the steps necessary for publication in a peer-reviewed journal.<\/li>\n<\/ul>\n<p><strong>Figure 2.8\u2014Example Process Infographic<\/strong><\/p>\n<figure id=\"attachment_201\" aria-describedby=\"caption-attachment-201\" style=\"width: 780px\" class=\"wp-caption alignnone\"><img class=\"wp-image-201 size-full\" style=\"font-size: 1em;\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0208.png\" alt=\"An infographic showing a process using a diagram template from Venngage\" width=\"780\" height=\"504\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0208.png 780w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0208-300x194.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0208-768x496.png 768w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0208-65x42.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0208-225x145.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0208-350x226.png 350w\" \/><figcaption id=\"caption-attachment-201\" class=\"wp-caption-text\">Note: Author Illustration (2022)<\/figcaption><\/figure>\n<ul>\n<li class=\"import-bl\"><strong class=\"import-b\">Timeline infographics:<\/strong> These types of infographics have a chronological layout to represent historical events, and time-related information. They can also be interactive where the user sees additional details by hovering over some part of the timeline. For example, in Figure 2.9, hovering the mouse over the icon in 2021\u20132022 explains what faculty gain by understanding their top five strengths from taking Gallop\u2019s Strength Finder test.<\/li>\n<\/ul>\n<p><strong>Figure 2.9\u2014Example of Timeline Infographic<\/strong><\/p>\n<figure id=\"attachment_202\" aria-describedby=\"caption-attachment-202\" style=\"width: 776px\" class=\"wp-caption alignnone\"><img class=\"wp-image-202 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0209.png\" alt=\"A timeline infographic with the header &quot;Building a Graduate Culture: Saint Mary-of-the-Woods College&quot; and the subheading &quot;A Journey: time, energy, and effort needed!&quot; The timeline is represented by a road with markers, with info by each marker. The first one reads, &quot;November 2021: Develop a pre-survey that graduate faculty build together. Determine strategies after reviewing results.&quot; Second header &quot;2021-2022: StrengthFinder: for graduate faculty. Build User Persona. Share Resources through a Graduate Community D2L space. Share Ideas (i.e. virtual poster show). Launch Arete.&quot; Third header: &quot;Global Leadership Conference with Graduate Teaching and Graduate Culture Tracks. Build a publishing support process for all graduate programs.&quot; Last header: &quot;2024: Develop post-survey. Evaluate and adjust strategies after sharing results. Document discussions.&quot; At the end, there is a footer, &quot;Culture: Fundamental beliefs and assumptions. Shared values. Norms. Patterns and behaviors. Tangible evidence.&quot;\" width=\"776\" height=\"601\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0209.png 776w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0209-300x232.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0209-768x595.png 768w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0209-65x50.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0209-225x174.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0209-350x271.png 350w\" \/><figcaption id=\"caption-attachment-202\" class=\"wp-caption-text\">Note: Author Illustration (2025)<\/figcaption><\/figure>\n<ul>\n<li class=\"import-bl\"><strong class=\"import-b\">Interactive infographics:<\/strong> These types of infographics are most often interactive allowing the user to interact and dive deeper into the information. Interactive infographics work well for large datasets (like census data).<br \/>\nAn example of a simple interactive infographic starts with a basic infographic but adds interaction using an app called <strong class=\"import-b\">ThingLink<\/strong>. Essentially, when the user hovers over or clicks the icon, the user is given additional information. Figure 2.9 shows a static version of the infographic, but the pop-up links can provide additional information, even video!<\/li>\n<\/ul>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p style=\"padding-left: 40px;\">ThingLink: An app-based program to engage and inform your audience. Link: <a class=\"rId59\" href=\"http:\/\/www.thinglink.com\"><span class=\"import-url\">http:\/\/www.thinglink.com<\/span><\/a><\/p>\n<p style=\"padding-left: 40px;\">What is ThingLink? ThingLink is an app-based program for annotating digital items. You add an icon to tag your item and can incorporate rich media. The multimedia editor allows a user to quickly create interactive images, videos, and self-guided tours. A user can also create a branching scenario for training, and even develop augmented reality (AR)! ThingLink is a great app for creating road maps or walking tours to incorporate text, audio, and videos. Figure 2.10 shows a basic use of ThingLink.<\/p>\n<p><strong>Figure 2.10\u2014Example of Interactive Infographic Using ThingLink<\/strong><\/p>\n<figure id=\"attachment_203\" aria-describedby=\"caption-attachment-203\" style=\"width: 565px\" class=\"wp-caption alignnone\"><img class=\"wp-image-203 size-full\" style=\"color: #373d3f; font-weight: bold; font-size: 1em;\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0210.png\" alt=\"The image shows a section of a webpage, with icons that would be links. The first one is &quot;This link provides a schedule and a way to apply.&quot; The second one says, &quot;This link shows the topics covered for the eight weeks.&quot; The third one, &quot;This link introduces the five faculty.&quot;\" width=\"565\" height=\"267\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0210.png 565w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0210-300x142.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0210-65x31.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0210-225x106.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0210-350x165.png 350w\" \/><figcaption id=\"caption-attachment-203\" class=\"wp-caption-text\">Note: Author Illustration (2020)<\/figcaption><\/figure>\n<ul>\n<li class=\"import-bl\"><strong class=\"import-b\">Comparison infographics:<\/strong> These types of infographics compare two or more concepts side-by-side using visuals to highlight similarities and differences.<br \/>\nAn example of this type of infographic might be management versus leadership skills, comparing two companies, or comparing two products. Some comparison infographics will include a Venn diagram, so the user sees the overlap between the two categories. Figure 2.11 compares inductive to deductive reasoning.<\/li>\n<\/ul>\n<p><strong>Figure 2.11\u2014Example of a Comparison Infographic<\/strong><\/p>\n<figure id=\"attachment_204\" aria-describedby=\"caption-attachment-204\" style=\"width: 521px\" class=\"wp-caption alignnone\"><img class=\"wp-image-204 size-full\" style=\"color: #373d3f; font-weight: bold; font-size: 1em;\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0211.png\" alt=\"An infographic showing inductive and deductive reasoning.\" width=\"521\" height=\"400\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0211.png 521w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0211-300x230.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0211-65x50.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0211-225x173.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0211-350x269.png 350w\" \/><figcaption id=\"caption-attachment-204\" class=\"wp-caption-text\">Note: Kuhlman &amp; Mitchell Illustration (2022)<\/figcaption><\/figure>\n<p style=\"padding-left: 40px;\">Another good example of a comparison infographic is a SWOT (<strong class=\"import-b\">S<\/strong>trengths, <strong class=\"import-b\">W<\/strong>eaknesses, <strong class=\"import-b\">O<\/strong>pportunities, and <strong class=\"import-b\">T<\/strong>hreats) or PESTLE (<strong class=\"import-b\">P<\/strong>olitical, <strong class=\"import-b\">E<\/strong>conomic, <strong class=\"import-b\">S<\/strong>ocial, <strong class=\"import-b\">T<\/strong>echnological, <strong class=\"import-b\">L<\/strong>egal, and <strong class=\"import-b\">E<\/strong>nvironmental). PESTLE is used to gain a macro picture of an industry. More about SWOT and PESTLE will be discussed in the next chapters.<\/p>\n<ul>\n<li class=\"import-bl\"><strong class=\"import-b\">Geographical infographics:<\/strong> These types of infographics use maps to visualize information. For example, the infographic in Figure 2.12 shows male and female participants by country. See how much easier it is to determine the information with a map instead of a table of numbers? This infographic was created in Power BI.<\/li>\n<\/ul>\n<p class=\"import-blp indent\"><strong class=\"import-bu\">Caution:<\/strong> Most Excel dashboards use a type of filtering called \u201cslicers.\u201d The same application in Power BI is more powerful because everything serves as a filter. No matter where you click, you drill down into more information. As you build a dashboard in either Excel or Power BI, you may want to consider restricting some of the filtering that loses focus of the purpose. Restrictive filtering just means that you lock down certain features (or hide some filters) so the user doesn\u2019t get lost or misinterpret the data.<\/p>\n<p class=\"import-blp indent\">Maps are powerful, and the more powerful the map, the greater the need to know the source, understand how the legend represents the information, and whether you have clusters or patterns of data that are obscured by the boundaries of the map (Buzzelli, 2020). For example, in using a traditional map (to show vote numbers), states are not uniform in population, so showing a state fully red or fully blue doesn\u2019t show what might be happening in specific cities. This issue is called a \u201cmodified areal unit problem.\u201d (Buzzelli, p. 171). This is why the popular vote seems to contradict the Electoral College winner. For this reason, some map creators transform a traditional map into a choropleth map where the \u201csize of the states are rescaled according to their population\u201d (Newman, 2016, para. 3).<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">Wiseman, A. (2015, Jun 25). When Maps Lie: Tips from a geographer on how to avoid being fooled. Bloomberg. <a class=\"rId60\" href=\"https:\/\/www.bloomberg.com\/news\/articles\/2015-06-25\/how-to-avoid-being-fooled-by-bad-maps\"><span class=\"import-url\">https:\/\/www.bloomberg.com\/news\/articles\/2015-06-25\/how-to-avoid-being-fooled-by-bad-maps<\/span><\/a><\/p>\n<p class=\"import-blpl indent\">In Figure 2.12, users can drill down by clicking on any circle in the country to find out even more detail on where the surveys originated (i.e., the state).<\/p>\n<p><strong>Figure 2.12\u2014Example Showing Geographic Data in Power BI Infographic <\/strong><\/p>\n<figure id=\"attachment_205\" aria-describedby=\"caption-attachment-205\" style=\"width: 670px\" class=\"wp-caption alignnone\"><img class=\"wp-image-205 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0212.png\" alt=\"An image of a BRIQ dataset, showing a table with countries and data on the left and a map displaying the data with pie charts of the table data located on their associated countries.\" width=\"670\" height=\"342\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0212.png 670w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0212-300x153.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0212-65x33.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0212-225x115.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0212-350x179.png 350w\" \/><figcaption id=\"caption-attachment-205\" class=\"wp-caption-text\">Note: BRIQ Dataset\u2014Author Illustration (2024)<\/figcaption><\/figure>\n<h2 class=\"import-bh\">Video Infographics Are Powerful<\/h2>\n<p class=\"import-paft\">One of the most powerful ways to use infographics is to \u201cshow\u201d your viewers rather than just narrate (tell) information. The \u201cshow approach\u201d simplifies communication and avoids misunderstandings. And sometimes you need a video infographic rather than a static infographic.<\/p>\n<p class=\"import-p indent\">One of the most powerful <em class=\"import-i\">narratives<\/em>, videos, and interactive infographics available is an animated data-driven documentary written and directed by Neil Halloran, called <em class=\"import-i\">The Fallen of World War II<\/em>. This documentary is deeply researched and has won several awards including 2016 Best American Infographics. This video infographic has been viewed over 9 million times.<\/p>\n<div class=\"wp-nocaption size-full wp-image-552 alignleft\"><img class=\"size-full wp-image-552 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png\" alt=\"\" width=\"67\" height=\"56\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png 67w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon-65x54.png 65w\" \/><\/div>\n<p class=\"import-rf1\">Halloran, N. (2016, Oct 26) The Fallen of World War II: An Interactive documentary. <a class=\"rId61\" href=\"http:\/\/www.fallen.io\/ww2\/\"><span class=\"import-url\">http:\/\/www.fallen.io\/ww2\/<\/span><\/a><\/p>\n<p class=\"import-p\">So now that you\u2019ve watched this interactive documentary, what kind of tools do you need to create a video infographic?<\/p>\n<h2 class=\"import-bh\">Infographic Online Apps<\/h2>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-paft\">Canva is located at <a class=\"rId62\" href=\"http:\/\/www.canva.com\"><span class=\"import-url\">www.canva.com<\/span><\/a> (Great infographics, beautiful templates, and a limited <em class=\"import-i\">free plan<\/em>). To create an interactive infographic beyond hyperlinks, you will need to pair it with another app like ThingLink: <a class=\"rId63\" href=\"http:\/\/www.thinglink.com\"><span class=\"import-url\">www.thinglink.com<\/span><\/a><\/p>\n<p class=\"import-p\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/>Venngage is located at <a class=\"rId64\" href=\"http:\/\/www.venngage.com\"><span class=\"import-url\">www.venngage.com<\/span><\/a> (Great infographics, a wide variety of templates). Venngage also has a getting started free plan that is limited. To create an interactive infographic beyond hyperlinks, use an app like ThingLink.<\/p>\n<p class=\"import-p indent\">Other popular tools for creating infographics include Visme, Snappa, Piktochart, Renderforest (online infographic video maker), and for the Power BI users, PureViz Infographic. PureViz is PBI Certified and an add-in to Power BI, and it is powerful!<\/p>\n<p class=\"import-p indent\">But don\u2019t forget\u2014there\u2019s one product you might overlook, and that\u2019s PowerPoint! Microsoft provides dozens of infographic templates, and PowerPoint slides can be saved as images of any size.<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">PowerPoint Presentations that include infographics.\u00a0Link: <a class=\"rId65\" href=\"https:\/\/create.microsoft.com\/en-us\/templates\/infographics\"><span class=\"import-url\">https:\/\/create.microsoft.com\/en-us\/templates\/infographics<\/span><\/a><\/p>\n<h2 class=\"import-bh\">Complex Interactive Infographic Using Large Datasets<\/h2>\n<p class=\"import-paft\">A complex interactive infographic is much more expensive to produce and requires some special skills if it draws data from a database. An example of an interactive infographic without all the bells and whistles can be found at Census.gov. The one pictured in Figure 2.13 pulls from 2019 census data. Essentially, a user selects a state, a congressional district, and a metro area. Only urban areas exceeding 50,000 in population are available. This interaction is on the low end of the scale and is more like an interactive \u201creport\u201d instead of an interactive infographic.<\/p>\n<p class=\"import-p\">The dataset is from an American Community Survey sponsored by the U.S. Census Bureau from 2019, and it provides a comparison between the metro area (in this case Terre Haute, Indiana) and the United States. It provides the total population, median age, median home value, median household income, below-poverty percentage, foreign-born percentage, percent high school graduate or higher, percentage without health insurance, and percent of households with a broadband internet subscription.<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">United States Census Bureau (2020). 2019 American Community Survey Data Wheel. <a class=\"rId66\" href=\"https:\/\/www.census.gov\/library\/visualizations\/interactive\/2019-acs-data-wheel.html\"><span class=\"import-url\">https:\/\/www.census.gov\/library\/visualizations\/interactive\/2019-acs-data-wheel.html<\/span><\/a><\/p>\n<p>See if you can find your city or region!<\/p>\n<p><strong>Figure 2.13\u2014Interactive Infographic Draws Data From a Database <\/strong><\/p>\n<figure id=\"attachment_206\" aria-describedby=\"caption-attachment-206\" style=\"width: 917px\" class=\"wp-caption alignnone\"><img class=\"wp-image-206 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0213.png\" alt=\"Image of a website dashboard for the 2019 American Community Survey Data Wheel, with an author-added textbox pointing to the dropdowns available that says, &quot;Drill Down&quot;\" width=\"917\" height=\"801\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0213.png 917w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0213-300x262.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0213-768x671.png 768w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0213-65x57.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0213-225x197.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0213-350x306.png 350w\" \/><figcaption id=\"caption-attachment-206\" class=\"wp-caption-text\">Source: U.S. Census Bureau\u20142019 American Community Survey (Interactive)\u2014<a href=\"https:\/\/creativecommons.org\/publicdomain\/mark\/1.0\/\">Public Domain<\/a>. Author Annotations Added<\/figcaption><\/figure>\n<p class=\"import-p indent\">When should you use an interactive infographic? See Table 2.5 for more information.<\/p>\n<p class=\"import-th\"><strong><span class=\"import-thn\">Table 2.5:<\/span> When to Use an Interactive Infographic<\/strong><\/p>\n<table class=\"grid\" style=\"height: 185px;\">\n<caption>(Beegel, 2014, pp. 29\u201334; Mitchell, 2018)<\/caption>\n<thead>\n<tr class=\"shaded\" style=\"height: 37px;\">\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 424.702px;\">\n<p class=\"import-tch\"><strong>Use an interactive infographic when\u00a0.\u00a0.\u00a0.<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 559.19px;\">\n<p class=\"import-tch\"><strong>All interactive infographics should meet the following criteria\u00a0.\u00a0.\u00a0.<\/strong><\/p>\n<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 424.702px;\">\n<p class=\"import-td\">\u2713An abundance of data (more than 10,000 records)<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 559.19px;\">\n<p class=\"import-td\">\u2713Be intuitive both in design and controls<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 424.702px;\">\n<p class=\"import-td\">\u2713Complex processes<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 559.19px;\">\n<p class=\"import-td\">\u2713Organized well<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 424.702px;\">\n<p class=\"import-td\">\u2713Large, detailed maps<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 559.19px;\">\n<p class=\"import-td\">\u2713Extensive user control<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\" style=\"height: 37px;\">\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 424.702px;\">\n<p class=\"import-td\">\u2713Data impacts readers differently<\/p>\n<\/td>\n<td class=\"TableNormal-C\" style=\"height: 37px; width: 559.19px;\">\n<p class=\"import-td\">\u2713Drill down\u2014multiple pages or view<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 class=\"import-bh\">Use the Gapminder Tool<\/h2>\n<p class=\"import-paft\">Does your organization need an interactive infographic? Consider checking out the interactive data map at Gapminder (<a class=\"rId67\" href=\"http:\/\/www.gapminder.org\"><span class=\"import-url\">www.gapminder.org<\/span><\/a>). It is a complex set of data that looks at life expectancy versus income per person, GDP per capita in dollars per year, across years and countries. For example, in 2015, Afghanistan had a life expectancy of 53.8; whereas the United States had a life expectancy of 79.1 years. On this infographic (as shown in Figure 2.14), on the actual website you click the \u201cplay\u201d button to see it populate the data from 1800 to 2022.<\/p>\n<p><strong>Figure 2.14\u2014Gapminder Interactive (and Animated) <\/strong><\/p>\n<figure id=\"attachment_1688\" aria-describedby=\"caption-attachment-1688\" style=\"width: 624px\" class=\"wp-caption alignnone\"><img class=\"wp-image-1688 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig2.14.png\" alt=\"Screenshot of a GapMinder visualization, with Life Expectancy on the vertical axis and Income on the horizontal axis. Various bubbles and arrows point out the potential interactive points on the screen that a user could click while on the website itself.\" width=\"624\" height=\"275\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig2.14.png 624w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig2.14-300x132.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig2.14-65x29.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig2.14-225x99.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig2.14-350x154.png 350w\" \/><figcaption id=\"caption-attachment-1688\" class=\"wp-caption-text\">Source: <a href=\"https:\/\/www.gapminder.org\/tools\/#$chart-type=bubbles&amp;url=v2\">Bubbles Chart<\/a> by Gapminder (2023) \u2014<a href=\"https:\/\/creativecommons.org\/licenses\/by\/4.0\/deed.en\">CC BY<\/a>. Author Annotations Added<\/figcaption><\/figure>\n<p class=\"import-p\">To find out more about Gapminder and the free tools available, visit and explore the sites listed.<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p>Try the Gapminder tool with your own data (includes step-by-step tutorial).\u00a0Tutorial Link: <a class=\"rId68\" href=\"https:\/\/vizabi.org\/tutorials\/2017\/04\/03\/show-your-data\/\"><span class=\"import-url\" lang=\"pt-BR\" xml:lang=\"pt-BR\">https:\/\/vizabi.org\/tutorials\/2017\/04\/03\/show-your-data\/<\/span><\/a><\/p>\n<p class=\"import-rf1\">Motion Chart Gadget Link: <a class=\"rId69\" href=\"https:\/\/www.gapminder.org\/upload-data\/motion-chart\/\"><span class=\"import-url\">https:\/\/www.gapminder.org\/upload-data\/motion-chart\/<\/span><\/a><\/p>\n<p class=\"import-rf2\">Link to Public Data at Google: <a class=\"rId70\" href=\"https:\/\/www.google.com\/publicdata\/\"><span class=\"import-url\">https:\/\/www.google.com\/publicdata\/<\/span><\/a><\/p>\n<p class=\"import-p\">According to Gapminder.org (2023), \u201cGapminder Tools is free and comes with built-in data.\u00a0.\u00a0.\u00a0. The offline version also allows you to create your own animated bubble charts, line charts and so on. Also have a look at Google\u2019s free <a class=\"rId71\" href=\"https:\/\/www.gapminder.org\/upload-data\/motion-chart\/\"><span class=\"import-url\">Motion Chart Gadget<\/span><\/a> and <a class=\"rId72\" href=\"https:\/\/www.google.com\/publicdata\/admin\"><span class=\"import-url\">Public Data Explorer<\/span><\/a>, where you can visualize your own data\u201d (FAQ, para. 1).<\/p>\n<h2 class=\"import-bh\">Government Datasets and Infographics<\/h2>\n<p class=\"import-paft\">There are several datasets from different states that are open and available to the public. For example, New York agencies publish open data weekly (<span class=\"import-url\">opendata.cityofnewyork.us<\/span>). New York features thousands of datasets ranging from restaurant inspections to Central Park\u2019s squirrel census. Almost every state has some type of interactive data dashboard. For example, Arizona\u2019s Judicial Branch leverages Power BI to show interactive dashboards on a variety of subjects.<\/p>\n<p class=\"import-p\">Many foreign governments have interactive infographics that include a broad range of topics you would expect\u2014unemployment rates, COVID, postsecondary education, education completion rates, and others. For example, Health Education England (HEE) has dozens of dashboards related to COVID, mental health, and many more. Many of these foreign government agencies use Power BI. And as certain issues reach global attention, expect to see dataset collaboration. For example, many countries are collaborating with the United Nations to contribute refugee information through an operational data portal.<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">Arizona Judicial Branch. (2023). Azcourts.gov. Statistics: Interactive Data Dashboards. <a class=\"rId73\" href=\"https:\/\/www.azcourts.gov\/statistics\/Interactive-Data-Dashboards\"><span class=\"import-url\">https:\/\/www.azcourts.gov\/statistics\/Interactive-Data-Dashboards<\/span><\/a><\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">Hoosier by the Numbers Located: <a class=\"rId74\" href=\"http:\/\/www.hoosierdata.in.gov\"><span class=\"import-url\">www.hoosierdata.in.gov<\/span><\/a>. Powered by STATS Indiana and hosted by the Indiana Department of Workforce Development<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">Operational Data Portal: Refugee Situations. (2023). The UN Refugee Agency (UNHCR). <a class=\"rId75\" href=\"https:\/\/data2.unhcr.org\/en\/countries\/\"><span class=\"import-url\">https:\/\/data2.unhcr.org\/en\/countries\/<\/span><\/a><\/p>\n<p class=\"import-p\">Almost every state and agency have similar infographic categories. Explore Indiana\u2019s <em class=\"import-i\">Hoosiers by the Numbers<\/em>. Indiana generates dashboards based on search criteria and this site contains dozens of Indiana ready-made infographics. See Figure 2.15 for more details.<\/p>\n<p class=\"import-p\"><strong class=\"import-b\">Hoosiers by the Numbers\u2014NOTE:<\/strong> Choose the <strong class=\"import-bi\"><em>Tools and Resources<\/em><\/strong> at this site to find an entire section of ready-made infographics. Some of the infographics are pulled from several databases, including the U.S. Bureau of Labor Statistics; Indiana Business Research Center; Indiana Department of Workforce Development, Occupational Employment, and Wage Statistics; Indiana Postsecondary Education Data System (IPEDS); and several others.<\/p>\n<p><strong>Figure 2.15\u2014Example of State Government<\/strong><\/p>\n<figure id=\"attachment_208\" aria-describedby=\"caption-attachment-208\" style=\"width: 630px\" class=\"wp-caption alignnone\"><img class=\"wp-image-208 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0215.png\" alt=\"Screenshot of INfographics online dashboard, created by Indiana's Development Research and Analysis division and the Indiana Business Research Center.\" width=\"630\" height=\"589\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0215.png 630w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0215-300x280.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0215-65x61.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0215-225x210.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0215-350x327.png 350w\" \/><figcaption id=\"caption-attachment-208\" class=\"wp-caption-text\">Source: Hoosiers by the Numbers <a href=\"https:\/\/www.hoosierdata.in.gov\/infographics\/\">INfographics<\/a> by Department of Workforce Development Research and Analysis division and the Indiana Business Research Center\u2014<a href=\"https:\/\/creativecommons.org\/publicdomain\/mark\/1.0\/\">Public Domain<\/a><\/figcaption><\/figure>\n<h2 class=\"import-bh\">Federal Interactive Infographics<\/h2>\n<p class=\"import-paft\">The federal government is rich in infographics. For example, the Federal Trade Commission has a Tableau Public account (essentially a third party makes the infographics but from the FTC\u2019s data). The FTC affectionately calls these Vizzes, not just infographics. As you would expect, this site contains fraud statistics, ID theft maps, and imposters\u2019 \u201cdo not call\u201d complaints.<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">Federal Trade Commission.\u00a0Link: <a class=\"rId77\" href=\"https:\/\/www.ftc.gov\/news-events\/data-visualizations\/explore-data\"><span class=\"import-url\">https:\/\/www.ftc.gov\/news-events\/data-visualizations\/explore-data<\/span><\/a><\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">U.S. Government Accountability Office.\u00a0Link to eight infographics of trends: <a class=\"rId78\" href=\"https:\/\/www.gao.gov\/infographic\/infographics-eight-trends-affecting-government-and-society\"><span class=\"import-url\">https:\/\/www.gao.gov\/infographic\/infographics-eight-trends-affecting-government-and-society<\/span><\/a><\/p>\n<p class=\"import-p\">This is only a sample of infographics and data visualizations available at government sites.<\/p>\n<div class=\"textbox textbox--key-takeaways\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">2.2 Self-Assessment 2: Compare Static and Interactive Infographics<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-lo\">Learning Objective #4\u2014Differentiate between static, interactive, and video infographics<\/p>\n<div class=\"wp-nocaption size-full wp-image-44 alignleft\"><img class=\"size-full wp-image-44 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png\" alt=\"\" width=\"69\" height=\"69\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png 69w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon-65x65.png 65w\" \/><\/div>\n<div id=\"h5p-5\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-5\" class=\"h5p-iframe\" data-content-id=\"5\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"2.4 Self-Assessment 2: Compare Static and Interactive Infographics\"><\/iframe><\/div>\n<\/div>\n<div class=\"wp-nocaption size-full wp-image-44 alignleft\"><img class=\"size-full wp-image-44 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png\" alt=\"\" width=\"69\" height=\"69\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png 69w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon-65x65.png 65w\" \/><\/div>\n<div id=\"h5p-6\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-6\" class=\"h5p-iframe\" data-content-id=\"6\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"2.4 Self-Assessment 2: Compare Static and Interactive Infographics 2\"><\/iframe><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"textbox textbox--exercises\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">2.4 Exercise 3: Explore and Discuss an Interactive Infographic \/ Data Visualization<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-lo\">Learning Objective #4\u2014Differentiate between static and interactive infographics<\/p>\n<p class=\"import-exf\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>Find an interactive infographic or data visualization from this section. Take a screenshot of the interactive infographic \/ visualization and discuss how it is used. Also include the URL. What do you like, and what do you think needs improvement?<\/p>\n<p class=\"import-ex\">Discuss how an interactive infographic might be used (or possibly is already in use) at your organization. Use the basic design criteria listed in this section to evaluate it. If you already use an interactive infographic at your organization, share the URL.<\/p>\n<\/div>\n<\/div>\n<div class=\"textbox textbox--exercises\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">2.4 Exercise 4: Interactive Infographic\u2014How Would You. . . ?<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-lo\">Learning Objective #4\u2014Differentiate between static and interactive infographics<\/p>\n<p class=\"import-exf\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>What are five ways an infographic about cancer patients could allow a viewer to interact with it? How could the data be segmented to provide additional interactivity?<\/p>\n<p class=\"import-ex\"><strong class=\"import-bu\">Hint:<\/strong> Global Cancer Observatory (GCO) has infographics. GCO is sponsored by the World Health Organization.<\/p>\n<\/div>\n<\/div>\n<h2 class=\"import-bh\">Infographics, PowerPoint, and AI<\/h2>\n<p class=\"import-paft\">Early in 2023, Microsoft extended its partnership with OpenAI, the maker of the ChatGPT tool. This means some interesting tools will be integrated with all office products and some new tools will be introduced. For example, one tool is the Microsoft Designer tool, an AI-powered design app. Just describe the design and use the Generate button, then choose one you like and customize as needed. See Figure 2.16 for more information!<\/p>\n<p><strong>Figure 2.16\u2014Illustration of Microsoft Designer<\/strong><\/p>\n<figure id=\"attachment_209\" aria-describedby=\"caption-attachment-209\" style=\"width: 605px\" class=\"wp-caption alignnone\"><img class=\"wp-image-209 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0216.png\" alt=\"Screenshot of Microsoft's Designer Tool, with a textbox and arrow pointing to where users should &quot;Type in your description&quot;\" width=\"605\" height=\"270\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0216.png 605w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0216-300x134.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0216-65x29.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0216-225x100.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0216-350x156.png 350w\" \/><figcaption id=\"caption-attachment-209\" class=\"wp-caption-text\">Source: Screenshot of Microsoft Designer Interface \u00a9 Microsoft Corporation. Author Annotations Added<\/figcaption><\/figure>\n<p class=\"import-p indent\">If you market using social media like Instagram or Facebook, this is well worth the exploration!<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">Microsoft Designer\u2014Stunning designs in a flash.\u00a0Link: <a class=\"rId79\" href=\"https:\/\/designer.microsoft.com\"><span class=\"import-url\">https:\/\/designer.microsoft.com<\/span><\/a><\/p>\n<p class=\"import-p\">Don\u2019t settle for the basic PowerPoint themes and designs available when you select a new PowerPoint! Instead take a minute to explore the animated presentations and infographics available to you through templates at Microsoft, Canva, and Venngage. All three use a component of AI to help users find the perfect template for their topic!<\/p>\n<p class=\"import-p\">Next, let\u2019s browse for infographic templates at Microsoft.<\/p>\n<h2 class=\"import-bh\"><img class=\"alignnone size-full wp-image-543\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/stepicon.png\" alt=\"\" width=\"64\" height=\"60\" \/>Step-by-Step Instructions for Finding Infographic Templates in PowerPoint<\/h2>\n<p><em>Note: Screenshots of PowerPoint interface \u00a9 Microsoft Corporation, used with attribution for instructional and illustrative purposes. Annotations added by the author.<\/em><\/p>\n<ol>\n<li class=\"import-nl\">In PowerPoint, click <strong class=\"import-b\">File<\/strong> and <strong class=\"import-b\">New<\/strong>.<\/li>\n<li class=\"import-nl\">At the <em class=\"import-i\">Search for online templates and themes<\/em>, type <em class=\"import-i\">infographics<\/em>. You will have a wide variety of choices, but for now, choose <em class=\"import-i\">Infographics<\/em> as illustrated in Exhibit 2.6. (Keep in mind that your experience will be slightly different depending on the PowerPoints you have recently opened.)<br \/>\n<figure id=\"attachment_56\" aria-describedby=\"caption-attachment-56\" style=\"width: 431px\" class=\"wp-caption alignnone\"><img class=\"wp-image-56 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0206.png\" alt=\"Screenshot of search interface for PowerPoint Infographics\" width=\"431\" height=\"175\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0206.png 431w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0206-300x122.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0206-65x26.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0206-225x91.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0206-350x142.png 350w\" \/><figcaption id=\"caption-attachment-56\" class=\"wp-caption-text\"><strong>Exhibit 2.6\u2014Example of Searching for PowerPoint Infographics<\/strong><\/figcaption><\/figure>\n<\/li>\n<li class=\"import-nl\">Scroll down until you find <strong class=\"import-b\">Animated scale graphic<\/strong>, and click it.<\/li>\n<li class=\"import-nl\">Choose <strong class=\"import-b\">Create<\/strong>, and it will download to your PowerPoint. Open the slide in presentation mode to see the animation. Notice that the slide deck includes the animated scale slide and an additional slide that has instructions to edit the slide if you need them. As shown in Exhibit 2.7, <strong class=\"import-b\">Help<\/strong> is on the right.<br \/>\n<figure id=\"attachment_57\" aria-describedby=\"caption-attachment-57\" style=\"width: 643px\" class=\"wp-caption alignnone\"><img class=\"wp-image-57 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0207.png\" alt=\"Screenshot of help for an animated slide in Microsoft, showing a scale with two sides to it.\" width=\"643\" height=\"249\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0207.png 643w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0207-300x116.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0207-65x25.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0207-225x87.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0207-350x136.png 350w\" \/><figcaption id=\"caption-attachment-57\" class=\"wp-caption-text\"><strong>Exhibit 2.7\u2014Example of Help for an Animated Slide From Microsoft<\/strong><\/figcaption><\/figure>\n<\/li>\n<li class=\"import-nl\">Remember to always look for templates at Microsoft first and then look in Canva or Venngage (they may call them presentations). Although there are other \u201cfree\u201d sources available, when you do a search, these will usually cost you your email address.<\/li>\n<\/ol>\n<h2 class=\"import-bh\">Start Building Your Own Infographic<\/h2>\n<p class=\"import-paft\">The real test of understanding an infographic is to create one of your own, but that means you need to pick an infographic app. A review of infographic software apps will yield a lot of results, so to save time, a comparison is made of three of the more popular infographic tools (Canva, Snappa, and Venngage). Use the tool that you like best!<\/p>\n<p class=\"import-p indent\">Perhaps you are at a place in an organization where you would request someone else to design an infographic for you. Keep in mind that creating infographics is considered a basic digital skill, and graphic designers can create beautiful designs, but they won\u2019t know the data as well\u2014and it is your story to tell. So let\u2019s explore how some of the infographic apps work!<\/p>\n<p class=\"import-p indent\">Only \u201cfree\u201d icons and \u201cfree\u201d templates were used here. Notice that the designs are different, but the information is the same.<\/p>\n<h2 class=\"import-bh\"><img class=\"alignnone size-full wp-image-543\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/stepicon.png\" alt=\"\" width=\"64\" height=\"60\" \/>Steps to Creating an Infographic<\/h2>\n<p class=\"import-paft\">The basic process for creating an infographic is as follows.<\/p>\n<p class=\"import-ulf\"><strong class=\"import-b\">Step 1<\/strong>\u2014Gather the data and\/or conduct research<\/p>\n<p class=\"import-ul\"><strong class=\"import-b\">Step 2<\/strong>\u2014Organize and conceptualize the data story (are you raising awareness or sounding a call to action?) Feel free to use the modified CASS template (Figure 2.1).<\/p>\n<p class=\"import-ull\"><strong class=\"import-b\">Step 3<\/strong>\u2014Draft and revise the visualization.<\/p>\n<p>&nbsp;<\/p>\n<p class=\"import-pcon indent\">Apply the general steps to the sample scenario.<\/p>\n<h2 class=\"import-bh\">Sample Scenario: Impact of Training Infographic<\/h2>\n<p class=\"import-paft indent\">To build an infographic, let\u2019s use the following scenario. Jim Wallace, a department head at NovaDrive Solutions, requested that Alicia, Donald, and Diana attend a meeting. Jim, the supervisor, challenged each of them to create an informational infographic that highlights how professional training can increase productivity. Jim\u2019s goal is to enhance productivity across all departments by expanding the role of internal trainers. It\u2019s important to note that Jim holds the same level of authority as other department heads.<\/p>\n<p class=\"import-p indent\">After conducting extensive research on how professional development can improve productivity and retain employees, Jim decided to conduct his own informal study. Two years ago, Jim utilized his training budget to support internal professional development instead of hiring an expensive external trainer. He opted for internal trainers, who are current employees of the company. These internal trainers are responsible for onboarding new employees, introducing them to the manufacturing process, and conducting quality control. As a result, employees have a strong rapport with them.<\/p>\n<p class=\"import-p indent\">Although Jim has shared this information in several department meetings, no other department has attempted the internal training model. He aims to showcase his success and convince his peers to follow suit. Therefore, he hopes that the infographic will finally persuade them. Jim has chosen not to share this report with the vice president yet, as he wants to gain support from other department heads first.<\/p>\n<p class=\"import-p indent\">The results of Jim\u2019s internal study, conducted in 2022, are as follows:<\/p>\n<ul>\n<li class=\"import-blf\">The internal trainer provided four one-hour sessions to 10 employees over four months, totaling 40 hours of training invested.<\/li>\n<li class=\"import-bl\">Each one-hour training session required three hours of preparation time for the internal trainer. Consequently, training 10 employees resulted in a total of 16 hours of preparation time.<\/li>\n<li class=\"import-bl\">The evaluations from the 10 employees showed an overall rating of 4.8\/5.0 and a confidence level of 5.0\/5.0 that the training would enhance their productivity.<\/li>\n<li class=\"import-bl\">In the subsequent year, these 10 employees worked a total of 20,000 hours. As a direct result of the training, their productivity increased by 1%, leading to a gain of 200 hours of work for the organization.<\/li>\n<li class=\"import-bll\">Essentially, investing 56 hours in training resulted in 200 hours of increased productivity.<\/li>\n<\/ul>\n<p class=\"import-p indent\">Jim asked Alicia, Donald, and Diana to create an infographic, even though Alicia expressed her concerns, saying, \u201cYou know we aren\u2019t graphic designers, right?\u201d Jim responded, \u201cWell, you are familiar with design thinking here at Nova, and you are the best presenters in my department. I believe you can figure it out!\u201d<\/p>\n<p class=\"import-p indent\">The following illustrations (see Exhibit 2.8) show infographics built in three different infographic software apps by Alicia, Donald, and Diana. This is the first draft from each employee.<\/p>\n<p class=\"import-sbh\"><strong>Exhibit 2.8\u2014Three Different Infographic Designs for the Same Scenario<\/strong><\/p>\n<table class=\"grid\">\n<thead>\n<tr>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\"><strong>Canva Design by Alicia<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\"><strong>Snappa Design by Donald<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\"><strong>Venngage Design by Diana<\/strong><\/p>\n<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"TableNormal-R\">\n<td class=\"TableNormal-C\">\n<figure id=\"attachment_58\" aria-describedby=\"caption-attachment-58\" style=\"width: 205px\" class=\"wp-caption aligncenter\"><img class=\"wp-image-58 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208a.png\" alt=\"Infographic using the same information but showing three different designs. This one is in Canva.\" width=\"205\" height=\"500\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208a.png 205w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208a-123x300.png 123w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208a-65x159.png 65w\" \/><figcaption id=\"caption-attachment-58\" class=\"wp-caption-text\">Note: Author Illustration (2025)<\/figcaption><\/figure>\n<\/td>\n<td class=\"TableNormal-C\">\n<figure id=\"attachment_59\" aria-describedby=\"caption-attachment-59\" style=\"width: 208px\" class=\"wp-caption aligncenter\"><img class=\"wp-image-59 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208b.png\" alt=\"infographic using the same information but showing three different designs. This one uses Snappa.\" width=\"208\" height=\"524\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208b.png 208w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208b-119x300.png 119w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208b-65x164.png 65w\" \/><figcaption id=\"caption-attachment-59\" class=\"wp-caption-text\">Note: Author Illustration (2025)<\/figcaption><\/figure>\n<\/td>\n<td class=\"TableNormal-C\">\n<figure id=\"attachment_60\" aria-describedby=\"caption-attachment-60\" style=\"width: 278px\" class=\"wp-caption aligncenter\"><img class=\"wp-image-60 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208c.png\" alt=\"Infographic using the same information but showing three different designs. This one uses Venngage.\" width=\"278\" height=\"401\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208c.png 278w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208c-208x300.png 208w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208c-65x94.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/ex0208c-225x325.png 225w\" \/><figcaption id=\"caption-attachment-60\" class=\"wp-caption-text\">Note: Author Illustration (2025)<\/figcaption><\/figure>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"indent\"><span style=\"orphans: 1; text-align: initial; font-size: 1em;\">Compare the three designs. Which do you like from a first-glance perspective? The supervisor, Jim Wallace, reviewed the three designs and gave the following feedback.<\/span><\/p>\n<p class=\"import-bqf indent\">I like the contrast between the green, white, and black, but I don\u2019t see a call to action. The first one does not have a year or discuss the use of an internal trainer. The third one has a call to action, and I like the layout, but it lacks the same flow as the other two. Can the three of you work together and combine your work to make the best one?<\/p>\n<h3 class=\"import-ch\">Team Discussion: Alicia, Donald, and Diana<\/h3>\n<p class=\"import-paft\">Jim\u2019s quick feedback had the three employees wondering what they should do next. The group brought their lunch to the team office and decided to use the modified CASS framework (see Figure 2.1) to evaluate the process. They soon realized that none of the infographics had a character or emotional connection. Diana asked, \u201cCan we turn it into a competition?\u201d Donald wondered, \u201cWhat would motivate the department heads?\u201d Alicia added, \u201cIs the 1% increase in productivity perceived as minimal and not worth a change?\u201d<\/p>\n<p><strong>Figure 2.17\u2014Use of CASS to Evaluate the Wallace Infographics<\/strong><\/p>\n<figure id=\"attachment_210\" aria-describedby=\"caption-attachment-210\" style=\"width: 724px\" class=\"wp-caption alignnone\"><img class=\"wp-image-210 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0217.png\" alt=\"PowerPoint slide showing CASS template boxes\" width=\"724\" height=\"420\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0217.png 724w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0217-300x174.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0217-65x38.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0217-225x131.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0217-350x203.png 350w\" \/><figcaption id=\"caption-attachment-210\" class=\"wp-caption-text\">Note: Author Completed CASS Template (2025)<\/figcaption><\/figure>\n<div class=\"textbox textbox--exercises\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">2.4 Exercise 5: Create Your First Infographic<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-lo\">Learning Objective #5\u2014Design an effective infographic using a free application<\/p>\n<p class=\"import-exf\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>You have been approached by Jim Wallace\u2019s team: Alicia, Donald, and Diana to help revise the infographic.<\/p>\n<ol>\n<li class=\"import-exnlf\">First, review the scenario, the CASS evaluation (Figure 2.17), the infographic quality checklist (Figure 2.7), and the team discussion. Review the directions for each infographic software.<\/li>\n<li class=\"import-exnl\">Second, create a free account at one or all three infographic apps (see Exhibit 2.8 for Canva, Snappa, or Venngage). Never give your credit card number for any reason; instead, choose the free option.<\/li>\n<li class=\"import-exnl\">Third, redesign one of the infographics or design a new infographic. Include an image of the infographic in the discussion board and discuss the changes and why you made them. Discuss how Jim Wallace should tell the story. Feel free to expand on some of the team\u2019s comments.<\/li>\n<li class=\"import-exnll\">Respond to your classmates\u2019 posts and provide constructive feedback.<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<p class=\"import-th\"><strong><span class=\"import-thn\">Table 2.6:<\/span> Comparison of Infographic Software Apps<\/strong><\/p>\n<table class=\"grid\">\n<caption><em>Note: Author-Provided Data (2024)<\/em><\/caption>\n<thead>\n<tr>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\"><strong>App Name<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\"><strong>Description<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\"><strong>Price<\/strong><\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-tch\"><strong>Tutorials<\/strong><\/p>\n<\/td>\n<\/tr>\n<\/thead>\n<tbody>\n<tr class=\"TableNormal-R\">\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Canva<\/p>\n<p class=\"import-td\"><a class=\"rId80\" href=\"http:\/\/www.canva.com\"><span class=\"import-url\">www.canva.com<\/span><\/a><\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Canva Infographic Maker: Lots of free templates that you can modify.<\/p>\n<p class=\"import-td\">If a teacher or students, even more available for free. Lots of icons and available content<\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Free to $12.99 per month OR<\/p>\n<p class=\"import-td\">Canva Pro $119.99\/yr for one person<\/p>\n<p class=\"import-td\">Canva for Teams $149\/yr. for 5 people<\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Lots of free tutorials\u2014video and text<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\">\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Snappa<\/p>\n<p class=\"import-td\"><a class=\"rId81\" href=\"https:\/\/snappa.com\"><span class=\"import-url\">https:\/\/snappa.com<\/span><\/a><\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Snappa: For nondesigners. Drag-and-drop. Allows background images. Very easy to use. Great icons.<\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Free to $10 per month<\/p>\n<p class=\"import-td\">Team is $20\/mo.<\/p>\n<p class=\"import-td\">Limited number of free \u201csaves\u201d<\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Video when you first log in<\/p>\n<\/td>\n<\/tr>\n<tr class=\"TableNormal-R\">\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Venngage<\/p>\n<p class=\"import-td\"><a class=\"rId82\" href=\"http:\/\/www.venngage.com\"><span class=\"import-url\">www.venngage.com<\/span><\/a><\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Infographics, but also posters, flyers, beautiful templates\u2014lots of business templates<\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Free to $10 per month Premium<\/p>\n<\/td>\n<td class=\"TableNormal-C\">\n<p class=\"import-td\">Has you pick three templates from the start, Venngage Academy<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 class=\"import-bh\">How to Create an Infographic in Canva<\/h2>\n<p class=\"import-paft\">All infographic examples used free icons, free templates, and free images. For the \u201chow to\u201d section, find the following instructions for Canva.<\/p>\n<h2 class=\"import-dhaft\"><img class=\"alignnone size-full wp-image-543\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/stepicon.png\" alt=\"\" width=\"64\" height=\"60\" \/>Step-by-Step Approach to Use Canva<\/h2>\n<p><em>Note: Screenshots of Canva interface \u00a9 Canva, <a href=\"https:\/\/www.canva.com\/\">https:\/\/www.canva.com\/<\/a>.<span class=\"import-url\"> U<\/span>sed with attribution for instructional and illustrative purposes. Annotations added by the author.<\/em><\/p>\n<ol>\n<li class=\"import-nl\"><strong class=\"import-b\">Type<\/strong> <a href=\"http:\/\/www.canva.com\"><span class=\"import-url\">www.canva.com<\/span><\/a> in your browser.<\/li>\n<li class=\"import-nl\">Note that to sign up, it has you choose your experience. It may show teams available at your organization (for now, <strong class=\"import-b\">skip<\/strong> this option).<\/li>\n<li class=\"import-nl\">The pop-up will ask, \u201cWhat will you be using Canva for?\u201d Choices include teacher, student, small business, large company, nonprofit or charity, and personal. Choose the <strong class=\"import-b\">selection that relates to your organization<\/strong>. This question by Canva is their way of matching the templates that relate to you, but all the free templates are available to you regardless of how you answer this question.<\/li>\n<li class=\"import-nl\">The next screen depends on how you answered question three. For example, if you select \u201cteacher,\u201d you will be asked \u201cWhere do you work?\u201d with choices that range from elementary to higher education.<\/li>\n<li class=\"import-nl\">The next screen shows a category of over 50,000 templates. Choose the <strong class=\"import-b\">template<\/strong> section that matches your organization.<\/li>\n<li class=\"import-nl\">Once you are through the pop-ups and examples, you get to a section called, \u201cWhat would you like to design?\u201d as shown in Figure 2.18.<br \/>\n<figure id=\"attachment_211\" aria-describedby=\"caption-attachment-211\" style=\"width: 962px\" class=\"wp-caption alignnone\"><img class=\"wp-image-211 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0218.png\" alt=\"Screenshot of step 5 for creating an infographic in Canva\" width=\"962\" height=\"233\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0218.png 962w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0218-300x73.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0218-768x186.png 768w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0218-65x16.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0218-225x54.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0218-350x85.png 350w\" \/><figcaption id=\"caption-attachment-211\" class=\"wp-caption-text\"><strong>Figure 2.18\u2014Canva Design Menu<\/strong><\/figcaption><\/figure>\n<\/li>\n<li class=\"import-nl\">It may also say \u201cDesign anything.\u201d Take the time to <strong class=\"import-b\">explore<\/strong> this section\u2014Canva does much more than just infographics. You can create designs for almost any reason, any event, or any platform. If you click in the search bar, type <strong class=\"import-b\">\u201cbusiness infographic + startup\u201d<\/strong> to see the template design used by Alicia (one of the three employees charged with designing an infographic). If you scroll down several rows of infographics, you will find the one labeled Business Startup Costs.<\/li>\n<li class=\"import-nl\">The Business Startup Costs template is 800 \u00d7 2000 pixels (not an ideal size for all social media platforms). Consider the best size to use for this situation. Canva will display lots of infographics in categories (i.e., business, education, charity, process, and timeline). Look for the ones marked free. Take time to <strong class=\"import-b\">explore<\/strong>. You do not have to use the exact template used in the comparison table.<\/li>\n<li class=\"import-nl\">To demonstrate, click the <strong class=\"import-b\">Business Startup Costs<\/strong> template to customize it. The tour pop-ups will demonstrate helpful tips. Once you have the template in design mode you will see a side and top menu. Some of the key elements are shown in Figure 2.19. Many of the design features are free, but things like \u201cAdd your brand fonts\u201d or clicking \u201cBrand Hub\u201d will prompt you to upgrade. You don\u2019t need the upgrade to create an outstanding infographic. Choose only free options.<br \/>\n<figure id=\"attachment_212\" aria-describedby=\"caption-attachment-212\" style=\"width: 636px\" class=\"wp-caption alignnone\"><img class=\"wp-image-212 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0219.png\" alt=\"Screenshot of Canva editor, with text boxes pointing to functions. Design: &quot;This shows you are in Design mode.&quot; Elements: &quot;Elements includes lines &amp; shapes, graphics, stickers, photos, and many are animated.&quot; Uploads: &quot;Upload allows you to connect to a social media account.&quot;\" width=\"636\" height=\"249\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0219.png 636w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0219-300x117.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0219-65x25.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0219-225x88.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0219-350x137.png 350w\" \/><figcaption id=\"caption-attachment-212\" class=\"wp-caption-text\"><strong>Figure 2.19\u2014Canva Template in Edit Mode<\/strong><\/figcaption><\/figure>\n<\/li>\n<li class=\"import-nl\">As you <strong class=\"import-b\">explore the menu<\/strong>, note the resize button, the effects button, the animate button, and so on\u2014click through them all so you know what they do.<\/li>\n<li class=\"import-nl\">Click on an <strong class=\"import-b\">existing icon<\/strong> and then click <strong class=\"import-b\">elements<\/strong>. Use the search bar to search something like <strong class=\"import-b\">calendar<\/strong> as shown in Figure 2.20. The crowns represent upgraded content, so choose items that are free.<br \/>\n<figure id=\"attachment_213\" aria-describedby=\"caption-attachment-213\" style=\"width: 464px\" class=\"wp-caption alignnone\"><img class=\"wp-image-213 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0220.png\" alt=\"A screenshot of icon results after searching &quot;calendar&quot; in Canva.\" width=\"464\" height=\"526\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0220.png 464w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0220-265x300.png 265w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0220-65x74.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0220-225x255.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0220-350x397.png 350w\" \/><figcaption id=\"caption-attachment-213\" class=\"wp-caption-text\"><strong>Figure 2.20\u2014Icon Examples<\/strong><\/figcaption><\/figure>\n<\/li>\n<li class=\"import-nl\">Click on different parts of the template to <strong class=\"import-b\">change the<\/strong> text.<\/li>\n<li class=\"import-nl\">Review, proofread, and <strong class=\"import-b\">conduct a quality check<\/strong> with the infographic quality checklist (see Figure 2.7).<\/li>\n<li class=\"import-nll\">When you are done with your design, choose <strong class=\"import-b\">File<\/strong> and <strong class=\"import-b\">Download<\/strong>. It recommends a PDF format, but if you use the drop-down menu, you will see that you can download it in JPG, PNG, PDF standard, PDF print, SVG, MP4 video, and GIF formats.<\/li>\n<\/ol>\n<p class=\"import-paft indent\">Now that you have designed your first Canva, consider ways to make this Canva better by reviewing the checklist. How could you make it more concise?<\/p>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">Canva Design School\u2014Courses are free.\u00a0Link: <a class=\"rId83\" href=\"http:\/\/www.canva.com\/designschool\/\"><span class=\"import-url\">www.canva.com\/designschool\/<\/span><\/a><\/p>\n<p class=\"import-rf1\"><img class=\"size-full wp-image-552 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png\" alt=\"\" width=\"67\" height=\"56\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png 67w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon-65x54.png 65w\" \/>Skills Factory. (Jan 2, 2023). <em class=\"import-i\">Canva\u2014Tutorial for Beginners in 13 minutes! 2023 Full Guide<\/em>. [Video]. YouTube.<\/p>\n<p><iframe id=\"oembed-5\" title=\"Canva - Tutorial for Beginners in 13 MINUTES!  [ 2023 FULL GUIDE ]\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/6M8axhCQP7M?feature=oembed&#38;rel=0\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<h2 class=\"import-bh\">How to Create an Infographic in Snappa<\/h2>\n<p class=\"import-paft\">All infographic examples used free icons, free templates, and free images. For the \u201chow to\u201d section, find the following instructions for Snappa.<\/p>\n<h2 class=\"import-dhaft\"><img class=\"alignnone size-full wp-image-543\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/stepicon.png\" alt=\"\" width=\"64\" height=\"60\" \/>Step-by-Step Approach to Using Snappa<\/h2>\n<p><em>Note: Screenshots of Snappa interface \u00a9 Snappa, <a href=\"https:\/\/snappa.com\/\">https:\/\/snappa.com\/<\/a>. Used with attribution for instructional and illustrative purposes. Annotations added by the author.<\/em><\/p>\n<ol>\n<li class=\"import-nl\"><strong class=\"import-b\">Type<\/strong> <span class=\"import-url\">https:\/\/snappa.com\/<\/span> and set up your free account. You may see a \u201cGet Started Free\u201d button.<\/li>\n<li class=\"import-nl\">To create a graphic, Snappa starts by having you set up your graphic size. A normal infographic is 800 pixels \u00d7 2000 pixels (see Figure 2.21).<br \/>\n<figure id=\"attachment_214\" aria-describedby=\"caption-attachment-214\" style=\"width: 433px\" class=\"wp-caption alignnone\"><img class=\"wp-image-214 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0221.png\" alt=\"A screenshot of the Snappa creation process, which starts with the user inputting width and height in pixels to create a new project.\" width=\"433\" height=\"102\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0221.png 433w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0221-300x71.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0221-65x15.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0221-225x53.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0221-350x82.png 350w\" \/><figcaption id=\"caption-attachment-214\" class=\"wp-caption-text\"><strong>Figure 2.21\u2014Snappa Creation Process Starts With Size<\/strong><\/figcaption><\/figure>\n<\/li>\n<li class=\"import-nl\">But if you use this option, it will create a <em class=\"import-i\">blank<\/em> infographic, so <strong class=\"import-b\">scroll down<\/strong> to Blogging and Infographics and select the infographic shown (don\u2019t worry, you aren\u2019t tied to this infographic). This opens to dozens of free templates (see Figures 2.22 and 2.23).<br \/>\n<figure id=\"attachment_215\" aria-describedby=\"caption-attachment-215\" style=\"width: 527px\" class=\"wp-caption alignnone\"><img class=\"wp-image-215 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0222.png\" alt=\"A screenshot of Snappa's options for templates.\" width=\"527\" height=\"219\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0222.png 527w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0222-300x125.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0222-65x27.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0222-225x94.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0222-350x145.png 350w\" \/><figcaption id=\"caption-attachment-215\" class=\"wp-caption-text\"><strong>Figure 2.22\u2014Choose Infographic to See Dozens of Free Templates<\/strong><\/figcaption><\/figure>\n<figure id=\"attachment_216\" aria-describedby=\"caption-attachment-216\" style=\"width: 587px\" class=\"wp-caption alignnone\"><img class=\"wp-image-216 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0223.png\" alt=\"A screenshot of Snappa's templates for social media.\" width=\"587\" height=\"152\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0223.png 587w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0223-300x78.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0223-65x17.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0223-225x58.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0223-350x91.png 350w\" \/><figcaption id=\"caption-attachment-216\" class=\"wp-caption-text\"><strong>Figure 2.23\u2014Headers, Banners, and Profile Pages<\/strong><\/figcaption><\/figure>\n<\/li>\n<li class=\"import-nl\">To use the template from Jim Wallace\u2019s team, scroll down to the template labeled <strong class=\"import-b\">2020 Most Valuable Brands<\/strong> (remember, you can use a different template if you prefer.). In Figure 2.24, notice a full menu that includes icons, vectors, photos, and uploads, a way to change the background, and easy replacement of text.<br \/>\n<figure id=\"attachment_217\" aria-describedby=\"caption-attachment-217\" style=\"width: 654px\" class=\"wp-caption alignnone\"><img class=\"wp-image-217 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0224.png\" alt=\"A screenshot of the Snappa design editor interface.\" width=\"654\" height=\"276\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0224.png 654w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0224-300x127.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0224-65x27.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0224-225x95.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0224-350x148.png 350w\" \/><figcaption id=\"caption-attachment-217\" class=\"wp-caption-text\"><strong>Figure 2.24\u2014Snappa Design Menu<\/strong><\/figcaption><\/figure>\n<\/li>\n<li class=\"import-nl\">In the initial step, you saw sample templates with their sizes listed. For example, here are some featured designs and their size (this is only a fraction of what is listed at Snappa!).<br \/>\na. Facebook post (1200px \u00d7 900px)<br \/>\nb. Instagram post (1080px \u00d7 1080px)<br \/>\nc. blog featured image (1200px \u00d7 628px)<br \/>\nd. LinkedIn post (1200px \u00d7 628px)<br \/>\ne. infographic (800px \u00d7 2000px)<br \/>\nf. ebook cover (1410px \u00d7 2250px)<br \/>\ng. Zoom background (1920px \u00d7 1080px)<\/li>\n<li class=\"import-nl\"><strong class=\"import-b\">Customize:<\/strong> apply color, style, and specific elements.<\/li>\n<li class=\"import-nl\">Incorporate data visualizations through elements, charts, or graphs as needed. Is there a call to action?<\/li>\n<li class=\"import-nl\">Review, proofread, and conduct a <strong class=\"import-b\">quality check<\/strong> with the infographic quality checklist (see Figure 2.7).<\/li>\n<li class=\"import-nll\"><strong class=\"import-b\">Download<\/strong> and share as a PNG, JPEG, and so on.As you consider Jim Wallace\u2019s team, part of your strategy is to pick the right medium (and best size media) to reach your audience. So what size would you pick?<\/li>\n<\/ol>\n<div class=\"wp-nocaption size-full wp-image-553 alignleft\"><img class=\"size-full wp-image-553 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/webicon.jpg\" alt=\"\" width=\"57\" height=\"59\" \/><\/div>\n<p class=\"import-rf1\">Snappa Getting Started Videos. Snappa has both video and a knowledge base (help) that has a search feature.\u00a0Link: <a class=\"rId85\" href=\"https:\/\/kb.snappa.com\/category\/16-getting-started-videos\"><span class=\"import-url\">https:\/\/kb.snappa.com\/category\/16-getting-started-videos<\/span><\/a><\/p>\n<h2 class=\"import-bh\">How to Make an Infographic in Venngage<\/h2>\n<p class=\"import-paft\">All infographic examples used free icons, free templates, and free images. For the \u201chow to\u201d section, find the following instructions for Venngage.<\/p>\n<h2 class=\"import-dhaft\"><img class=\"alignnone size-full wp-image-543\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/stepicon.png\" alt=\"\" width=\"64\" height=\"60\" \/>Step-by-Step Approach to Use Venngage<\/h2>\n<ol>\n<li class=\"import-nl\"><strong class=\"import-b\">Type<\/strong> <a class=\"rId86\" href=\"http:\/\/www.venngage.com\"><span class=\"import-url\">www.venngage.com<\/span><\/a> and sign up for a free account.<\/li>\n<li class=\"import-nl\">Once you log in, choose <strong class=\"import-b\">Templates<\/strong>.<\/li>\n<li class=\"import-nl\">Next, choose the category, <strong class=\"import-b\">Infographics<\/strong>, and in the search bar, type <em class=\"import-i\">achievement infographic<\/em> (or feel free to choose any infographic template). Figure 2.25 illustrates all the ways to customize the template.<br \/>\n<figure id=\"attachment_218\" aria-describedby=\"caption-attachment-218\" style=\"width: 643px\" class=\"wp-caption alignnone\"><img class=\"wp-image-218 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0225.png\" alt=\"A screenshot of the Venngage design editor interface.\" width=\"643\" height=\"282\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0225.png 643w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0225-300x132.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0225-65x29.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0225-225x99.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0225-350x153.png 350w\" \/><figcaption id=\"caption-attachment-218\" class=\"wp-caption-text\"><strong>Figure 2.25\u2014Edit Menu in Venngage<\/strong><br \/>Source: Screenshot of Venngage Interface \u00a9 Venngage, <a class=\"rId86\" href=\"http:\/\/www.venngage.com\"><span class=\"import-url\">www.venngage.com<\/span><\/a>. Author Annotations Added<\/figcaption><\/figure>\n<\/li>\n<li class=\"import-nl\"><strong class=\"import-b\">Customize<\/strong> the template using the font, size, color, and alignment.<\/li>\n<li class=\"import-nl\">Make sure the content is appropriate for your audience.<\/li>\n<li class=\"import-nl\"><strong class=\"import-b\">Insert<\/strong> relevant icons or images.<\/li>\n<li class=\"import-nl\">Incorporate data visualization to <em class=\"import-i\">illustrate insight<\/em>.<\/li>\n<li class=\"import-nl\"><strong class=\"import-b\">Review<\/strong> infographic\u2014Is there a call to action?<\/li>\n<li class=\"import-nl\"><strong class=\"import-b\">Add<\/strong> finishing touches (watermark, branding, check colors used for the organization).<\/li>\n<li class=\"import-nl\">Review and proofread, and use the quality checklist (Figure 2.7).<\/li>\n<li class=\"import-nll\">Save, share, and <strong class=\"import-b\">download<\/strong> your infographic. Make sure the infographic has a meaningful name. Feel free to share as a PDF, PNG, and so on.<\/li>\n<\/ol>\n<p class=\"import-paft indent\">There are many other features that are not noted in Figure 2.25, so take time to explore. All three apps change layouts and offer new features. Venngage now has an AI Card Generator! Now let\u2019s look at the next topic through the lens of artificial intelligence.<\/p>\n<h1 class=\"import-ah\">2.5 Leverage Visualizations With the Use of Artificial Intelligence<\/h1>\n<blockquote>\n<p class=\"import-epaft\">Visualizations can help us navigate a sea of data, making the complex simple and the abstract tangible.<\/p>\n<p class=\"import-ept\">\u2014David McCandless<\/p>\n<\/blockquote>\n<p class=\"import-paft\">If you were a beta tester for OpenAI ChatGPT, you were probably amazed to ask the artificial intelligence bot a question and watched as the AI quickly provided a list of answer(s). Like any good researcher, you should use AI for the tool it is and confirm the accuracy of the information. It is not a source, but it can serve as a catalyst for the ideation process. The AI market is expected to grow exponentially and revolutionize every industry because of its ability to learn, recognize patterns, problem-solve, plan, and make decisions. It\u2019s already built into several tools that you use regularly, though you may not know it. For example, Microsoft Word uses AI-powered features like grammar and style suggestions and intelligent proofreading. Google extensively leverages AI across its products with the end goal of enhancing user experience. Even the <strong class=\"import-b\">Hey <\/strong><strong class=\"import-b\">Google?<\/strong> assistant employs AI to understand and respond to our requests. AI is integrated into Google Maps, Google Photos, and most of Google\u2019s product lineup.<\/p>\n<p class=\"import-p indent\">Infographic creators have discovered ChatGPT is great for ideation, writing listicles, and providing users with a starting place for innovation. For example, we asked ChatGPT to \u201cMake a list of quotes that relate to data visualization,\u201d and it gave us 15 quotes identified by the person who said them. And we could refine this list by asking more specific questions. See Figure 2.26 for a partial list.<\/p>\n<p><strong>Figure 2.26\u2014Use of AI ChatGPT for Listicles<\/strong><\/p>\n<figure id=\"attachment_219\" aria-describedby=\"caption-attachment-219\" style=\"width: 404px\" class=\"wp-caption alignnone\"><img class=\"wp-image-219 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0226.png\" alt=\"A screenshot of a ChatGPT response to the prompt, &quot;Make a list of quotes that relate to data visualization.&quot;\" width=\"404\" height=\"195\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0226.png 404w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0226-300x145.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0226-65x31.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0226-225x109.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0226-350x169.png 350w\" \/><figcaption id=\"caption-attachment-219\" class=\"wp-caption-text\">Source: Screenshot of ChatGPT Interface \u00a9 OpenAI, <a href=\"https:\/\/chat.openai.com\/\">https:\/\/chat.openai.com\/<\/a><\/figcaption><\/figure>\n<p class=\"import-p indent\">AI relies on complex algorithms that can process enormous amounts of data faster than humans, but it\u2019s a \u201cfuzzy front end of the innovation process that entails convergence-divergence dynamic that spans problems and solutions\u201d (Kakatkar et al., 2020, p. 171).<\/p>\n<p class=\"import-p indent\">You are exposed to more artificial intelligence than you realize. If you purchased a new automobile recently, it may have been equipped with an Advanced Drive Assistance System (ADAS). AI powers ADAS with a plethora of safety features including machine learning and computer vision to analyze sensor data from cameras, radar, lidar, and other sources all to make real-time decisions for the safety of the passengers. And the use of AI in cars continues to evolve.<\/p>\n<p class=\"import-p indent\">Our journey in this chapter has focused on concepts that explain how data visualization can tell a story to connect with an audience. With AI playing a role in data visualization and storytelling, there are exciting possibilities in the future.<\/p>\n<p class=\"import-p indent\">Here are just a few futuristic possibilities:<\/p>\n<ul>\n<li class=\"import-blf\">Automated insights through analyzing patterns, correlations and outliers of large datasets that may have been overlooked.<\/li>\n<li class=\"import-bl\">Dynamic and interactive visualizations since AI assists users in exploring data from different perspectives including customizations that appeal to the user. AI\u2019s algorithms suggest appropriate visualization types based on the data and the story being told.<\/li>\n<li class=\"import-bl\">Personalized storytelling to tailor narratives to specific audiences to enhance engagement and understanding.<\/li>\n<li class=\"import-bll\">Real-time data visualizations allow users to monitor changing trends and patterns specifically helpful in fields like finance, social media analytics, and health care.<\/li>\n<\/ul>\n<p class=\"import-p indent\">Automated data storytelling can\u2019t be far behind. If AI can assist in finding insights today, how close are we to asking ChatGPT \u201cWhat\u2019s the story behind this data?\u201d<\/p>\n<p class=\"import-p indent\">ChatGPT-4 (the paid version) allows you to turn on Advanced Data Analysis and upload up to 10 different documents, and each document can be up to 500MB. It responds to your questions. To see more, feel free to watch the Flow State AI &amp; Automation video.<\/p>\n<p class=\"import-rf1\"><img class=\"size-full wp-image-552 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png\" alt=\"\" width=\"67\" height=\"56\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon.png 67w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/videoicon-65x54.png 65w\" \/>Flow State AI &amp; Automation. (2023, Oct 25). <em class=\"import-i\">How to Use ChatGPT-4 Advanced Data Analysis\u2014Analyze your Data with AI<\/em>. [Video]. YouTube.<\/p>\n<p><iframe id=\"oembed-6\" title=\"How to Use ChatGPT-4 Advanced Data Analysis - Analyse your data with AI\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/aO_SMVbsu9A?feature=oembed&#38;rel=0\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<h2 class=\"import-bh\">Microsoft\u2019s AI\u2014Copilot<\/h2>\n<p class=\"import-paft\">Although ChatGPT is phenomenal, the free version was disconnected from the internet in 2022. Copilot is a great alternative. First of all, it is still connected to the internet. Secondly, it provides footnotes linked to sources of the information found. If you have explored ChatGPT, you will note that it sometimes just makes up things, and with no linked notes, it makes it difficult to find the sources to verify the information. Copilot also provides DALL-E 3 image generation for free. Here\u2019s the same list in Copilot (see Figure 2.27).<\/p>\n<p><strong>Figure 2.27\u2014Copilot Listicles<\/strong><\/p>\n<figure id=\"attachment_608\" aria-describedby=\"caption-attachment-608\" style=\"width: 1011px\" class=\"wp-caption alignnone\"><img class=\"wp-image-608 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0227-e1751372893577.png\" alt=\"A screenshot of a Microsoft Copilot response to the same prompt, &quot;Make a list of quotes that relate to data visualization.&quot;\" width=\"1011\" height=\"517\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0227-e1751372893577.png 1011w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0227-e1751372893577-300x153.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0227-e1751372893577-768x393.png 768w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0227-e1751372893577-65x33.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0227-e1751372893577-225x115.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/04\/fig0227-e1751372893577-350x179.png 350w\" \/><figcaption id=\"caption-attachment-608\" class=\"wp-caption-text\">Source: Screenshot of Microsoft Copilot Interface \u00a9 Microsoft Corporation<\/figcaption><\/figure>\n<div class=\"textbox textbox--key-takeaways\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">2.3 Self-Assessment: Bias and Unethical Use of Data<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-lo\">Learning Objective #6\u2014Recognize bias and unethical use of data<\/p>\n<div class=\"wp-nocaption size-full wp-image-44 alignleft\"><img class=\"size-full wp-image-44 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png\" alt=\"\" width=\"69\" height=\"69\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon.png 69w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/clipboardicon-65x65.png 65w\" \/><\/div>\n<div id=\"h5p-7\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-7\" class=\"h5p-iframe\" data-content-id=\"7\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"2.5 Self-Assessment: Bias and Unethical Use of Data\"><\/iframe><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"textbox textbox--exercises\">\n<header class=\"textbox__header\">\n<p class=\"textbox__title\">2.5 Exercise 1: Use AI to Create a Listicle<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-lo\">Learning Objective #6\u2014Recognize bias and unethical use of data<\/p>\n<p class=\"import-exulf\"><strong class=\"import-b\"><img class=\"wp-image-1111 size-full alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/05\/comments-128-e1747741382383.png\" alt=\"\" width=\"61\" height=\"61\" \/>Step 1:<\/strong> Create an account at <a class=\"rId88\" href=\"http:\/\/OpenAI.com\/chatgpt.\"><span class=\"import-url\">http:\/\/OpenAI.com\/chatgpt<\/span><\/a>.<\/p>\n<p class=\"import-exul\"><strong class=\"import-b\">Step 2:<\/strong> For practice, put this prompt in the \u201cSend a message\u201d box: <em class=\"import-i\">Provide a list of free visuals that can be used for data visualization<\/em> (depicted in Figure 2.28).<\/p>\n<figure id=\"attachment_220\" aria-describedby=\"caption-attachment-220\" style=\"width: 724px\" class=\"wp-caption alignnone\"><img class=\"wp-image-220 size-full\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0228.png\" alt=\"A screenshot of ChatGPT's response to the prompt, &quot;Please provide a list of free visuals that can be used for data visualization.\" width=\"724\" height=\"341\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0228.png 724w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0228-300x141.png 300w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0228-65x31.png 65w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0228-225x106.png 225w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/fig0228-350x165.png 350w\" \/><figcaption id=\"caption-attachment-220\" class=\"wp-caption-text\"><strong>Figure 2.28\u2014Question to Ask AI<\/strong><br \/>Source: Screenshot of ChatGPT Interface \u00a9 OpenAI, <a href=\"https:\/\/chat.openai.com\/\">https:\/\/chat.openai.com\/<\/a>. Author Annotations Added<\/figcaption><\/figure>\n<p class=\"import-exul\"><strong class=\"import-b\">Step 3:<\/strong> Ask ChatGPT to write a different type of list by using this prompt: <em class=\"import-i\">Create a list of five arguments for using AI and five arguments for not using AI from an ethical standpoint.<\/em><\/p>\n<p class=\"import-exul\"><strong class=\"import-b\">Step 4:<\/strong> Discuss your findings either in class or on the discussion board as directed by your instructor.<\/p>\n<\/div>\n<\/div>\n<h1 class=\"import-ah\">Chapter 2 Summary<\/h1>\n<p class=\"import-paft\">This chapter lays the groundwork for understanding the significance of impactful data visualizations combined with engaging storytelling. In today\u2019s information-saturated world, persuading and captivating our audience becomes increasingly challenging. Data can truly speak when the data storyteller can unravel its complexities and weave a narrative that reveals insights. Design thinking, a human-centered approach that prioritizes the audience, becomes essential. Though what happens when you are not physically present to present your data visualization? Will the audience still hear the voice of the data? This chapter introduces design thinking for storytelling, highlighting contextualization, engagement, emotional connection, simplification and clarity, guiding attention and focus, and retention and comprehension as key strategies to employ when you are not in person as the storyteller.<\/p>\n<p class=\"import-p indent\">Storytelling may not be necessary for every aspect of presenting data, but certain data holds vital insights, correlations, and outliers that demand a compelling story that engages the audience. It is crucial to approach both the story and the data visualizations with honesty, impartiality, and ethical considerations.<\/p>\n<p class=\"import-p indent\">To evaluate your data storytelling, utilize one of the data storytelling framework templates. It\u2019s important to note that a single framework cannot fit every situation, but observing the similarities among different models can enhance your ability to evaluate data storytelling. Consider models like the CASS template (context, audience, story, and situation) or the simplicity of the 5 Ws. Plan to use an infographic quality checklist for evaluation.<\/p>\n<p class=\"import-p indent\">You will sharpen your ability to discern between good, bad, and ugly data visualizations through the practice of evaluating data visualization designs. Remember that poor data visualizations may indicate manipulation, cherry-picking, or mislabeling of data. There is often an intention on the part of the storyteller to exaggerate or downplay certain points. Bad data visualizations typically cross ethical boundaries. Ugly data visualizations involve cluttered charts, ambiguous color schemes, inconsistent design, or improper chart types. Inexperience often leads to ugly data visualizations. On the other hand, good data visualizations effectively communicate by contextualizing, engaging, and emotionally connecting with the audience, simplifying complex data, and guiding the audience\u2019s attention to data insights.<\/p>\n<p class=\"import-p indent\">In addition to Iliinsky\u2019s four pillars of visualization (purpose, content, structure, and format), consider the context necessary for the audience to better understand and retain your data story. Remember to review and use all the tools available to determine the quality of your data visualization and the accompanying story.<\/p>\n<p class=\"import-p indent\">This chapter introduces various types of infographics, including statistical, process, timeline, interactive, comparison, geographical, and video infographics. Take the time to explore examples of these infographic types and tools like Gapminder, which can tame large datasets and reveal unexpected insights. Furthermore, the chapter introduces three infographic software apps and provides step-by-step instructions for using each of the apps to create your first infographic. The final section of the chapter delves into the future of infographics, exploring the role of artificial intelligence in this field.<\/p>\n<h1 class=\"import-hd\">Chapter 2 Case: The Power of Infographics<\/h1>\n<p class=\"import-paft\"><img class=\"wp-image-43 alignleft\" src=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/casestudyicon.png\" alt=\"\" width=\"116\" height=\"122\" srcset=\"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/casestudyicon.png 157w, https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-content\/uploads\/sites\/54\/2025\/03\/casestudyicon-65x68.png 65w\" \/>In this culminating project, apply the knowledge and skills acquired in this chapter to create an engaging and informative infographic that relates to your organization or a topic that interests you. Combine your understanding of design principles, data analysis, and storytelling techniques to showcase your understanding of how infographics can effectively convey complex information in a visually compelling way.<\/p>\n<h2 class=\"import-bh\">Case Objectives<\/h2>\n<ol>\n<li class=\"import-nl\">Evaluate a data storytelling project for effectiveness.<\/li>\n<li class=\"import-nl\">Differentiate between effective and ineffective data visualizations.<\/li>\n<li class=\"import-nl\">Apply design principles and use models (like CASS) to evaluate the infographic to ensure understanding of the information presented in charts and infographics.<\/li>\n<li class=\"import-nl\">Analyze and interpret data to extract key insights and develop an effective narrative.<\/li>\n<li class=\"import-nl\">Listen critically to identify powerful narratives and use effective storytelling to frame meaningful messages (Chapter 1, LO 4).<\/li>\n<li class=\"import-nl\">Design an effective infographic using a free application.<\/li>\n<\/ol>\n<h2 class=\"import-bh\">Case Guidelines<\/h2>\n<ol>\n<li class=\"import-nl\"><em class=\"import-i\">Topic selection:<\/em> Choose from a topic of personal interest within your organization, or if you prefer, choose anything from environmental issues to historical events, scientific phenomena, social trends, and so on.<\/li>\n<li class=\"import-nl\"><em class=\"import-i\">Data gathering and analysis:<\/em> Conduct research to collect the relevant data and information about your chosen topic. Feel free to speak to a coworker. Critically evaluate the data to ensure credibility and accuracy. Indicate the significant insight that can be highlighted in the infographic.<\/li>\n<li class=\"import-nl\"><em class=\"import-i\">Design and visual presentation:<\/em> Create a visually appealing infographic using one of the digital tools (Canva, Snappa, or Venngage, or others approved by your instructor). Use good design to present a balanced infographic that enhances audience understanding.<\/li>\n<li class=\"import-nl\"><em class=\"import-i\">Self-assessment:<\/em> Use one of the frameworks (like CASS) to evaluate your infographic. Proofread it, and use the infographic quality checklist.<\/li>\n<li class=\"import-nl\"><em class=\"import-i\">Storytelling and narrative:<\/em> Create a compelling narrative that effectively communicates the information presented in the infographic. The narrative should engage the audience, capture their attention, and guide them to draw meaningful conclusions or insights. Incorporate at least two lessons from Chapter 1.<\/li>\n<li class=\"import-nl\"><em class=\"import-i\">Target audience:<\/em> In a separate discussion, indicate the specific target audience your infographic was designed for and the audience\u2019s level of knowledge and interest that influenced how you designed the infographic.<\/li>\n<li class=\"import-nl\"><em class=\"import-i\">Presentation, reflection, and feedback:<\/em> Each student will present their infographic with a narrative\/storytelling to the class. Then highlight the key insights and storytelling elements you used. Students should provide feedback to one another using the CASS template and the quality checklist as a guide. After the presentation and feedback, reflect on the design choice, data interpretation, and overall effectiveness.<\/li>\n<\/ol>\n<div class=\"textbox textbox--examples\">\n<header class=\"textbox__header\">\n<p class=\"import-ah\">Chapter 2 References<\/p>\n<\/header>\n<div class=\"textbox__content\">\n<p class=\"import-rf hanging-indent\">Beegle, J. (2014). <em class=\"import-i\">Infographics for dummies<\/em>. John Wiley &amp; Sons, Inc. Publishing. ProQuest eBook Central Database.<\/p>\n<p class=\"import-rf hanging-indent\">Berinato, S. (2016). Visualizations that really work. <em class=\"import-i\">Harvard Business Review<\/em> (Magazine). <a class=\"rId89\" href=\"https:\/\/hbr.org\/2016\/06\/visualizations-that-really-work\"><span class=\"import-url\">Visualizations That Really Work<\/span><\/a> (<a class=\"rId90\" href=\"https:\/\/hbr.org\/2016\/06\/visualizations-that-really-work\"><span class=\"import-url\">hbr.org<\/span><\/a>)<\/p>\n<p class=\"import-rf hanging-indent\">Brown, T. (2008, June). Design thinking. <em class=\"import-i\">Harvard Business Review<\/em> (Magazine). <a class=\"rId91\" href=\"https:\/\/hbr.org\/2008\/06\/design-thinking\"><span class=\"import-url\">https:\/\/hbr.org\/2008\/06\/design-thinking<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Buzzelli M. (2020). Modifiable Areal Unit Problem. <em class=\"import-i\">International Encyclopedia of Human Geography<\/em>, 169\u2013173. <a class=\"rId92\" href=\"https:\/\/doi.org\/10.1016\/B978-0-08-102295-5.10406-8\"><span class=\"import-url\">https:\/\/doi.org\/10.1016\/B978-0-08-102295-5.10406-8<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Dale Carnegie. (2018). <em class=\"import-i\">The art of storytelling learning guide<\/em>. Dale Carnegie eBooklet. <a class=\"rId93\" href=\"http:\/\/www.dalecarnegie.com\"><span class=\"import-url\" lang=\"fr-FR\" xml:lang=\"fr-FR\">http:\/\/www.dalecarnegie.com<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">DeLuca, L. (2018, June 6). <em class=\"import-i\">How story arcs help you design a better presentation<\/em>. Linda DeLuca Coaching. <a class=\"rId94\" href=\"https:\/\/lindadeluca.net\/how-story-arcs-help-you-design-a-better-presentation\/\"><span class=\"import-url\" lang=\"it-IT\" xml:lang=\"it-IT\">https:\/\/lindadeluca.net\/how-story-arcs-help-you-design-a-better-presentation\/<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Gemignani, Z. (2023, April 7). <em class=\"import-i\">How to summarize data using ChatGPT<\/em>. JuiceAnaltyics. <a class=\"rId95\" href=\"https:\/\/www.juiceanalytics.com\/writing\/how-to-summarize-data-using-chatgpt\"><span class=\"import-url\">https:\/\/www.juiceanalytics.com\/writing\/how-to-summarize-data-using-chatgpt<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Harrison, K. (2015, Jan 20). A good presentation is about data and story. <em class=\"import-i\">Forbes<\/em>. <span class=\"import-url\">http:\/\/<\/span><a class=\"rId96\" href=\"http:\/\/www.forbes.com\"><span class=\"import-url\">www.forbes.com<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Jaleniauskiene, E., &amp; Kasperiuniene, J. (2023). Infographics in higher education: A scoping review. <em class=\"import-i\">E-Learning and Digital Media, 20<\/em>(2), 191\u2013206. <a class=\"rId97\" href=\"https:\/\/doi.org\/10.1177\/20427530221107774\"><span class=\"import-url\">https:\/\/doi.org\/10.1177\/20427530221107774<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Kakatkar, C., Bilgram, V., &amp; F\u00fcller, J. (2020). Innovation analytics: Leveraging artificial intelligence in the innovation process. <em class=\"import-i\">Business Horizons 63<\/em> (2), 171\u2013181. <a class=\"rId98\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0007681319301533\"><span class=\"import-url\">https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0007681319301533<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Kiggins, R. (2016). <em class=\"import-i\">Changing Boeing culture with design thinking: An interactive, empathic, human-centered approach to innovation<\/em>. Global Product Data Interoperability Summit 2016. <a class=\"rId99\" href=\"https:\/\/gpdisonline.com\/event-history\/\"><span class=\"import-url\">https:\/\/gpdisonline.com\/event-history\/<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Kitch, B. (2023, June 28). <em class=\"import-i\">A complete guide to the design thinking process<\/em>. Mural-Blog. <a class=\"rId100\" href=\"https:\/\/www.mural.co\/blog\/design-thinking\"><span class=\"import-url\">https:\/\/www.mural.co\/blog\/design-thinking<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Konrad (2023). <em class=\"import-i\">What is design thinking<\/em><em class=\"import-i\">?<\/em> Konrad Consulting. <a class=\"rId101\" href=\"https:\/\/www.konrad.com\/research\/what-is-design-thinking\"><span class=\"import-url\">https:\/\/www.konrad.com\/research\/what-is-design-thinking<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Levie, W. &amp; Lentz, R. (1982). Effects of text illustrations: A review of research. <em class=\"import-i\">ECTJ30<\/em>, 195\u2013232 <a class=\"rId102\" href=\"https:\/\/doi.org\/10.1007\/BF02765184\"><span class=\"import-url\">https:\/\/doi.org\/10.1007\/BF02765184<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Pferdt, F. (2019). <em class=\"import-i\">Design thinking in 3 steps: How to build a culture of innovation<\/em>. Future of Marketing. Think with Google. <a class=\"rId103\" href=\"https:\/\/www.thinkwithgoogle.com\/future-of-marketing\/creativity\/design-thinking-principles\/\"><span class=\"import-url\">https:\/\/www.thinkwithgoogle.com\/future-of-marketing\/creativity\/design-thinking-principles\/<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Princeton Review. (2019). <em class=\"import-i\">The Princeton Review 2019 college hopes &amp; worries survey reports on 11,900 students\u2019 and Parents\u2019 \u201cdream\u201d colleges and application perspectives<\/em>. Cision PR Newswire. <a class=\"rId104\" href=\"https:\/\/www.prnewswire.com\"><span class=\"import-url\">https:\/\/www.prnewswire.com<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Shalloway, A. (2014, Feb 12). <em class=\"import-i\">Data visualization acts as a campfire which we gather to tell stories<\/em>. [Tweet]. Twitter. <a class=\"rId105\" href=\"https:\/\/twitter.com\/alshalloway\"><span class=\"import-url\">https:\/\/twitter.com\/alshalloway<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Stewart, C. (2019, Nov 5). <em class=\"import-i\">The best infographic tools from around the web<\/em>. Creative BloQ: Art and Design Inspiration. <a class=\"rId106\" href=\"https:\/\/www.creativebloq.com\/infographic\/tools-2131971\"><span class=\"import-url\">https:\/\/www.creativebloq.com\/infographic\/tools-2131971<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Swanson, L. (Host). (2017\u2014present). <em class=\"import-i\">Noah Iliinsky: Data visualization and information design\u2014episode 89<\/em>. [Audio podcast]. EllessMedia\u2014Content Strategy Insights. <a class=\"rId107\" href=\"https:\/\/ellessmedia.com\/csi\/noah-iliinsky\/\"><span class=\"import-url\">https:\/\/ellessmedia.com\/csi\/noah-iliinsky\/<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Toffler, A. (1984, June 1). <em class=\"import-i\">Future Shock<\/em>. (republished from 1970) Bantam Publishing.<\/p>\n<p class=\"import-rf hanging-indent\">UIA. (2022). <em class=\"import-i\">The encyclopedia of world problems and human potential<\/em>. Union of International Associations. <a class=\"rId108\" href=\"https:\/\/uia.org\/encyclopedia\"><span class=\"import-url\">https:\/\/uia.org\/encyclopedia<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">United States Census Bureau. (2020, Sept 17). <em class=\"import-i\">2019 American community survey data wheel<\/em>. United States Census Bureau. <a href=\"https:\/\/www.census.gov\/library\/visualizations\/interactive\/2019-acs-data-wheel.html\"><span class=\"import-url\">https:\/\/www.census.gov\/library\/visualizations\/interactive\/2019-acs-data-<\/span><span class=\"import-url\">wheel.html<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Wallace, D. (2015, March 3). <em class=\"import-i\">The power &amp; persuasion of infographics<\/em>. SMX West 2015 Conference. <a class=\"rId110\" href=\"https:\/\/www.bruceclay.com\/blog\/infographics-best-practices-smx\/\"><span class=\"import-url\">https:\/\/www.bruceclay.com\/blog\/infographics-best-practices-smx\/<\/span><\/a><\/p>\n<p class=\"import-rf hanging-indent\">Zopf, R., Giabbiconi, C. M., Gruber, T., &amp; M\u00fcller, M. M. (2004). Attentional modulation of the human somatosensory evoked potential in a trial-by-trial spatial cueing and sustained spatial attention task measured with high density 128 channels EEG. <em class=\"import-i\">Brain Res. Cogn. Brain Res.<\/em> 20 491\u2013509.<\/p>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n","protected":false},"author":16,"menu_order":2,"template":"","meta":{"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"part":3,"_links":{"self":[{"href":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-json\/pressbooks\/v2\/chapters\/562"}],"collection":[{"href":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-json\/wp\/v2\/users\/16"}],"version-history":[{"count":194,"href":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-json\/pressbooks\/v2\/chapters\/562\/revisions"}],"predecessor-version":[{"id":1723,"href":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-json\/pressbooks\/v2\/chapters\/562\/revisions\/1723"}],"part":[{"href":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-json\/pressbooks\/v2\/parts\/3"}],"metadata":[{"href":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-json\/pressbooks\/v2\/chapters\/562\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-json\/wp\/v2\/media?parent=562"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-json\/pressbooks\/v2\/chapter-type?post=562"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-json\/wp\/v2\/contributor?post=562"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/pressbooks.palni.org\/leveragingdatavisualizationtocommunicateeffectively\/wp-json\/wp\/v2\/license?post=562"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}