{"id":4989,"date":"2024-06-06T09:56:05","date_gmt":"2024-06-06T09:56:05","guid":{"rendered":"https:\/\/zeus.vision\/?p=4989"},"modified":"2024-06-06T09:56:06","modified_gmt":"2024-06-06T09:56:06","slug":"how-does-generative-ai-help-in-data-visualization","status":"publish","type":"post","link":"https:\/\/zeus.vision\/en\/data-talk-en\/how-does-generative-ai-help-in-data-visualization\/","title":{"rendered":"How does generative AI help in data visualization?"},"content":{"rendered":"\n<p><strong>Generative AI <\/strong>has become a true technological phenomenon that is reshaping the way we interact with information and make strategic decisions. In the digital age in which we live, data visualization has been crucial for understanding and communicating large amounts of data at a glance. However, with the explosion of data in recent years, visualization has become increasingly challenging.<\/p>\n\n\n\n<p>It is in this context where generative AI takes center stage and becomes a tool that has been developing skills for new applications in the field of data analysis.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Contenidos<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #ffffff;color:#ffffff\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #ffffff;color:#ffffff\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/zeus.vision\/en\/data-talk-en\/how-does-generative-ai-help-in-data-visualization\/#Dynamic_and_customized_visualizations\" >Dynamic and customized visualizations<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/zeus.vision\/en\/data-talk-en\/how-does-generative-ai-help-in-data-visualization\/#1_Customized_dashboards\" >1. Customized dashboards<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/zeus.vision\/en\/data-talk-en\/how-does-generative-ai-help-in-data-visualization\/#2_Adaptative_graphics\" >2. Adaptative graphics<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/zeus.vision\/en\/data-talk-en\/how-does-generative-ai-help-in-data-visualization\/#Evaluation_of_Opinions_and_Emotions\" >Evaluation of Opinions and Emotions<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/zeus.vision\/en\/data-talk-en\/how-does-generative-ai-help-in-data-visualization\/#Future_challenges_the_challenges_of_AI\" >Future challenges: the challenges of AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/zeus.vision\/en\/data-talk-en\/how-does-generative-ai-help-in-data-visualization\/#A_brighter_future_the_role_of_AI\" >A brighter future: the role of AI<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Dynamic_and_customized_visualizations\"><\/span>Dynamic and customized visualizations<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>One of the greatest advantages of generative AI applied to <a href=\"https:\/\/zeus.vision\/en\/data-talk-en\/best-data-visualization-practices-and-analysis\/\">data visualization<\/a> is the ability to create interactive graphs and dashboards that are updated in real time. These dashboards are not static, but allow the user to interact with the information, exploring new scenarios and obtaining deeper insights in an intuitive way:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Customized_dashboards\"><\/span>1. Customized dashboards<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>AI can analyze the usage patterns and preferences of each user to display the most relevant information in a prioritized manner. In this way, decision making can be optimized.<\/p>\n\n\n\n<p>Imagine a sales team using a personalized dashboard. The AI prioritizes monthly sales <a href=\"https:\/\/zeus.vision\/en\/data-talk-en\/what-is-a-smart-kpi-and-how-to-visualize-it-in-a-dashboard\/\">KPIs<\/a>, progress towards quarterly targets and the most promising leads.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1920\" height=\"1283\" src=\"https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-12-1920x1283.jpg\" alt=\"IA generativa y visualizaci\u00f3n de datos\" class=\"wp-image-4858\" srcset=\"https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-12-1920x1283.jpg 1920w, https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-12-300x200.jpg 300w, https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-12-768x513.jpg 768w, https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-12-1536x1026.jpg 1536w, https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-12-1200x802.jpg 1200w, https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-12-1980x1323.jpg 1980w, https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-12.jpg 2048w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Adaptative_graphics\"><\/span>2. Adaptative graphics<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>This type of graphs can automatically adapt to changes in the data, which means that if a kpi experiences a significant variation, the graph responds and suggests possible actions to correct.<\/p>\n\n\n\n<p>Suppose an ecommerce uses these graphs to monitor web traffic and conversions. In the event that the AI detects an unexpected increase in traffic from some source, it can highlight the increase on the graph and suggest that the associated ad campaign be analyzed. In this way, the marketing team can react quickly, either to investigate the source of the traffic or to adjust the campaign.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Evaluation_of_Opinions_and_Emotions\"><\/span>Evaluation of Opinions and Emotions<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Many times, we cannot base the creation of a marketing campaign solely on the number of interactions a post has. Using advanced natural language processing algorithms, AI allows us to measure the sentiments of those interactions and categorize them as good, bad or neutral.<\/p>\n\n\n\n<p>This type of analysis allows companies to better understand how the public feels so they can adjust their strategies in real time, improving the effectiveness of their marketing campaigns. AI not only provides data, but also transforms it into quality information, directly influencing the reliability of the results obtained.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1920\" height=\"1283\" src=\"https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-136-3-1920x1283.jpg\" alt=\"IA generativa y visualizaci\u00f3n de datos\" class=\"wp-image-4859\" srcset=\"https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-136-3-1920x1283.jpg 1920w, https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-136-3-300x200.jpg 300w, https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-136-3-768x513.jpg 768w, https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-136-3-1536x1026.jpg 1536w, https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-136-3-1200x802.jpg 1200w, https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-136-3-1980x1323.jpg 1980w, https:\/\/zeus.vision\/wp-content\/uploads\/2024\/05\/Sesion-Zeus-136-3.jpg 2048w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Future_challenges_the_challenges_of_AI\"><\/span>Future challenges: the challenges of AI<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Despite the benefits of AI, we must address some of the challenges posed by its application for the future. Undoubtedly, the most dangerous of all are biases, as AI can perpetuate or even exacerbate certain existing biases in training data. This is why, if decisions are made based on this data, the conclusions drawn will generate more biased data, thus creating a methodology based on the perpetuation of stereotypes.<\/p>\n\n\n\n<p>Consider a company that uses AI to improve its hiring process. If this technology is trained on the company&#8217;s historical data, which reflects past hiring decisions, it is possible that the AI could learn and apply the company&#8217;s biases in each of its departments, which would perpetuate certain biases related to discrimination based on gender or ethnicity.<\/p>\n\n\n\n<p>On the other hand, in an environment where AI collects and analyzes large <a href=\"https:\/\/zeus.vision\/en\/data-talk-en\/big-data-in-business-how-to-visualize-data\/\">volumes of data<\/a>, there are certain risks in terms of privacy and security. Cyber-attacks can target AI databases and systems, potentially causing a security breach and exposing thousands of sensitive data of customers or employees of the company itself. This is why strict access control policies and advanced encryption techniques are necessary to protect the identity of individuals in data sets.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"A_brighter_future_the_role_of_AI\"><\/span>A brighter future: the role of AI<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>In conclusion, <strong>generative AI <\/strong>is a key tool to address data visualization. Thanks to it, many companies have been able to significantly improve their performance, ensuring sound decision making. However, it is necessary to adopt certain strategies that allow us to continue to have the confidence of users and continue to make this tool one of the most important in the business world.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>What is the role of generative AI in data visualization? How to go from a large volume of data to a visual dashboard &#8211; find out!<\/p>\n","protected":false},"author":6,"featured_media":4811,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[63],"tags":[109,108,97,48,49,52,20],"theme":[61],"class_list":["post-4989","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-talk-en","tag-ai","tag-ai-generative","tag-business-intelligence-3","tag-dashboards-3","tag-data","tag-data-visualization","tag-smart-visual-data","theme-smart-visual-data"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How does generative AI help in data visualization?<\/title>\n<meta name=\"description\" content=\"What is the role of generative AI in data visualization? 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