{"id":384,"date":"2025-04-02T10:45:16","date_gmt":"2025-04-02T14:45:16","guid":{"rendered":"https:\/\/blogs.bsu.edu\/irds\/?p=384"},"modified":"2025-05-29T13:28:23","modified_gmt":"2025-05-29T17:28:23","slug":"featured-interview-a-conversation-with-cole-heady-about-ball-state-universitys-data-cookbook","status":"publish","type":"post","link":"https:\/\/blogs.bsu.edu\/irds\/2025\/04\/02\/featured-interview-a-conversation-with-cole-heady-about-ball-state-universitys-data-cookbook\/","title":{"rendered":"Featured Interview: A Conversation with Cole Heady About Ball State University&#8217;s Data Cookbook"},"content":{"rendered":"<blockquote>\n<p data-pm-slice=\"1 1 []\">Accessible, accurate, and reliable data are at the heart of data-informed decision-making. At Ball State University, <strong>Data Cookbook<\/strong> plays a crucial role in this process, serving as a central hub for data governance and ensuring consistency across institutional analysis and analytics efforts. It allows departments to work from a unified business glossary, improving decision-support and shared understanding. We sat with Cole Heady, the Director of Decision Support, to explore what Data Cookbook does, how it functions, and why it matters to his office and the institution more broadly.<\/p>\n<\/blockquote>\n<h3 data-pm-slice=\"1 1 []\">What is Data Cookbook?<\/h3>\n<p><span class=\"Editor_t__not_edited_long__JuNNx\">Data Cookbook is a centralized data governance\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">system<\/span><span class=\"Editor_t__not_edited__WuRP8\"> that facilitates conversations regarding<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">\u00a0data definitions, specifications, and institutional\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">policies<\/span><span class=\"Editor_t__not_edited__WuRP8\">. It provides an organized and shared<\/span><span class=\"Editor_t__not_edited_long__JuNNx\"> approach to <\/span><span class=\"Editor_t__added__LtuNJ\">overseeing<\/span><span class=\"Editor_t__not_edited__WuRP8\"> data definitions, schemas, and lineage<\/span><span class=\"Editor_t__not_edited__WuRP8\">, supporting<\/span><span class=\"Editor_t__not_edited_long__JuNNx\"> accountability, and aligning the <a href=\"https:\/\/blogs.bsu.edu\/irds\/2025\/03\/03\/featured-interview-a-conversation-with-drew-miller-about-ball-state-universitys-data-warehouse\/\">data warehouse<\/a><\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0with Ball State<\/span><span class=\"Editor_t__added__LtuNJ\">&#8216;<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">s strategic goal 5i, which aims to ensure that:<\/span><\/p>\n<blockquote><p><span class=\"Editor_t__not_edited_long__JuNNx\">Campus administrators use data analytics and robust management information to provide actionable insight that enhances student success and administrative effectiveness. <\/span><\/p><\/blockquote>\n<p><span class=\"Editor_t__not_edited_long__JuNNx\">&#8220;Data Cookbook is the framework in which we talk about our data at the institution. It gives us a common language to have discussions<span class=\"Editor_t__added__LtuNJ\">\u00a0about\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">how we ought to be<\/span><span class=\"Editor_t__added__LtuNJ\">\u00a0dealing with\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">our data\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">successfully,&#8221;<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0the director\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">said<\/span><span class=\"Editor_t__not_edited__WuRP8\">. An example<\/span><span class=\"Editor_t__not_edited__WuRP8\"> of this is the definition<\/span><span class=\"Editor_t__added__LtuNJ\">\u00a0of\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">terms like\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">&#8216;<\/span><span class=\"Editor_t__not_edited__WuRP8\">retention<\/span><span class=\"Editor_t__added__LtuNJ\">,&#8217;<\/span> which may have different meanings from department<span class=\"Editor_t__added__LtuNJ\">\u00a0to department<\/span><span class=\"Editor_t__not_edited__WuRP8\">. Data Cookbook standardizes <\/span><span class=\"Editor_t__not_edited__WuRP8\">such definitions\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">so that there<\/span><span class=\"Editor_t__added__LtuNJ\">\u00a0is\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">clarity and consistency. Below you can see a high-level overview of the app and how many definitions exist (most waiting in the draft stage right now).<\/span><\/span><\/p>\n<div id=\"attachment_388\" style=\"width: 835px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-388\" data-attachment-id=\"388\" data-permalink=\"https:\/\/blogs.bsu.edu\/irds\/2025\/04\/02\/featured-interview-a-conversation-with-cole-heady-about-ball-state-universitys-data-cookbook\/screenshot-2025-03-31-at-3-14-20-pm\/\" data-orig-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/03\/31151435\/Screenshot-2025-03-31-at-3.14.20%E2%80%AFPM.png\" data-orig-size=\"987,739\" data-comments-opened=\"0\" data-image-title=\"Screenshot 2025-03-31 at 3.14.20\u202fPM\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/03\/31151435\/Screenshot-2025-03-31-at-3.14.20%E2%80%AFPM.png\" class=\"wp-image-388\" src=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/03\/31151435\/Screenshot-2025-03-31-at-3.14.20%E2%80%AFPM.png\" alt=\"\" width=\"825\" height=\"618\" srcset=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/03\/31151435\/Screenshot-2025-03-31-at-3.14.20%E2%80%AFPM.png 987w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/03\/31151435\/Screenshot-2025-03-31-at-3.14.20%E2%80%AFPM-300x225.png 300w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/03\/31151435\/Screenshot-2025-03-31-at-3.14.20%E2%80%AFPM-150x112.png 150w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/03\/31151435\/Screenshot-2025-03-31-at-3.14.20%E2%80%AFPM-768x575.png 768w\" sizes=\"auto, (max-width: 825px) 100vw, 825px\" \/><p id=\"caption-attachment-388\" class=\"wp-caption-text\">Screenshot of the Data Cookbook App, available here for BSU staff <a href=\"https:\/\/bsu.datacookbook.com\/\">Data Cookbook<\/a><\/p><\/div>\n<h3 data-pm-slice=\"1 1 []\">How Does It Support Institutional Goals?<\/h3>\n<p><span class=\"Editor_t__not_edited_long__JuNNx\">At Ball State, Data Cookbook supports decision<\/span><span class=\"Editor_t__not_edited__WuRP8\">-making by\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">having business glossary definitions<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">well-<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">defined and readily accessible. Prior to its implementation, important information<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0about data was\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">trapped <\/span><span class=\"Editor_t__added__LtuNJ\">in <\/span><span class=\"Editor_t__added__LtuNJ\">the <\/span><span class=\"Editor_t__added__LtuNJ\">minds of\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">individual power users,\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">with <\/span><span class=\"Editor_t__not_edited__WuRP8\">potential\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">for\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">information loss when\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">they <\/span><span class=\"Editor_t__not_edited_long__JuNNx\">left the university. Now, with a\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">formal<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0and\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">documented<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0repository, institutional knowledge\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">is <\/span><span class=\"Editor_t__added__LtuNJ\">captured<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0and accessible to all<\/span><span class=\"Editor_t__not_edited__WuRP8\">.<\/span><\/p>\n<p><span class=\"Editor_t__not_edited__WuRP8\">&#8220;It<\/span><span class=\"Editor_t__added__LtuNJ\">&#8216;<\/span><span class=\"Editor_t__not_edited__WuRP8\">s like a\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">cookbook,&#8221; <\/span><span class=\"Editor_t__not_edited__WuRP8\">the director\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">explained<\/span><span class=\"Editor_t__not_edited__WuRP8\">. <\/span><span class=\"Editor_t__added__LtuNJ\">&#8220;<\/span><span class=\"Editor_t__not_edited__WuRP8\">Just as a cookbook\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">has<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0recipes\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">handy\u00a0<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">for future use, Data Cookbook\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">has <\/span><span class=\"Editor_t__not_edited__WuRP8\">data governance processes\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">documented and\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">ready to go.&#8221;.<\/span><\/p>\n<h3 data-pm-slice=\"1 1 []\">The Data Flow: From Collection to Use<\/h3>\n<p><span class=\"Editor_t__added__LtuNJ\">Ball <\/span><span class=\"Editor_t__added__LtuNJ\">State\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">data governance\u00a0<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">begins with the data that is created in various source systems. It is then transported to the <a href=\"https:\/\/blogs.bsu.edu\/irds\/2025\/03\/03\/featured-interview-a-conversation-with-drew-miller-about-ball-state-universitys-data-warehouse\/\">data warehouse<\/a> and finally makes its way to dashboard analytics, primarily in Tableau. From there we follow a set of defined steps:<\/span><\/p>\n<ul>\n<li><span class=\"Editor_t__not_edited_long__JuNNx\"><strong>Definition &amp; Specification:<\/strong> Terminologies\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">and data specifications<\/span><span class=\"Editor_t__added__LtuNJ\">\u00a0are defined by subject matter experts<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">.<\/span><\/li>\n<li><span class=\"Editor_t__not_edited_long__JuNNx\"><strong>Internal Review:<\/strong> Then, these d<\/span><span class=\"Editor_t__added__LtuNJ\">efinitions are reviewed by\u00a0<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">the Institutional Research and Decision Support (IRDS) team<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">.<\/span><\/li>\n<li><span class=\"Editor_t__not_edited_long__JuNNx\"><strong>Data Governance Subcommittee Review:<\/strong> After the IRDS team review, it goes to the Data Governance sub-committee for further review.<\/span><span class=\"Editor_t__not_edited_long__JuNNx\"><br \/>\n<\/span><\/li>\n<li><span class=\"Editor_t__not_edited_long__JuNNx\"><strong>Approval &amp; Implementation: <\/strong><\/span><span class=\"Editor_t__added__LtuNJ\">Afterwards, the terminologies and definitions are approved by <a href=\"https:\/\/www.bsu.edu\/-\/media\/www\/departmentalcontent\/oirds\/files\/data-governance\/original-midas-charge-document.pdf?sc_lang=en&amp;hash=D9BF851656ACBDA69FB7265D68238EA0D2588781\">MIDAS<\/a><\/span><span class=\"Editor_t__not_edited__WuRP8\"> and they are then <\/span><span class=\"Editor_t__not_edited__WuRP8\">officially available for<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">\u00a0institutional use.<\/span><\/li>\n<\/ul>\n<p><span class=\"Editor_t__not_edited_long__JuNNx\">This standard<\/span><span class=\"Editor_t__not_edited__WuRP8\"> workflow, example below, ensures <\/span><span class=\"Editor_t__added__LtuNJ\">transparency<\/span><span class=\"Editor_t__not_edited__WuRP8\"> and it&#8217;s <\/span><span class=\"Editor_t__added__LtuNJ\">flexible<\/span><span class=\"Editor_t__not_edited__WuRP8\">,\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">which gives room for <\/span><span class=\"Editor_t__not_edited__WuRP8\">versioning and\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">updating <\/span><span class=\"Editor_t__added__LtuNJ\">as and\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">when\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">needed.<\/span><\/p>\n<div id=\"attachment_400\" style=\"width: 808px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02084710\/Cookbook-Workflow.jpg\" rel=\"lightbox-0\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-400\" data-attachment-id=\"400\" data-permalink=\"https:\/\/blogs.bsu.edu\/irds\/2025\/04\/02\/featured-interview-a-conversation-with-cole-heady-about-ball-state-universitys-data-cookbook\/cookbook-workflow\/\" data-orig-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02084710\/Cookbook-Workflow.jpg\" data-orig-size=\"986,780\" data-comments-opened=\"0\" data-image-title=\"Cookbook Workflow\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02084710\/Cookbook-Workflow.jpg\" class=\"wp-image-400\" src=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02084710\/Cookbook-Workflow.jpg\" alt=\"\" width=\"798\" height=\"631\" srcset=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02084710\/Cookbook-Workflow.jpg 986w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02084710\/Cookbook-Workflow-300x237.jpg 300w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02084710\/Cookbook-Workflow-150x119.jpg 150w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02084710\/Cookbook-Workflow-768x608.jpg 768w\" sizes=\"auto, (max-width: 798px) 100vw, 798px\" \/><\/a><p id=\"caption-attachment-400\" class=\"wp-caption-text\">Sample of an approval workflow in Data Cookbook<\/p><\/div>\n<p><strong>Who Uses Data Cookbook?<\/strong><\/p>\n<p><span class=\"Editor_t__not_edited_long__JuNNx\">Currently, the\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">primary<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">\u00a0users of Data Cookbook are\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">data <\/span><span class=\"Editor_t__added__LtuNJ\">analysts<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0and\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">Tableau <\/span><span class=\"Editor_t__added__LtuNJ\">users<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">\u00a0who require accurate data definitions for their\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">activities<\/span><span class=\"Editor_t__not_edited__WuRP8\">. However,<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0Ball State\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">plans<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0to expand its\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">use <\/span><span class=\"Editor_t__added__LtuNJ\">in <\/span><span class=\"Editor_t__added__LtuNJ\">several<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">\u00a0departments, integrating it into\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">more<\/span><span class=\"Editor_t__not_edited_long__JuNNx\"> business processes and technical documentation. As part of this effort, we have worked with both iData and our Heliocampus partners to make sure that direct links from Tableau to Data Cookbook become available on more of our dashboards (as seen below in one of our Core dashboards).<\/span><\/p>\n<div id=\"attachment_401\" style=\"width: 945px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02093027\/Cookbook-link.jpg\" rel=\"lightbox-1\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-401\" data-attachment-id=\"401\" data-permalink=\"https:\/\/blogs.bsu.edu\/irds\/2025\/04\/02\/featured-interview-a-conversation-with-cole-heady-about-ball-state-universitys-data-cookbook\/cookbook-link\/\" data-orig-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02093027\/Cookbook-link.jpg\" data-orig-size=\"1380,419\" data-comments-opened=\"0\" data-image-title=\"Cookbook link\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02093027\/Cookbook-link-1024x311.jpg\" class=\"wp-image-401 \" src=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02093027\/Cookbook-link-1024x311.jpg\" alt=\"\" width=\"935\" height=\"284\" srcset=\"https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02093027\/Cookbook-link-1024x311.jpg 1024w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02093027\/Cookbook-link-300x91.jpg 300w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02093027\/Cookbook-link-150x46.jpg 150w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02093027\/Cookbook-link-768x233.jpg 768w, https:\/\/bsu-wpe-blogs.s3.amazonaws.com\/wp-content\/uploads\/sites\/38\/2025\/04\/02093027\/Cookbook-link.jpg 1380w\" sizes=\"auto, (max-width: 935px) 100vw, 935px\" \/><\/a><p id=\"caption-attachment-401\" class=\"wp-caption-text\">Cookbook link, embedded in red<\/p><\/div>\n<h3 data-pm-slice=\"1 1 []\">How is the Data Accuracy and Relevance Maintained?<\/h3>\n<p><span class=\"Editor_t__added__LtuNJ\">It&#8217;s <\/span><span class=\"Editor_t__added__LtuNJ\">a <\/span><span class=\"Editor_t__not_edited__WuRP8\">continuous validation and monitoring <\/span><span class=\"Editor_t__added__LtuNJ\">process to ensure\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">the\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">accuracy of the\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">data<\/span><span class=\"Editor_t__added__LtuNJ\">.<\/span><span class=\"Editor_t__not_edited__WuRP8\"> IRDS <\/span><span class=\"Editor_t__added__LtuNJ\">engages<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0users who interact<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0with data\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">on a day-to-day basis<\/span><span class=\"Editor_t__not_edited__WuRP8\">,\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">raising <\/span><span class=\"Editor_t__added__LtuNJ\">anomalies<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0and\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">questioning <\/span><span class=\"Editor_t__added__LtuNJ\">discrepancies<\/span><span class=\"Editor_t__not_edited__WuRP8\">. &#8220;<\/span><span class=\"Editor_t__not_edited__WuRP8\">Sometimes<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0a\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">figure <\/span><span class=\"Editor_t__added__LtuNJ\">comes <\/span><span class=\"Editor_t__added__LtuNJ\">out\u00a0<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">high, and we take it back to the experts\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">and <\/span><span class=\"Editor_t__added__LtuNJ\">ask <\/span><span class=\"Editor_t__added__LtuNJ\">them\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">why. It<\/span><span class=\"Editor_t__added__LtuNJ\">&#8216;<\/span><span class=\"Editor_t__not_edited__WuRP8\">s\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">a <\/span><span class=\"Editor_t__added__LtuNJ\">detective <\/span><span class=\"Editor_t__added__LtuNJ\">activity<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0that\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">enables<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0us\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">to\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">distinguish between expected\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">variation<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0and\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">real<\/span><span class=\"Editor_t__not_edited__WuRP8\"> anomalies,<\/span><span class=\"Editor_t__added__LtuNJ\">&#8220;<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0the director\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">added<\/span><span class=\"Editor_t__not_edited__WuRP8\">.<\/span><\/p>\n<h3 data-pm-slice=\"1 1 []\">Who is in charge of Training and Support?<\/h3>\n<p>Institutional Research and Decision Support (IRDS) provides regular training for new users, which includes training in data governance and best practices. This initial training is required for all new users before <a href=\"https:\/\/blogs.bsu.edu\/irds\/2023\/10\/31\/useful-links-to-data-and-irds-services\/\">access is granted<\/a> to Tableau. We also have an ongoing monthly training for all Tableau users that is conducted by the Office of Decision Support.<\/p>\n<h3 data-pm-slice=\"1 1 []\">What do you think of the future of AI and Data Cookbook?<\/h3>\n<p><span class=\"Editor_t__not_edited__WuRP8\">As AI <\/span><span class=\"Editor_t__not_edited_long__JuNNx\">and machine learning continue to\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">redefine<\/span><span class=\"Editor_t__not_edited__WuRP8\">\u00a0the\u00a0<\/span><span class=\"Editor_t__added__LtuNJ\">world of\u00a0<\/span><span class=\"Editor_t__not_edited__WuRP8\">data<\/span><span class=\"Editor_t__not_edited_long__JuNNx\">, their role in governance is <\/span><span class=\"Editor_t__added__LtuNJ\">also <\/span><span class=\"Editor_t__added__LtuNJ\">coming <\/span><span class=\"Editor_t__added__LtuNJ\">into <\/span><span class=\"Editor_t__added__LtuNJ\">focus<\/span><span class=\"Editor_t__not_edited__WuRP8\">. While AI excels at processing large volumes of data and making predictions, human oversight remains crucial. AI provides insights from its training data, <span class=\"Editor_t__added__LtuNJ\">but\u00a0<\/span>it may misinterpret how <span class=\"Editor_t__added__LtuNJ\">critical<\/span> business definitions are used at BSU<span class=\"Editor_t__added__LtuNJ\">\u00a0if governance systems are absent<\/span>. Data Cookbook provides the <a href=\"https:\/\/www.atscale.com\/glossary\/semantic-layer\/\">semantic layer<\/a> needed to ensure<span class=\"Editor_t__added__LtuNJ\">\u00a0<\/span>AI-generated data\u00a0<span class=\"Editor_t__added__LtuNJ\">adheres<\/span>\u00a0<span class=\"Editor_t__added__LtuNJ\">to<\/span> institutional definitions.<\/span><\/p>\n<h3 data-pm-slice=\"1 1 []\">Conclusion<\/h3>\n<p>Data governance at Ball State is evolving, and Data Cookbook plays an essential role in this transformation. <span class=\"Editor_t__added__LtuNJ\">Through <\/span><span class=\"Editor_t__not_edited_long__JuNNx\">a centralized and structured approach to data management, the university <span class=\"Editor_t__added__LtuNJ\">ensures <\/span><span class=\"Editor_t__not_edited__WuRP8\">that data-informed decisions are based on <\/span><span class=\"Editor_t__not_edited__WuRP8\">consistent data that <\/span><span class=\"Editor_t__added__LtuNJ\">aligns<\/span> with institutional definitions. As technology advances, Ball State continues to refine its data governance strategies to foster transparency, collaboration, and innovation.<\/span><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Accessible, accurate, and reliable data are at the heart of data-informed decision-making. At Ball State University, Data Cookbook plays a crucial role in this process, serving as a central hub for data governance and ensuring consistency across institutional analysis and analytics efforts. It allows departments to work from a unified business glossary, improving decision-support and [&hellip;]<\/p>\n","protected":false},"author":427,"featured_media":350,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[15,2,3,36],"tags":[34],"class_list":["post-384","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-governance","category-featured","category-institutional-research-and-decision-support","category-interview","tag-data-cookbook-irds"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Featured Interview: A Conversation with Cole Heady About Ball State University&#039;s Data Cookbook - Data Insider<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blogs.bsu.edu\/irds\/2025\/04\/02\/featured-interview-a-conversation-with-cole-heady-about-ball-state-universitys-data-cookbook\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Featured Interview: A Conversation with Cole Heady About Ball State University&#039;s Data Cookbook - Data Insider\" \/>\n<meta property=\"og:description\" content=\"Accessible, accurate, and reliable data are at the heart of data-informed decision-making. 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