{"id":43193,"date":"2026-03-01T14:04:19","date_gmt":"2026-03-01T14:04:19","guid":{"rendered":"https:\/\/smarttechgroup.com.tr\/?p=43193"},"modified":"2026-03-17T14:13:26","modified_gmt":"2026-03-17T14:13:26","slug":"data-governance-in-artificial-intelligence-projects","status":"publish","type":"post","link":"https:\/\/smarttechgroup.com.tr\/en\/2026\/03\/01\/yapay-zeka-projelerinde-veri-yonetisimi\/","title":{"rendered":"The Silent Threat to AI Investments: Messy Data"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"43193\" class=\"elementor elementor-43193\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b793c8a e-con-full e-flex e-con e-parent\" data-id=\"b793c8a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-efcfcdf e-con-full e-flex e-con e-child\" data-id=\"efcfcdf\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eccf996 elementor-widget elementor-widget-the7-heading\" data-id=\"eccf996\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"the7-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"the7-heading-title elementor-size-default\">The Silent Threat to AI Investments: Messy Data<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b82229 elementor-widget elementor-widget-text-editor\" data-id=\"4b82229\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-weight: 400;\">In recent years, organizations' investments in artificial intelligence projects have been increasing rapidly. Organizations are incorporating artificial intelligence (AI) technologies into their business processes to improve operations, enhance customer experience and make better decisions.<\/p><p style=\"font-weight: 400;\">However, most projects face the same problem:<\/p><p style=\"font-weight: 400;\"><strong>The real need is not technology, but the proper management of data.<\/strong><\/p><p style=\"font-weight: 400;\">In many organizations today, the data structure is still not mature enough:<\/p><ul><li>Data\u00a0<strong>dispersed in different systems<\/strong>in a state.<\/li><li>Every department has the same concept\u00a0<strong>with different names and definitions<\/strong>is using it.<\/li><li>The owner or controller of the data\u00a0<strong>uncertain<\/strong>.<\/li><\/ul><p style=\"font-weight: 400;\">This not only complicates reporting, but also directly affects the accuracy of AI models. Because\u00a0<strong>AI models are only as good as the data they are fed.<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4efff8c e-con-full e-flex e-con e-child\" data-id=\"4efff8c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-79436cc elementor-widget elementor-widget-the7-heading\" data-id=\"79436cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"the7-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"the7-heading-title elementor-size-default\">AI Projects at Risk without Data Governance<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bdaac91 elementor-widget elementor-widget-text-editor\" data-id=\"bdaac91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-weight: 400;\">Data governance is an essential foundation for organizations that want to achieve reliable, accurate and sustainable results in AI projects.<\/p><p style=\"font-weight: 400;\"><strong>Organizations through data governance:<\/strong><\/p><ul><li>What data comes from where,<\/li><li>Who runs it,<\/li><li>How reliable you are,<\/li><li>Where it is used<\/li><\/ul><p style=\"font-weight: 400;\">clearly. This increases operational efficiency and improves the performance of AI models.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4919067 e-con-full e-flex e-con e-child\" data-id=\"4919067\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a51db44 elementor-widget elementor-widget-the7-heading\" data-id=\"a51db44\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"the7-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"the7-heading-title elementor-size-default\">Datarul's Approach to Data Governance: End-to-End Governance from Corporate Memory to Data Quality<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b1fb32 elementor-widget elementor-widget-text-editor\" data-id=\"7b1fb32\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-weight: 400;\">With our group company Datarul, we help organizations make their data processes modern, scalable and sustainable.<\/p><ol><li><strong>Centralized Metadata and Resource Management<\/strong><\/li><\/ol><p style=\"font-weight: 400;\">We make all data sources visible, traceable and manageable by gathering data scattered in different systems under a single roof.<\/p><ol start=\"2\"><li><strong>Common Term and Definition Standards<\/strong><\/li><\/ol><p style=\"font-weight: 400;\">We standardize terms, formulas and definitions by creating a common language across the organization to prevent each department from using the same concept differently.<\/p><ol start=\"3\"><li><strong>Net Data Ownership Structure<\/strong><\/li><\/ol><p style=\"font-weight: 400;\">We ensure that processes are transparent, accountable and sustainable by establishing an ownership model that clarifies who manages and is responsible for the data.<\/p><ol start=\"4\"><li><strong>End-to-End Data Visibility<\/strong><\/li><\/ol><p style=\"font-weight: 400;\">By visualizing the journey of data from source to report, we make visible all transformations, impacts and relationships in the data pipeline.<\/p><ol start=\"5\"><li><strong>Continuous Data Quality Controls<\/strong><\/li><\/ol><p style=\"font-weight: 400;\">By continuously measuring the accuracy, integrity and consistency of data, we automatically detect errors and offer suggestions for improvement.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-288e3be e-con-full e-flex e-con e-child\" data-id=\"288e3be\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-035dc2a elementor-widget elementor-widget-text-editor\" data-id=\"035dc2a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<div><h3>Conclusion: AI Success Stories Are Built on a Solid Data Foundation<\/h3><\/div><p style=\"font-weight: 400;\">Successful AI projects are built on uncluttered, ownership-defined and standardized data. Without data governance, AI investments will struggle to generate the expected value.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f8750da elementor-align-left elementor-widget elementor-widget-the7_icon_widget\" data-id=\"f8750da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"the7_icon_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"the7-icon-wrapper the7-elementor-widget\"><div class=\"elementor-icon\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-gem\" viewbox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M464 0H112c-4 0-7.8 2-10 5.4L2 152.6c-2.9 4.4-2.6 10.2.7 14.2l276 340.8c4.8 5.9 13.8 5.9 18.6 0l276-340.8c3.3-4.1 3.6-9.8.7-14.2L474.1 5.4C471.8 2 468.1 0 464 0zm-19.3 48l63.3 96h-68.4l-51.7-96h56.8zm-202.1 0h90.7l51.7 96H191l51.6-96zm-111.3 0h56.8l-51.7 96H68l63.3-96zm-43 144h51.4L208 352 88.3 192zm102.9 0h193.6L288 435.3 191.2 192zM368 352l68.2-160h51.4L368 352z\"><\/path><\/svg><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b4627a9 e-con-full e-flex e-con e-child\" data-id=\"b4627a9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-088d5d4 elementor-widget elementor-widget-text-editor\" data-id=\"088d5d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p style=\"font-weight: 400;\">With Datarul, we are with you every step of your data governance journey.<\/p><p style=\"font-weight: 400;\">Contact us for more detailed information <a href=\"https:\/\/smarttechgroup.com.tr\/en\/contact\/\">communication<\/a> you can move on.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ee083e8 elementor-align-left elementor-widget elementor-widget-the7_button_widget\" data-id=\"ee083e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"the7_button_widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\"><a href=\"https:\/\/smarttechgroup.com.tr\/en\/blog\/\" class=\"box-button elementor-button elementor-size-sm\">Check out our blog posts<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>In recent years, organizations' investments in artificial intelligence projects have been increasing rapidly. Organizations are incorporating artificial intelligence (AI) technologies into their business processes to improve operations, enhance customer experience and make better decisions. <\/p>","protected":false},"author":2,"featured_media":43197,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[169],"tags":[22],"class_list":["post-43193","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-yazilari","tag-cover-post"],"_links":{"self":[{"href":"https:\/\/smarttechgroup.com.tr\/en\/wp-json\/wp\/v2\/posts\/43193","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smarttechgroup.com.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smarttechgroup.com.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smarttechgroup.com.tr\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/smarttechgroup.com.tr\/en\/wp-json\/wp\/v2\/comments?post=43193"}],"version-history":[{"count":10,"href":"https:\/\/smarttechgroup.com.tr\/en\/wp-json\/wp\/v2\/posts\/43193\/revisions"}],"predecessor-version":[{"id":43204,"href":"https:\/\/smarttechgroup.com.tr\/en\/wp-json\/wp\/v2\/posts\/43193\/revisions\/43204"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smarttechgroup.com.tr\/en\/wp-json\/wp\/v2\/media\/43197"}],"wp:attachment":[{"href":"https:\/\/smarttechgroup.com.tr\/en\/wp-json\/wp\/v2\/media?parent=43193"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smarttechgroup.com.tr\/en\/wp-json\/wp\/v2\/categories?post=43193"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smarttechgroup.com.tr\/en\/wp-json\/wp\/v2\/tags?post=43193"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}