{"id":638,"date":"2024-02-22T05:35:52","date_gmt":"2024-02-22T05:35:52","guid":{"rendered":"https:\/\/dev.excelsoftcorp.com\/ai-levate\/?page_id=638"},"modified":"2024-03-04T11:26:23","modified_gmt":"2024-03-04T11:26:23","slug":"ai-governance","status":"publish","type":"page","link":"https:\/\/dev.excelsoftcorp.com\/ai-levate\/ai-governance\/","title":{"rendered":"AI Governance"},"content":{"rendered":"<p><section data-kc-fullwidth=\"content\" class=\"kc-elm kc-css-886516 kc_row\"><div class=\"kc-row-container\"><div class=\"kc-wrap-columns\"><div class=\"kc-elm kc-css-586090 kc_col-sm-1 kc_column kc_col-sm-1\"><div class=\"kc-col-container\"><\/div><\/div><div class=\"kc-elm kc-css-579523 kc_col-sm-10 kc_column kc_col-sm-10\"><div class=\"kc-col-container\"><div class=\"kc-elm kc-css-73733 kc-raw-code\">\t\t\t\t<!-- Home Button \r\n   \t\t\t\t<div class=\"home-btn\">\r\n\t\t\t\t\t<a href=\"\/ai-levate\"><i class=\"fa fa-home\"><\/i> Home<\/a>\r\n\t\t\t\t\t\t<\/div> -->\r\n                    <h1 class=\"entry-title text-center\">AI Evaluation and Governance<\/h1>\r\n\t\t\t\t\t\t \r\n\t<\/div><\/div><\/div><div class=\"kc-elm kc-css-754796 kc_col-sm-1 kc_column kc_col-sm-1\"><div class=\"kc-col-container\"><\/div><\/div><\/div><\/div><\/section><section data-kc-fullwidth=\"content\" class=\"kc-elm kc-css-495141 kc_row sticky-nav\"><div class=\"kc-row-container\"><div class=\"kc-wrap-columns\"><div class=\"kc-elm kc-css-590446 kc_col-sm-12 kc_column kc_col-sm-12\"><div class=\"kc-col-container\"><div class=\"kc-elm kc-css-129263 kc-raw-code\"><ul class=\"submenu\">\r\n <li><a href=\"\/ai-levate\/ai-evaluation\/\">AI Evaluation<\/a><\/li>\r\n<li class=\"active\"><a href=\"\/ai-levate\/ai-governance\/\">AI Governance<\/a><\/li>\r\n<\/ul><\/div><\/div><\/div><\/div><\/div><\/section><section class=\"kc-elm kc-css-360279 kc_row\"><div class=\"kc-row-container  kc-container\"><div class=\"kc-wrap-columns\"><div class=\"kc-elm kc-css-723448 kc_col-sm-12 kc_column kc_col-sm-12\"><div class=\"kc-col-container\">\n<div class=\"kc-elm kc-css-213966 kc-title-wrap \">\n\n\t<h2 class=\"kc_title\">Building Trust and Equity: Implementing an AI Governance Framework in Education<\/h2>\n<\/div>\n<div class=\"kc-elm kc-css-676908 kc_text_block\"><\/p>\n<p>The integration of Artificial Intelligence (AI) into education promises personalized learning experiences, data-driven insights, and automated tasks. However, with this potential comes the responsibility to ensure its ethical and responsible application. To achieve this, a robust AI Governance Framework tailored to the education sector is paramount.<br \/>Drawing inspiration from the <a href=\"https:\/\/ai-governance.eu\/ai-governance-framework\/the-ai-governance-lifecycle\/\" target=\"_blank\" rel=\"noopener\">AIGA AI Governance Framework<\/a> and adapting it to educational needs, let&#8217;s explore key governance tasks in specific categories<\/p>\n<p>\n<\/div><div class=\"kc-elm kc-css-322105\" style=\"height: 20px; clear: both; width:100%;\"><\/div><div class=\"kc-elm kc-css-30686 kc_shortcode kc_single_image\">\n\n        <img decoding=\"async\" src=\"https:\/\/dev.excelsoftcorp.com\/ai-levate\/wp-content\/uploads\/sites\/9\/2024\/02\/AI_Governence_1a-2.svg\" class=\"\" alt=\"\" \/>    <\/div>\n<div class=\"kc-elm kc-css-339671\" style=\"height: 20px; clear: both; width:100%;\"><\/div>\n<div class=\"kc-elm kc-css-53511 kc-title-wrap \">\n\n\t<h2 class=\"kc_title\">AI System<\/h2>\n<\/div>\n<div class=\"kc-elm kc-css-725094 kc_text_block\"><\/p>\n<ul class=\"custom-list\">\n<li><b style=\"font-style: inherit; text-indent: -18pt;\"><span lang=\"EN\">Centralized Repository:<\/span><\/b><span lang=\"EN\" style=\"font-size: 16px; text-indent: -18pt;\"> Establish a central repository logging all AI systems used in your organization. This facilitates oversight, management, and comparison.<\/span><\/li>\n<li><b style=\"font-style: inherit; text-indent: -18pt;\"><span lang=\"EN\">Detailed Documentation:<\/span><\/b><span lang=\"EN\" style=\"font-size: 16px; text-indent: -18pt;\"> Document each system&#8217;s targeted use cases, technical architecture, potential risks, and expected impacts on diverse stakeholders (students, teachers, parents). Transparency builds trust and allows scrutiny.<\/span><\/li>\n<li><span lang=\"EN\" style=\"font-size: 16px; text-indent: -18pt;\"><span style=\"font-style: normal; font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-weight: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">\u00a0<\/span><\/span><b style=\"font-style: inherit; text-indent: -18pt;\"><span lang=\"EN\">Clear Approval Process:<\/span><\/b><span lang=\"EN\" style=\"font-size: 16px; text-indent: -18pt;\"> Create a structured approval process for new AI systems, considering ethical implications, alignment with learning objectives, and potential risks.<\/span><\/li>\n<li><b style=\"font-style: inherit; text-indent: -18pt;\"><span lang=\"EN\">Version Control and Health Checks:<\/span><\/b><span lang=\"EN\" style=\"font-size: 16px; text-indent: -18pt;\"> Implement strict version control and conduct regular health checks to ensure performance, security, and adherence to initial goals.<\/span><\/li>\n<\/ul>\n<p>\n<\/div><div class=\"kc-elm kc-css-352564\" style=\"height: 20px; clear: both; width:100%;\"><\/div>\n<div class=\"kc-elm kc-css-453054 kc-title-wrap \">\n\n\t<h2 class=\"kc_title\">Data Operations<\/h2>\n<\/div>\n<div class=\"kc-elm kc-css-593943 kc_text_block\"><\/p>\n<ul class=\"custom-list\">\n<li><span lang=\"EN\"><span style=\"mso-list: Ignore;\"><span style=\"font: 7.0pt 'Times New Roman';\">\u00a0\u00a0<\/span><\/span><\/span><!--&#091;endif&#093;--><b style=\"mso-bidi-font-weight: normal;\"><span lang=\"EN\">Transparency in Data Handling<\/span><\/b><span lang=\"EN\">: Document all data preprocessing steps, data quality assurance procedures, and data sourcing methods. This fosters trust and allows for scrutiny.<\/span><\/li>\n<li><span lang=\"EN\"><span style=\"mso-list: Ignore;\"><span style=\"font: 7.0pt 'Times New Roman';\">\u00a0\u00a0<\/span><\/span><\/span><!--&#091;endif&#093;--><b style=\"mso-bidi-font-weight: normal;\"><span lang=\"EN\">Data Quality Metrics:<\/span><\/b><span lang=\"EN\"> Define and monitor relevant data quality metrics like completeness, accuracy, and representativeness. This minimizes biases in outputs.<\/span><\/li>\n<li><span lang=\"EN\">\u00a0<\/span><b style=\"font-style: inherit; text-indent: -18pt;\"><span lang=\"EN\">Data Quality Monitoring and Health Checks:<\/span><\/b><span lang=\"EN\" style=\"font-size: 16px; text-indent: -18pt;\"> Establish continuous data quality monitoring processes and regular data health checks to identify and address issues promptly.<\/span><\/li>\n<\/ul>\n<p>\n<\/div><div class=\"kc-elm kc-css-582233\" style=\"height: 20px; clear: both; width:100%;\"><\/div>\n<div class=\"kc-elm kc-css-806787 kc-title-wrap \">\n\n\t<h2 class=\"kc_title\">Risk and Impacts<\/h2>\n<\/div>\n<div class=\"kc-elm kc-css-755782 kc_text_block\"><\/p>\n<ul class=\"custom-list\">\n<li><strong>Identifying and Mitigating Risks:<\/strong> Conduct thorough risk assessments for each AI system, documenting potential harms and impacts on different stakeholders (students, teachers, and communities).<\/li>\n<li><strong>Non-Discrimination Assurance:<\/strong> Implement processes to assure non-discrimination and fairness in AI systems, including bias detection and mitigation strategies.<\/li>\n<li><strong>Transparency, Explainability, and Contestability (TEC) Expectation Canvassing: <\/strong>TEC requirements canvassing amongst the identified stakeholders and understanding their TEC expectations.<\/li>\n<\/ul>\n<p>\n<\/div><div class=\"kc-elm kc-css-929327\" style=\"height: 20px; clear: both; width:100%;\"><\/div>\n<div class=\"kc-elm kc-css-690917 kc-title-wrap \">\n\n\t<h2 class=\"kc_title\">Transparency, Explainability, and Contestability (TEC)<\/h2>\n<\/div>\n<div class=\"kc-elm kc-css-949402 kc_text_block\"><\/p>\n<ul class=\"custom-list\">\n<li><b style=\"mso-bidi-font-weight: normal;\"><span lang=\"EN\">TEC Monitoring<\/span><\/b><span lang=\"EN\">: Design and document a TEC monitoring process to assess the transparency, explainability, and contestability of AI systems used in education.<\/span><\/li>\n<li><span lang=\"EN\"><span style=\"mso-list: Ignore;\"><span style=\"font: 7.0pt 'Times New Roman';\">\u00a0<\/span><\/span><\/span><!--&#091;endif&#093;--><b style=\"mso-bidi-font-weight: normal;\"><span lang=\"EN\">TEC Health Checks:<\/span><\/b><span lang=\"EN\"> Conduct regular TEC health checks to gather feedback on the understandability and fairness of AI decisions and address any concerns.<\/span><\/li>\n<\/ul>\n<p>\n<\/div><div class=\"kc-elm kc-css-719833\" style=\"height: 20px; clear: both; width:100%;\"><\/div>\n<div class=\"kc-elm kc-css-847723 kc-title-wrap \">\n\n\t<h2 class=\"kc_title\">Accountability and Ownership<\/h2>\n<\/div>\n<div class=\"kc-elm kc-css-283363 kc_text_block\"><\/p>\n<ul class=\"custom-list\">\n<li><span lang=\"EN\"><span style=\"mso-list: Ignore;\"><span style=\"font: 7.0pt 'Times New Roman';\">\u00a0<\/span><\/span><\/span><!--&#091;endif&#093;--><b style=\"mso-bidi-font-weight: normal;\"><span lang=\"EN\">Clearly Defined Roles and Responsibilities:<\/span><\/b><span lang=\"EN\"> Assign clear roles and responsibilities for each AI governance task to specific individuals or groups within the education organization.<\/span><\/li>\n<li><span lang=\"EN\"><span style=\"mso-list: Ignore;\"><span style=\"font: 7.0pt 'Times New Roman';\">\u00a0<\/span><\/span><\/span><!--&#091;endif&#093;--><b style=\"mso-bidi-font-weight: normal;\"><span lang=\"EN\">Accountability Mechanisms:<\/span><\/b><span lang=\"EN\"> Establish accountability mechanisms to ensure adherence to ethical principles and compliance with governance policies. This could include regular reporting, internal audits, or independent oversight.<\/span><\/li>\n<\/ul>\n<p>\n<\/div><div class=\"kc-elm kc-css-508412\" style=\"height: 20px; clear: both; width:100%;\"><\/div>\n<div class=\"kc-elm kc-css-809439 kc-title-wrap \">\n\n\t<h2 class=\"kc_title\">Development and Operations<\/h2>\n<\/div>\n<div class=\"kc-elm kc-css-74464 kc_text_block\"><\/p>\n<ul class=\"custom-list\">\n<li><!--&#091;endif&#093;--><b style=\"mso-bidi-font-weight: normal;\"><span lang=\"EN\">Development Process Documentation:<\/span><\/b><span lang=\"EN\"> Thoroughly document the development process for each AI system, including design choices, data selection, and training procedures.<\/span><\/li>\n<li><b style=\"font-style: inherit; text-indent: -18pt;\"><span lang=\"EN\">Operations and Monitoring Documentation:<\/span><\/b><span lang=\"EN\" style=\"font-size: 16px; text-indent: -18pt;\"> Document all operational procedures and monitoring processes for AI systems, ensuring transparency and responsible management.<\/span><\/li>\n<li><b style=\"mso-bidi-font-weight: normal;\"><span lang=\"EN\">Process for Retiring and Safe Disposal of AI Systems and Data:<\/span><\/b><span lang=\"EN\"> Establish a clear process for retiring AI systems and for the safe disposal of data, ensuring responsible data management and privacy protection.<\/span><\/li>\n<\/ul>\n<p>\n<\/div><div class=\"kc-elm kc-css-703770\" style=\"height: 20px; clear: both; width:100%;\"><\/div>\n<div class=\"kc-elm kc-css-871912 kc-title-wrap \">\n\n\t<h2 class=\"kc_title\">Compliance<\/h2>\n<\/div>\n<div class=\"kc-elm kc-css-610465 kc_text_block\"><\/p>\n<ul class=\"custom-list\">\n<li><!--&#091;endif&#093;--><b style=\"mso-bidi-font-weight: normal;\"><span lang=\"EN\">Regular Audits<\/span><\/b><span lang=\"EN\">: Conduct regular internal and external audits to assess compliance with ethical guidelines, data privacy regulations, and other relevant legislation.<\/span><\/li>\n<li><b style=\"font-style: inherit; text-indent: -18pt;\"><span lang=\"EN\">Regulatory Risk Assessment<\/span><\/b><span lang=\"EN\" style=\"font-size: 16px; text-indent: -18pt;\">: Evaluate and address potential regulatory risks associated with AI use in education to ensure compliance with existing and evolving regulations.<\/span><\/li>\n<li><b style=\"mso-bidi-font-weight: normal;\"><span lang=\"EN\">Compliance with Regulations<\/span><\/b><span lang=\"EN\">: Stay up-to-date with evolving regulations on AI and data privacy, adapting governance practices accordingly to maintain compliance.<\/span><\/li>\n<\/ul>\n<p class=\"normal\" style=\"text-align: justify;\"><span lang=\"EN\">By implementing these AI governance tasks, we can build a framework that prioritizes ethics, transparency, and accountability in education. This fosters trust, safeguards learners, and ensures AI empowers rather than disadvantages. Remember, this is a starting point. Continuously refine and improve your framework to stay ahead of emerging challenges and ensure AI serves as a positive force in shaping the future of education.<\/span><\/p>\n<p class=\"normal\"><span lang=\"EN\">\u00a0<\/span><\/p>\n<p>\n<\/div><\/div><\/div><\/div><\/div><\/section><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":27,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"site-sidebar-layout":"default","site-content-layout":"default","ast-global-header-display":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"disabled","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"class_list":["post-638","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - 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