{"id":6869,"date":"2025-12-18T16:42:18","date_gmt":"2025-12-18T15:42:18","guid":{"rendered":"https:\/\/bdva.eu\/?post_type=news&#038;p=6869"},"modified":"2025-12-18T17:03:40","modified_gmt":"2025-12-18T16:03:40","slug":"ai-ready-data-products-publication","status":"publish","type":"news","link":"https:\/\/bdva.eu\/news\/ai-ready-data-products-publication\/","title":{"rendered":"New BDVA publication: AI-ready Data Products"},"content":{"rendered":"<p data-start=\"80\" data-end=\"637\">The European Commission has reinforced the central role of data in artificial intelligence through two major policy initiatives in 2025. The <strong><a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/library\/ai-continent-action-plan\">AI Continent Action Plan<\/a><\/strong>, published in April, underlines within its \u201cData for AI\u201d pillar that access to reliable and well-organised data is essential for the EU to unlock the full potential of AI. This message was further developed in the <strong><a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/library\/data-union-strategy-unlocking-data-ai\">European Data Union Strategy<\/a> <\/strong>released in November, subtitled <em data-start=\"521\" data-end=\"544\">Unlocking data for AI<\/em>, which sets out the need to scale up access to high-quality data to drive AI and innovation.<\/p>\n<p data-start=\"80\" data-end=\"637\"><script type=\"text\/x-handlebars-template\"        id=\"wpfd-template-table-categories-167\">    <div class=\"wpfd-categories hide\">{{#if category}}{{#with category}}{{#if parent}}<a class=\"catlink backcategory\" href=\"#\" data-idcat=\"{{parent}}\">                        <i class=\"zmdi zmdi-chevron-left\"><\/i><span>Back<\/span><\/a>{{\/if}}{{\/with}}{{\/if}}{{#if category.desc}}<div class=\"wpfd-category-desc\">{{category.desc}}<\/div>{{\/if}}<\/div><\/script><script type=\"text\/x-handlebars-template\" id=\"wpfd-template-table-167\">    {{#if files}}  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type=\"hidden\" id=\"current_category_167\" value=\"167\" \/>                    <input type=\"hidden\" id=\"current_category_slug_167\" value=\"download-the-ai-ready-data-products-publication\" \/>                    <input type=\"hidden\" id=\"current_ordering_167\" value=\"created_time\" \/>                    <input type=\"hidden\" id=\"current_ordering_direction_167\" value=\"desc\" \/>                    <input type=\"hidden\" id=\"page_limit_167\" value=\"20\" \/><input type=\"hidden\" id=\"wpfd_display_empty_category_message\" value=\"0\" \/><input type=\"hidden\" id=\"wpfd_empty_category_message_val\" value=\"This file category has no files to display\" \/><input type=\"hidden\" id=\"wpfd_display_empty_folder\" value=\"1\" \/><input type=\"hidden\" id=\"wpfd_is_empty_subcategories\" value=\"1\" \/><input type=\"hidden\" id=\"wpfd_is_empty_files\" value=\"1\" \/><input type=\"hidden\" id=\"wpfd_root_category_id\" class=\"wpfd_root_category_id\" value=\"167\" \/><input type=\"hidden\" id=\"wpfd_root_category_theme\" class=\"wpfd_root_category_theme\" value=\"table\" \/><input type=\"hidden\" id=\"wpfd_root_category_clone_theme_type\" class=\"wpfd_root_category_clone_theme_type\" value=\"none\" \/><input type=\"hidden\" id=\"wpfd_root_category_type\" class=\"wpfd_root_category_type\" value=\"167\" \/><ul class=\"breadcrumbs wpfd-breadcrumbs-table head-category-table\">                            <li class=\"active\">Download the AI-ready Data Products publication!<\/li>                        <\/ul><div class=\"wpfd-container show_breadcrumb\">        <div class=\"wpfd-open-tree\"><\/div>    <div class=\"wpfd-container-table  \">        <div class=\"wpfd-categories hide\"><div class=\"wpfd-category-desc\"><\/div><\/div>        <table class=\"wpfd-search-result wpfd-table wpfd-table-bordered wpfd-table-striped wpfd-table-0 mediaTable wpfd-theme-rows\">            <thead>                <tr>                    <th class=\"essential persist file_title\">Title<\/th><th class=\"optional file_size\">Size<\/th><th class=\"optional file_created\">Date added<\/th><th class=\"essential file_download file_download_tbl\">Download<\/th>                <\/tr>            <\/thead>            <tbody>                                            <tr class=\"file pdf\" data-id=\"6872\"                    data-catid=\"167\">                                        <input type=\"hidden\" class=\"wpfd_file_preview_link_download\" value=\"https:\/\/bdva.eu\/download\/167\/download-the-ai-ready-data-products-publication\/6872\/ai-ready-data-products-2.pdf\"                           data-filetitle=\"AI-ready Data Products\" data-fileicons=\"ext ext-pdf wpfd-icon-set-svg\" \/>                    <td class=\"file_title\"><a class=\"wpfd_downloadlink\" href=\"https:\/\/bdva.eu\/download\/167\/download-the-ai-ready-data-products-publication\/6872\/ai-ready-data-products-2.pdf\"  title=\"AI-ready Data Products\" target=\"\"><span class=\"extcol\"><span class=\"ext ext-pdf wpfd-icon-set-svg\"><\/span><\/span><span class=\"wpfd-file-crop-title\">AI-ready Data Products<\/span><\/a><\/td><td class=\"file_size\">12.39 MB<\/td><td class=\"file_created\">18-12-2025<\/td>                                            <td class=\"file_download_tbl col-download\">                            <a class=\"downloadlink wpfd_downloadlink\"  href=\"https:\/\/bdva.eu\/download\/167\/download-the-ai-ready-data-products-publication\/6872\/ai-ready-data-products-2.pdf\"  style=\"background-color:#002bdb;color:#ffffff;\" target=\"\">Download<i class=\"zmdi zmdi-cloud-download wpfd-download\"><\/i><\/a><a class=\"openlink wpfdlightbox wpfd_previewlink\" href=\"https:\/\/bdva.eu\/wp-admin\/admin-ajax.php?juwpfisadmin=false&#038;action=wpfd&#038;task=file.download&#038;wpfd_category_id=167&#038;wpfd_file_id=6872&#038;token=&#038;preview=1\"  target=\"\">Preview                            <i class=\"zmdi zmdi-filter-center-focus wpfd-preview\"><\/i>                        <\/a>                        <\/td>                                    <\/tr>                                        <\/tbody>        <\/table>            <\/div><\/div><\/div><\/p>\n<p data-start=\"639\" data-end=\"937\">\u201cData for AI\u201d has long been a priority area for the BDVA community and formed a core element of its responses to these European Commission initiatives. These contributions were published in the papers <a href=\"https:\/\/bdva.eu\/news\/towards-a-european-ai-data-value-ecosystem\/\"><em data-start=\"840\" data-end=\"884\"><strong>Towards a European AI-Data Value Ecosystem<\/strong><\/em><\/a> and <a href=\"https:\/\/bdva.eu\/news\/data-at-the-core-of-europes-digital-strategy\/\"><em data-start=\"889\" data-end=\"936\"><strong>Data at the core of Europe\u2019s Digital Strategy<\/strong><\/em><\/a>.<\/p>\n<p data-start=\"939\" data-end=\"1300\">Building on this work, the BDVA community has identified an urgent need to evolve the traditional concept of data products. While existing data products focus largely on packaging and sharing datasets for general use, they are not sufficient to meet the specialised requirements of AI systems. BDVA therefore introduces a new paradigm: <a href=\"https:\/\/bdva.eu\/blog\/ai-ready-data-products\/\"><em><strong>AI-ready Data Products<\/strong><\/em><\/a>.<\/p>\n<p data-start=\"1302\" data-end=\"1797\">A newly published paper consolidates past and ongoing discussions within the community on how the \u201cData for AI\u201d paradigm can be embedded into data product approaches. It sets out a pathway for redefining data products so that AI practitioners can fully harness the value of data within increasingly complex data ecosystems. By doing so, it aims to position these ecosystems as strong enablers of AI innovation, capable of delivering industry-ready solutions tailored to advanced AI applications.<\/p>\n<p data-start=\"1799\" data-end=\"2354\">According to BDVA, this represents the first systematic attempt to adapt the data product concept to the specific needs, constraints and practices of AI development. The work identifies several key requirements. These include revisiting the data product lifecycle to incorporate AI-specific elements, particularly richer and more extended metadata; addressing technical challenges related to data quality, preparation techniques and metadata models suited for AI consumption; and supporting both static and dynamic data products aligned with AI workflows.<\/p>\n<p data-start=\"2356\" data-end=\"2738\">The paper also highlights the need to strengthen governance and compliance frameworks, including ethical considerations, regulatory alignment, standards, and licensing and contractual aspects relevant to AI models and AI-ready data products. To support adoption, the community calls for a readiness framework that captures these broader requirements and provides practical guidance.<\/p>\n<p data-start=\"2740\" data-end=\"3304\">The convergence of data management best practices, modern data product principles and AI-specific needs is seen as a highly promising route towards truly AI-ready data products. BDVA emphasises that further exploration, cross-disciplinary collaboration and validation are required. The community plans to continue this work internally, including the release of an updated version of the paper in 2026, while also expanding the dialogue with external stakeholders such as other associations, standardisation bodies, policymakers, industry actors and AI communities.<\/p>\n<p data-start=\"3306\" data-end=\"3719\" data-is-last-node=\"\" data-is-only-node=\"\">Ultimately, BDVA aims to translate these initial concepts into concrete standards, tools and methodologies that can be deployed across sectors. By doing so, the community seeks to contribute to the successful implementation of the European Data Union Strategy and to the creation of an integrated European AI\u2013data value ecosystem that effectively links infrastructure, data, AI, skills, regulation and innovation.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The BDVA community has identified an urgent need to evolve the traditional concept of data products. BDVA therefore introduces a new paradigm: AI-ready Data Products.<\/p>\n","protected":false},"featured_media":6870,"template":"","news-category":[41,15,42],"class_list":["post-6869","news","type-news","status-publish","has-post-thumbnail","hentry","news-category-bdva","news-category-general","news-category-news"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>New BDVA publication: AI-ready Data Products - BDV Big Data Value Association<\/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:\/\/bdva.eu\/news\/ai-ready-data-products-publication\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"New BDVA publication: AI-ready Data Products - BDV Big Data Value Association\" \/>\n<meta property=\"og:description\" content=\"The BDVA community has identified an urgent need to evolve the traditional concept of data products. 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