{"id":186,"date":"2025-03-21T07:43:31","date_gmt":"2025-03-21T07:43:31","guid":{"rendered":"https:\/\/webi2sc.live-website.com\/?page_id=186"},"modified":"2025-11-05T15:23:36","modified_gmt":"2025-11-05T15:23:36","slug":"calidad-datos-ia-certificacion-iso-5259","status":"publish","type":"page","link":"https:\/\/i2sc.es\/en\/calidad-datos-ia-certificacion-iso-5259\/","title":{"rendered":"AI Data Quality - ISO 5259 Certification"},"content":{"rendered":"<p class=\"translation-block\"><strong>ISO 5259<\/strong> establishes a framework for <strong>assessing and improving the quality of data<\/strong> throughout the different phases of its lifecycle, which is crucial for obtaining reliable results in data-driven approaches to AI systems such as Machine Learning (ML).<\/p>\n\n\n\n<p class=\"translation-block\"><strong>High-quality data<\/strong> is essential in artificial intelligence (AI) systems as it directly affects their <strong>performance<\/strong>, <strong>accuracy<\/strong> and <strong>reliability<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-large-font-size\" style=\"border-style:none;border-width:0px;border-radius:0px;margin-top:40px;margin-bottom:40px\">Why is ISO 5259 important?<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<p class=\"translation-block\"><strong>ISO 5259<\/strong> is a crucial standard for any organisation, as it addresses the fundamental need for <strong>high quality data<\/strong> in an era dominated by data-driven decision making and supported by AI systems.<\/p>\n\n\n\n<p class=\"translation-block\">As data becomes the raw material for analytics and machine learning, ensuring its quality has a direct impact on the <strong>accuracy and reliability<\/strong> of the results delivered by analytical models and ML systems.<\/p>\n\n\n\n<p class=\"translation-block\">This standard provides organisations with the necessary tools and methods to <strong>assess, manage and improve data quality<\/strong>, ensuring that the data used are fit for purpose.<\/p>\n\n\n\n<p>It also provides a common language and set of practices that facilitate effective data quality management, which is crucial for consistent and reliable analytical results.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<div class=\"wp-block-cover\" style=\"border-radius:12px\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-primary-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container has-global-padding is-layout-constrained wp-block-cover-is-layout-constrained\">\n<h3 class=\"wp-block-heading has-medium-large-font-size\"><strong>Key principles of ISO 5259:<\/strong><\/h3>\n\n\n\n<ul style=\"padding-right:30px;padding-left:30px\" class=\"wp-block-list\">\n<li class=\"has-white-color has-text-color has-link-color wp-elements-cde2adc693c451dd8fb4078d6b78143b translation-block\"><strong>Accuracy of results<\/strong> \u2013 Quality data allows AI models to make more accurate predictions.<\/li>\n\n\n\n<li class=\"has-white-color has-text-color has-link-color wp-elements-00117f675cf13396e665c4c96f13a632 translation-block\"><strong>Bias reduction<\/strong> \u2013 Poor quality data can introduce biases into models, leading to unfair or incorrect decisions.<\/li>\n\n\n\n<li class=\"has-white-color has-text-color has-link-color wp-elements-577db27754c5d6be94248644c518b33c translation-block\"><strong>Better generalisation<\/strong> \u2013 With diverse and representative data, AI can better generalise to new scenarios.<\/li>\n\n\n\n<li class=\"has-white-color has-text-color has-link-color wp-elements-f0891bc589108da2ee636c9bdced41b5 translation-block\"><strong>Efficiency in training<\/strong> \u2013 Quality data reduces the time and computational resources needed to train models, avoiding unnecessary processing.<\/li>\n\n\n\n<li class=\"has-white-color has-text-color has-link-color wp-elements-7bf2dfdf694c4aa6eacac00d58b360a4 translation-block\"><strong>Avoid error propagation<\/strong> \u2013 With erroneous or inconsistent input data, models learn incorrect patterns.<\/li>\n\n\n\n<li class=\"has-white-color has-text-color has-link-color wp-elements-9007cf4042bd4d04b71d8144a9bc559f translation-block\"><strong>Better user experience<\/strong> \u2013 Well-trained AI systems with quality data deliver better interactions and more useful outcomes for users.<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<h2 class=\"wp-block-heading has-large-font-size\" style=\"margin-top:40px;margin-bottom:40px\">Benefits of certification<\/h2>\n\n\n\n<ol style=\"padding-right:30px;padding-left:30px\" class=\"wp-block-list\">\n<li class=\"translation-block\"><strong>Ensure Data Quality and Reliability<\/strong> Demonstrates your company's commitment to quality data management by ensuring that the information used in AI systems is accurate, consistent and reliable.<\/li>\n\n\n\n<li class=\"translation-block\"><strong>Reduce Bias and Ensure Ethical Use of Data<\/strong> Facilitates the identification and mitigation of bias in data, promoting the development of fairer, more transparent AI models aligned with ethical principles.<\/li>\n\n\n\n<li class=\"translation-block\"><strong>Compliance with Regulations and Standards.<\/strong> Supports compliance with regulatory frameworks related to privacy and data governance, helping to avoid legal risks and improving transparency.<\/li>\n\n\n\n<li class=\"translation-block\"><strong>Drive Innovation and Sustainability<\/strong> Contribute to the development of responsible AI solutions, aligned with the Sustainable Development Goals (SDGs), promoting the ethical and sustainable use of technology.<\/li>\n<\/ol>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:50%\">\n<h2 class=\"wp-block-heading has-large-font-size\" style=\"margin-top:40px;margin-bottom:40px\">Key requirements and processes<\/h2>\n\n\n\n<p>The assessment of the Data Quality of AI systems is performed taking into account the following Quality Characteristics as defined in ISO 5259:<\/p>\n\n\n\n<ul style=\"padding-right:30px;padding-left:30px\" class=\"wp-block-list\">\n<li class=\"translation-block\"><strong>Accuracy:<\/strong> Data has attributes that correctly represent the true value of the desired attribute of a concept or event in a specified context.<\/li>\n\n\n\n<li class=\"translation-block\"><strong>Completeness:<\/strong> The data associated with an entity has values for all attributes necessary for the representation of the entity.<\/li>\n\n\n\n<li class=\"translation-block\"><strong>Consistency: <\/strong>Data is free of contradiction and consistent with other data in its given context of use.<\/li>\n\n\n\n<li class=\"translation-block\"><strong>Credibility: <\/strong>Data has attributes that are considered true and credible to users.<\/li>\n\n\n\n<li class=\"translation-block\"><strong>Currentness: <\/strong>Data has attributes with currently valid values for its given context of use.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-large-font-size\" style=\"margin-top:40px;margin-bottom:40px\">Get certified with I2SC<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p>At I2SC, we offer expert advice on the implementation and certification of ISO 5259. Our team will accompany you at every stage of the process to assess and improve the quality of the data that feeds and generates your AI systems.<\/p>\n\n\n\n<p>Contact us today and start your journey towards ISO 5259 certification for your data repositories.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-cover has-parallax wp-duotone-unset-1\" style=\"border-radius:10px;min-height:203px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-40 has-background-dim\"><\/span><div class=\"wp-block-cover__image-background wp-image-107 has-parallax\" style=\"background-position:50% 50%;background-image:url(https:\/\/webi2sc.live-website.com\/wp-content\/uploads\/2025\/03\/title-back_04.png)\"><\/div><div class=\"wp-block-cover__inner-container has-global-padding is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-white-color has-text-color has-link-color has-medium-large-font-size wp-elements-f5c7f6be6738336b9267a5659f6dda50\">Are you interested in obtaining ISO 5259 certification?<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size aligncenter is-style-blockscape-button-icon-after is-style-bs-button-1 has-small-medium-font-size\"><a class=\"wp-block-button__link wp-element-button\" href=\"\/en\/contactar\/\" style=\"border-style:none;border-width:0px\">Contact us<\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>ISO 5259 establece un marco para evaluar y mejorar la calidad de los datos a lo largo de las distintas fases de su ciclo de vida, lo cual es crucial para obtener resultados fiables en sistemas de IA basados en datos (data-driven approaches) como el aprendizaje autom\u00e1tico (Machine Learning &#8211; ML). Los datos de alta [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-186","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/i2sc.es\/en\/wp-json\/wp\/v2\/pages\/186","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/i2sc.es\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/i2sc.es\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/i2sc.es\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/i2sc.es\/en\/wp-json\/wp\/v2\/comments?post=186"}],"version-history":[{"count":14,"href":"https:\/\/i2sc.es\/en\/wp-json\/wp\/v2\/pages\/186\/revisions"}],"predecessor-version":[{"id":489,"href":"https:\/\/i2sc.es\/en\/wp-json\/wp\/v2\/pages\/186\/revisions\/489"}],"wp:attachment":[{"href":"https:\/\/i2sc.es\/en\/wp-json\/wp\/v2\/media?parent=186"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}