{"id":51806,"date":"2025-08-15T09:00:14","date_gmt":"2025-08-15T13:00:14","guid":{"rendered":"https:\/\/wp266329.wpdns.ca\/?p=51806"},"modified":"2025-08-18T10:42:42","modified_gmt":"2025-08-18T14:42:42","slug":"artificial-intelligence-governance-human-aspects","status":"publish","type":"post","link":"https:\/\/eficio.ca\/en\/blog\/artificial-intelligence-governance-human-aspects\/","title":{"rendered":"Artificial Intelligence Governance \u2013 Human Aspects"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"51806\" class=\"elementor elementor-51806 elementor-27970\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b9b0dcc e-flex e-con-boxed e-con e-parent\" data-id=\"b9b0dcc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-edc21a2 elementor-widget elementor-widget-image\" data-id=\"edc21a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1732\" height=\"684\" src=\"https:\/\/eficio.ca\/wp-content\/uploads\/2025\/08\/Artificial-Intelligence-Governance-\u2013-Human-Aspects.jpg\" class=\"attachment-full size-full wp-image-51804\" alt=\"\" srcset=\"https:\/\/eficio.ca\/wp-content\/uploads\/2025\/08\/Artificial-Intelligence-Governance-\u2013-Human-Aspects.jpg 1732w, https:\/\/eficio.ca\/wp-content\/uploads\/2025\/08\/Artificial-Intelligence-Governance-\u2013-Human-Aspects-300x118.jpg 300w, https:\/\/eficio.ca\/wp-content\/uploads\/2025\/08\/Artificial-Intelligence-Governance-\u2013-Human-Aspects-1024x404.jpg 1024w, https:\/\/eficio.ca\/wp-content\/uploads\/2025\/08\/Artificial-Intelligence-Governance-\u2013-Human-Aspects-768x303.jpg 768w, https:\/\/eficio.ca\/wp-content\/uploads\/2025\/08\/Artificial-Intelligence-Governance-\u2013-Human-Aspects-1536x607.jpg 1536w, https:\/\/eficio.ca\/wp-content\/uploads\/2025\/08\/Artificial-Intelligence-Governance-\u2013-Human-Aspects-700x276.jpg 700w\" sizes=\"(max-width: 1732px) 100vw, 1732px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f3edd1 elementor-widget elementor-widget-heading\" data-id=\"7f3edd1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Governance of artificial intelligence: human aspects that should not be overlooked<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de2f035 elementor-widget elementor-widget-text-editor\" data-id=\"de2f035\" 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>In this series of articles on artificial intelligence, we have seen <a href=\"https:\/\/eficio.ca\/en\/blog\/governance-of-artificial-intelligence-constraints-and-challenges\/\">how organizations can initiate AI projects (1)<\/a> and <a href=\"https:\/\/eficio.ca\/en\/blog\/artificial-intelligence-ai-governance-organizational-aspects-of-ai-implementation\/\">what organizational levers need to be activated for successful implementation (2)<\/a>. In this third installment, we address a fundamental pillar of artificial intelligence governance: the<strong> human aspects<\/strong>, in particular<strong> training<\/strong> and <strong>change management<\/strong>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1d6186bc elementor-widget elementor-widget-testimonial\" data-id=\"1d6186bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-testimonial-meta elementor-has-image elementor-testimonial-image-position-aside\">\n\t\t\t\t<div class=\"elementor-testimonial-meta-inner\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-image\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1240\" height=\"1258\" src=\"https:\/\/eficio.ca\/wp-content\/uploads\/2021\/05\/Alain-Linked-in-2021.png\" class=\"attachment-full size-full wp-image-24907\" alt=\"Alain marchildon\" srcset=\"https:\/\/eficio.ca\/wp-content\/uploads\/2021\/05\/Alain-Linked-in-2021.png 1240w, https:\/\/eficio.ca\/wp-content\/uploads\/2021\/05\/Alain-Linked-in-2021-296x300.png 296w, https:\/\/eficio.ca\/wp-content\/uploads\/2021\/05\/Alain-Linked-in-2021-1009x1024.png 1009w, https:\/\/eficio.ca\/wp-content\/uploads\/2021\/05\/Alain-Linked-in-2021-768x779.png 768w, https:\/\/eficio.ca\/wp-content\/uploads\/2021\/05\/Alain-Linked-in-2021-700x710.png 700w\" sizes=\"(max-width: 1240px) 100vw, 1240px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-details\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-name\">Alain Marchildon<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-job\">President<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-44c6423 e-flex e-con-boxed e-con e-parent\" data-id=\"44c6423\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-23bf8ee6 elementor-widget elementor-widget-text-editor\" data-id=\"23bf8ee6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2>Train employees in artificial intelligence<\/h2><p class=\"p1\">Adopting artificial intelligence requires training tailored to all levels of the organization. Some companies are even creating <strong>internal AI academies<\/strong> that include online or in-person training, hands-on workshops, mentoring, and study visits.<\/p><h3>A differentiated training strategy<\/h3><p class=\"p1\">The most successful programs divide their training into four main areas:<\/p><ol><li><h5><b><b>Leadership<\/b><\/b><\/h5><p class=\"p1\">Leaders must understand the principles of AI, its impact on roles and processes, and know how to prioritize opportunities. They must also support the necessary cultural change.<\/p><\/li><li><h5><b>Analytics<\/b><\/h5><p class=\"p1\">This section is aimed at technical experts (data scientists, engineers, architects) and covers data governance, analytical skills, and AI model development.<\/p><\/li><li><h5>Data translators<\/h5><p class=\"p1\">These profiles, often from administrative roles, learn how to link operational challenges to AI solutions. They are taught the technical fundamentals and best practices of analysis.<\/p><\/li><\/ol><h3><b>End users<\/b><\/h3><p class=\"p1\">Frontline employees receive practical training in new AI tools. Professionals in strategic functions, such as marketing or finance, can take advanced training courses that incorporate real-world use cases.<\/p><h2>Establish a culture of sustainable change<\/h2><p class=\"p1\">Deploying AI in an organization often takes between 18 and 36 months. To maintain the momentum of transformation, leaders must support consistent and engaging AI governance.<\/p><h3>Lead by example<\/h3><p class=\"p1\">Leaders must get directly involved, undergo training, and adopt a learning mindset. They encourage experimentation, value lessons learned from failures, and ask questions that stimulate reflection:<\/p><blockquote><p>\u00ab What data supports this decision? How often are we right? \u00bb<\/p><\/blockquote><h2>Assign responsibility to operational units<\/h2><p class=\"p2\">Too often, AI projects are led by technical teams. However, it is the business units that must take responsibility for the results. A shared scorecard can help track adoption rates, deployment speed, and concrete impacts.<\/p><h2>Monitor adoption and continuously adjust<\/h2><p class=\"p1\">Comparing the results obtained with and without AI is an excellent way to demonstrate the value of the tool. This promotes acceptance. It is also essential to adapt interfaces and integration into everyday tools (e.g., dashboards) to facilitate use.<\/p><h2>Align incentives with AI objectives<\/h2><p>AI initiatives can fail if employee incentives are misaligned. For example, if the tool recommends liquidating inventory without discounts, but managers are rewarded for total sales, the system will be rejected.<\/p><p>It is crucial to review incentives so that they encourage the adoption of AI tools without compromising other business objectives.<\/p><hr \/><h2>Conclusion: Human-centered AI governance<\/h2><p class=\"p3\">Organizations that successfully integrate artificial intelligence into their DNA are those that invest in their human capital. They:<\/p><ul><li class=\"p1\">Train their teams appropriately<\/li><li class=\"p1\">Encourage interdisciplinary collaboration<\/li><li class=\"p1\">Align their structures and incentives with new operating models<\/li><\/ul><p class=\"p3\">Thanks to structured and human governance of artificial intelligence, AI is becoming a powerful lever for empowerment, decentralized decision-making, and sustainable transformation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b354d5a elementor-widget elementor-widget-image\" data-id=\"b354d5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"284\" src=\"https:\/\/eficio.ca\/wp-content\/uploads\/2025\/08\/Human-centered-AI-governance-cycle-300x284.jpg\" class=\"attachment-medium size-medium wp-image-51809\" alt=\"\" srcset=\"https:\/\/eficio.ca\/wp-content\/uploads\/2025\/08\/Human-centered-AI-governance-cycle-300x284.jpg 300w, https:\/\/eficio.ca\/wp-content\/uploads\/2025\/08\/Human-centered-AI-governance-cycle-768x727.jpg 768w, https:\/\/eficio.ca\/wp-content\/uploads\/2025\/08\/Human-centered-AI-governance-cycle-700x663.jpg 700w, https:\/\/eficio.ca\/wp-content\/uploads\/2025\/08\/Human-centered-AI-governance-cycle.jpg 784w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7ee323 elementor-widget elementor-widget-text-editor\" data-id=\"d7ee323\" 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>These components\u2014training, change management, unit accountability, and monitoring\u2014are not linear, but feed into each other in a virtuous cycle. This is what enables organizations to evolve with agility and resilience in an ever-changing digital environment.<\/p><hr \/><h2>Need strategic support to implement AI in your organization?<\/h2><p class=\"p3\">Our team can help you build customized <strong>AI governance<\/strong> and equip your teams at every stage of the transformation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e50a477 e-flex e-con-boxed e-con e-parent\" data-id=\"e50a477\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-318a484e e-con-full e-flex e-con e-child\" data-id=\"318a484e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-74290740 e-con-full e-flex e-con e-child\" data-id=\"74290740\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5f7e4159 elementor-widget elementor-widget-shortcode\" data-id=\"5f7e4159\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><!-- Nutshell Form -->\n<div id=\"nutshell-form-05MhqL\"><\/div>\n<script>\n(function(n,u,t){n[u]=n[u]||function(){(n[u].q=n[u].q||[]).push(arguments)}}(window,'Nutsheller'));\nNutsheller('initForm', {form: '05MhqL', instance: '201665', authToken: '', target: 'nutshell-form-05MhqL'});\n<\/script>\n<script async src=\"https:\/\/loader.nutshell.com\/nutsheller.js\"><\/script>\n<!-- End Nutshell Form --><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5bac83d8 e-con-full e-flex e-con e-child\" data-id=\"5bac83d8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-11e6d438 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"11e6d438\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-55e8b0a0\" data-id=\"55e8b0a0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-22b0b06 elementor-widget elementor-widget-text-editor\" data-id=\"22b0b06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2><b>FAQ \u2013 Governance of artificial intelligence<\/b><\/h2><h3>What is artificial intelligence governance?<\/h3><p class=\"p3\">AI governance refers to the set of mechanisms, processes, and practices put in place to oversee the development, implementation, and responsible use of artificial intelligence within an organization.<\/p><h3>Why train all employees in AI?<\/h3><p class=\"p3\">Because the adoption of AI depends on people. Training tailored to each profile (management, technical, operational) ensures a shared understanding, reduces resistance, and facilitates the adoption of tools.<\/p><h3>What is the average duration of an AI project in a company?<\/h3><p class=\"p1\">The duration can vary considerably depending on the nature of the project, the digital maturity of the organization, and the resources available. Some pilot projects can be completed in a few months, while company-wide transformations can take several years. The key is to move forward in a structured manner, adapting to the specific context of the organization.<\/p><h3>What are the risks if incentives are not aligned with the use of AI?<\/h3><p class=\"p3\">Poorly designed incentives can hinder adoption, create internal tensions, and lead to project failure. Effective AI governance adjusts these levers from the outset.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Governance of artificial intelligence: human aspects that should not be overlooked In this series of articles on artificial intelligence, we have seen how organizations can initiate AI projects (1) and what organizational levers need to be activated for successful implementation (2). In this third installment,&#8230;<\/p>\n","protected":false},"author":18,"featured_media":40195,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"cybocfi_hide_featured_image":"","footnotes":""},"categories":[215,809],"tags":[298,1056,276,277,296],"class_list":["post-51806","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles","category-gouvernance-des-donnees-et-ia","tag-ai","tag-ai-en","tag-digital-maturity","tag-organization","tag-transformation-numerique-en"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Governance of artificial intelligence: putting people first<\/title>\n<meta name=\"description\" content=\"Successful artificial intelligence governance requires training, human engagement, and well-aligned incentives.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/eficio.ca\/en\/blog\/artificial-intelligence-governance-human-aspects\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Artificial Intelligence Governance \u2013 Human Aspects\" \/>\n<meta property=\"og:description\" content=\"Successful artificial intelligence governance requires training, human engagement, and well-aligned incentives.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/eficio.ca\/en\/blog\/artificial-intelligence-governance-human-aspects\/\" \/>\n<meta property=\"og:site_name\" content=\"Eficio\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/Eficio.ca\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-15T13:00:14+00:00\" \/>\n<meta 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