{"id":24558,"date":"2025-02-18T10:00:00","date_gmt":"2025-02-18T09:00:00","guid":{"rendered":"https:\/\/www.tool4staffing.com\/?p=24558"},"modified":"2026-03-25T15:53:29","modified_gmt":"2026-03-25T14:53:29","slug":"recrutement-lia-sera-t-elle-aussi-raciste-et-sexiste-que-nous","status":"publish","type":"post","link":"https:\/\/staging.tool4staffing.com\/?p=24558","title":{"rendered":"Recrutement : l\u2019IA sera-t-elle aussi raciste et sexiste que nous ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"24558\" class=\"elementor elementor-24558\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e4f2766 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e4f2766\" 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-2a7db86\" data-id=\"2a7db86\" 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-5decac4 elementor-widget elementor-widget-text-editor\" data-id=\"5decac4\" 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><span style=\"font-weight: 400;\">L\u2019intelligence artificielle est partout, y compris dans le recrutement. Algorithmes de matching, scoring automatique des CV, chatbots de pr\u00e9qualification\u2026 les outils bas\u00e9s sur cette technologie envahissent le march\u00e9, et promettent un recrutement plus rapide, plus efficace, et m\u00eame plus juste.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Mais peut-on vraiment leur faire confiance ? L\u2019IA est-elle un rem\u00e8de contre les biais de recrutement ou, au contraire, une machine \u00e0 discrimination \u00e0 grande \u00e9chelle ? C\u2019est la question (\u00e9pineuse) que nous nous sommes pos\u00e9e dans cet article.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Le \u201ctalent hacking\u201d applique en effet les m\u00eames principes d\u2019agilit\u00e9, de cr\u00e9ativit\u00e9 et de technologie que le growth hacking, mais les met au service du recrutement pour d\u00e9nicher les meilleurs talents plut\u00f4t que des clients.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Alors \u00e0 quoi correspond-il exactement ? Quelles sont ces techniques novatrices qui viennent bousculer le monde du recrutement ? On vous dit tout dans cet article.<\/span><\/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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0c30258 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0c30258\" 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-cad1b6b\" data-id=\"cad1b6b\" 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-e325f85 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"e325f85\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;],&quot;exclude_headings_by_selector&quot;:[],&quot;no_headings_message&quot;:&quot;Aucun titre n\\u2019a \\u00e9t\\u00e9 trouv\\u00e9 sur cette page.&quot;,&quot;marker_view&quot;:&quot;numbers&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h2 class=\"elementor-toc__header-title\">\n\t\t\t\tSommaire : \t\t\t<\/h2>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__e325f85\" aria-expanded=\"true\" aria-label=\"Ouvrir la table des mati\u00e8res\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__e325f85\" aria-expanded=\"true\" aria-label=\"Fermer la table des mati\u00e8res\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__e325f85\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-172e6c5 elementor-widget elementor-widget-heading\" data-id=\"172e6c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">L\u2019IA, une technologie biais\u00e9e par nature ?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a566dc8 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"a566dc8\" 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><b>Des d\u00e9rapages algorithmiques qui en disent long<\/b><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">En 2016, <\/span><a href=\"https:\/\/www.lepoint.fr\/high-tech-internet\/meme-les-robots-peuvent-devenir-racistes-et-antisemites-25-03-2016-2027867_47.php\">le chatbot Tay de Microsoft, \u00e0 peine lanc\u00e9, partait en vrille sur Twitter<\/a><span style=\"font-weight: 400;\"> : propos n\u00e9gationnistes, apologie d\u2019Hitler\u2026 ses cr\u00e9ateurs n\u2019eurent d\u2019autre choix que de le d\u00e9brancher apr\u00e8s seulement 24h.\u00a0<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Un an plus tard, ce fut le tour d\u2019une autre IA, nomm\u00e9e <\/span><a href=\"https:\/\/www.lemonde.fr\/pixels\/article\/2017\/04\/15\/quand-l-intelligence-artificielle-reproduit-le-sexisme-et-le-racisme-des-humains_5111646_4408996.html\">GloVe, de reproduire de graves st\u00e9r\u00e9otypes<\/a><span style=\"font-weight: 400;\"> : ce programme d\u2019analyse de texte, utilis\u00e9 notamment pour faire de la traduction, associait syst\u00e9matiquement les pr\u00e9noms f\u00e9minins \u00e0 la famille, et ceux des hommes \u00e0 la carri\u00e8re professionnelle\u2026<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Si ces d\u00e9rapages sont inqui\u00e9tants, ils le sont encore plus lorsqu\u2019il s\u2019agit d\u2019embaucher des candidats. Et malheureusement, les premiers rat\u00e9s dans le recrutement ne se sont pas fait attendre : en 2014, par exemple, un <\/span><a href=\"https:\/\/www.lesechos.fr\/industrie-services\/conso-distribution\/quand-le-logiciel-de-recrutement-damazon-discrimine-les-femmes-141753\">algorithme secret d\u00e9velopp\u00e9 par Amazon<\/a><span style=\"font-weight: 400;\"> a d\u00fb \u00eatre abandonn\u00e9 trois ans plus tard\u2026 car il discriminait syst\u00e9matiquement les femmes.<\/span><\/p>\n<p>\u00a0<\/p>\n<p>\u00a0<\/p>\n<p><b>Un apprentissage bas\u00e9 sur un simple effet de miroir<\/b><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Alors pourquoi certaines IA, qu\u2019on nous pr\u00e9sente comme le progr\u00e8s absolu, finissent-elles parfois par reproduire les discours de Tonton Fernand apr\u00e8s 3 verres de vin rouge? Pour le comprendre il faut se pencher sur le mode de fonctionnement de ces technologies.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Contrairement \u00e0 ce que l\u2019on pourrait croire, lorsqu\u2019une machine gagne aux \u00e9checs ou compose de la musique classique, elle ne fait pas preuve de r\u00e9flexion au sens humain du terme. Son fonctionnement repose sur un principe simple : tester, \u00e9chouer, ajuster.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Imaginez un singe devant un piano, recevant une d\u00e9charge \u00e9lectrique \u00e0 chaque fausse note. \u00c0 force d\u2019erreurs (et de d\u00e9charges \u2013 rassurez-vous, aucun singe n\u2019a \u00e9t\u00e9 maltrait\u00e9 dans cette analogie), il pourrait finir par jouer du Chopin. Mais cela ne signifie pas qu\u2019il comprend la musique : il a simplement appris \u00e0 \u00e9viter les mauvaises touches.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">L\u2019IA fonctionne de la m\u00eame mani\u00e8re. Elle ajuste ses r\u00e9ponses au fil des essais, mais sans v\u00e9ritable compr\u00e9hension. C\u2019est un processus d\u2019optimisation, pas de raisonnement.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">C\u2019est d\u2019ailleurs pourquoi certains scientifiques pr\u00e9f\u00e8rent parler d\u2019\u00a0\u00bbapprentissage r\u00e9cursif\u00a0\u00bb plut\u00f4t que d\u2019\u00a0\u00bbintelligence artificielle\u00a0\u00bb, une expression jug\u00e9e trompeuse.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4df62cb demo-block elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4df62cb\" 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-inner-column elementor-element elementor-element-db49a3d\" data-id=\"db49a3d\" 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-cf4e2eb elementor-widget elementor-widget-text-editor\" data-id=\"cf4e2eb\" 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><strong>Essayez-nous gratuitement<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b108db4 elementor-widget elementor-widget-button\" data-id=\"b108db4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/staging.tool4staffing.com\/demande-de-demo-tool4staffing\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Essayez gratuitement<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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 class=\"elementor-element elementor-element-41b8f63 elementor-widget elementor-widget-text-editor\" data-id=\"41b8f63\" 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><b>Des bases de donn\u00e9es biais\u00e9es<\/b><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Pour apprendre, les IA ont donc besoin de distinguer les erreurs (les fausses notes) des \u201cbonnes\u201d informations. Et pour cela, elles analysent de gigantesques bases de donn\u00e9es. Le probl\u00e8me ? Ces bases de donn\u00e9es ne sont elles-m\u00eames pas toujours neutres.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Reprenons l\u2019exemple de Tay, l\u2019IA de Microsoft. Si elle est devenue raciste et antis\u00e9mite en un temps record, ce n\u2019est pas par une quelconque volont\u00e9 propre, mais parce qu\u2019elle a \u00e9t\u00e9 nourrie aux messages post\u00e9s sur Twitter. Plus un discours \u00e9tait repris et comment\u00e9, plus elle le consid\u00e9rait comme une r\u00e9f\u00e9rence valide. Or, sur Internet, on le sait, les id\u00e9es les plus extr\u00eames sont souvent les plus bruyantes\u2026 R\u00e9sultat : en quelques heures, Tay a assimil\u00e9 et reproduit les pires d\u00e9rives du web.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Maintenant, transposez \u00e7a au recrutement. Si une IA est entra\u00een\u00e9e sur des CV issus d\u2019un march\u00e9 du travail historiquement in\u00e9galitaire, elle risque de favoriser les profils qui ressemblent \u00e0 ceux d\u00e9j\u00e0 en poste\u2026 et d\u2019exclure les autres. Plut\u00f4t qu\u2019un outil neutre et objectif, elle devient alors un filtre invisible qui perp\u00e9tue les discriminations existantes.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Ce qu\u2019il faut finalement retenir, c\u2019est que l\u2019IA n\u2019est pas discriminatoire par nature : tout d\u00e9pend des donn\u00e9es sur lesquelles elle est entra\u00een\u00e9e. Si elles sont biais\u00e9es, l&rsquo;algorithme reproduira ces biais. Mais si elles sont totalement neutres, la technologie peut, au contraire, favoriser l\u2019inclusion.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-109d151 elementor-widget elementor-widget-heading\" data-id=\"109d151\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">L\u2019IA en recrutement : entre promesses et dangers<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9079098 elementor-widget elementor-widget-text-editor\" data-id=\"9079098\" 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><b>Peut-on cr\u00e9er une IA \u201c\u00e9thique\u201d pour le recrutement ?<\/b><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Loin d\u2019\u00eatre une solution miracle, l\u2019IA reproduit ni plus ni moins que ce qu\u2019on veut bien lui apprendre. Son impact d\u00e9pend donc des choix faits en amont : quelles donn\u00e9es sont utilis\u00e9es pour l\u2019entra\u00eener, quels biais sont corrig\u00e9s, quelles r\u00e8gles sont impos\u00e9es\u2026\u00a0<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Une chose est s\u00fbre : sans garde-fous, elle risque de perp\u00e9tuer, voire d\u2019aggraver, les in\u00e9galit\u00e9s existantes.\u00a0<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Heureusement, certaines entreprises l\u2019ont bien compris et commencent \u00e0 encadrer ces outils avec des audits r\u00e9guliers et des bases d\u2019entra\u00eenement plus diversifi\u00e9es, afin de limiter les biais et garantir une s\u00e9lection plus \u00e9quitable.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">La r\u00e9glementation \u00e9volue aussi, pour mieux contr\u00f4ler l\u2019usage de l\u2019IA, notamment en recrutement, et imposer plus de transparence sur les crit\u00e8res de s\u00e9lection. L\u2019IA Act est notamment entr\u00e9 en application en Europe le 2 f\u00e9vrier 2025, et la France a tr\u00e8s r\u00e9cemment cr\u00e9\u00e9 l\u2019INESIA (Institut national pour l&rsquo;\u00e9valuation et la s\u00e9curit\u00e9 de l&rsquo;intelligence artificielle). Il est donc fort probable que des r\u00e8gles soient \u00e9dict\u00e9es dans les prochaines ann\u00e9es.<\/span><\/p>\n<p>\u00a0<\/p>\n<p>\u00a0<\/p>\n<p><b>L\u2019approche Tool4staffing : IA et humain, un duo indispensable<\/b><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Chez Tool4staffing nous croyons tr\u00e8s fort dans le potentiel de l\u2019IA en recrutement, mais nous s\u00e9lectionnons nos outils avec le plus grand soin.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Nous avons par exemple fait le choix de miser sur <\/span><a href=\"https:\/\/staging.tool4staffing.com\/blog\/intelligence-artificielle-dans-le-recrutement-predictif-vs-semantique\/\">l\u2019IA s\u00e9mantique et non sur l\u2019IA pr\u00e9dictive<\/a><span style=\"font-weight: 400;\"> pour des raisons \u00e9thiques, car nous savons que cette derni\u00e8re a tendance \u00e0 reproduire les biais du pass\u00e9 plut\u00f4t qu\u2019\u00e0 \u00e9largir le champ des possibles.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">Plus g\u00e9n\u00e9ralement, notre solution est con\u00e7ue pour automatiser les t\u00e2ches chronophages et offrir une aide pr\u00e9cieuse \u00e0 la d\u00e9cision, sans jamais remplacer le jugement humain. R\u00e9sultat : un gain de temps consid\u00e9rable, une base de candidats mieux qualifi\u00e9e, et surtout, une s\u00e9lection qui reste entre les mains des recruteurs.<\/span><\/p>\n<p>\u00a0<\/p>\n<p><span style=\"font-weight: 400;\">C\u2019est pour nous un engagement fort, dans un domaine o\u00f9 la discrimination est, on le sait, encore tr\u00e8s pr\u00e9sente.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f47d33 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"6f47d33\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/tool4staffing.com\/demonstration-gratuite\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Demander une d\u00e9mo gratuite<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-bf6eeee demo-block elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bf6eeee\" 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-inner-column elementor-element elementor-element-4464a80\" data-id=\"4464a80\" 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-67e7e33 elementor-widget elementor-widget-text-editor\" data-id=\"67e7e33\" 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><strong>Essayez-nous gratuitement<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b828cb3 elementor-widget elementor-widget-button\" data-id=\"b828cb3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/staging.tool4staffing.com\/demande-de-demo-tool4staffing\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Essayez gratuitement<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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 class=\"elementor-element elementor-element-ca82528 elementor-widget elementor-widget-text-editor\" data-id=\"ca82528\" 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>\u00a0<\/p><ol><li style=\"list-style-type: none;\">\u00a0<\/li><\/ol>\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>L\u2019intelligence artificielle est partout, y compris dans le recrutement. Algorithmes de matching, scoring automatique des CV, chatbots de pr\u00e9qualification\u2026 les outils bas\u00e9s sur cette technologie envahissent le march\u00e9, et promettent un recrutement plus rapide, plus efficace, et m\u00eame plus juste. Mais peut-on vraiment leur faire confiance ? L\u2019IA est-elle un rem\u00e8de contre les biais de [&hellip;]<\/p>\n","protected":false},"author":40,"featured_media":24570,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[20],"tags":[],"class_list":["post-24558","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-carte-blanche"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>L\u2019IA sera-t-elle aussi raciste et sexiste que nous ?<\/title>\n<meta name=\"description\" content=\"L\u2019IA est-elle un rem\u00e8de contre les biais ou une machine \u00e0 discrimination \u00e0 grande \u00e9chelle ? C\u2019est la question qu&#039;on se pose dans cet article.\" \/>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"L\u2019IA sera-t-elle aussi raciste et sexiste que nous ?\" \/>\n<meta property=\"og:description\" content=\"L\u2019IA est-elle un rem\u00e8de contre les biais ou une machine \u00e0 discrimination \u00e0 grande \u00e9chelle ? C\u2019est la question qu&#039;on se pose dans cet article.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/staging.tool4staffing.com\/?p=24558\" \/>\n<meta property=\"og:site_name\" content=\"Tool4staffing\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-18T09:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-25T14:53:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/staging.tool4staffing.com\/wp-content\/uploads\/2025\/02\/Article-blog-2025-2.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Jean-Baptiste\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Jean-Baptiste\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558\"},\"author\":{\"name\":\"Jean-Baptiste\",\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/#\\\/schema\\\/person\\\/275dfc9d982e22c195d3cd8ed1423b1d\"},\"headline\":\"Recrutement : l\u2019IA sera-t-elle aussi raciste et sexiste que nous ?\",\"datePublished\":\"2025-02-18T09:00:00+00:00\",\"dateModified\":\"2026-03-25T14:53:29+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558\"},\"wordCount\":1177,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/staging.tool4staffing.com\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/Article-blog-2025-2.png\",\"articleSection\":[\"La plan\u00e8te recrutement\"],\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558\",\"url\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558\",\"name\":\"L\u2019IA sera-t-elle aussi raciste et sexiste que nous ?\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/staging.tool4staffing.com\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/Article-blog-2025-2.png\",\"datePublished\":\"2025-02-18T09:00:00+00:00\",\"dateModified\":\"2026-03-25T14:53:29+00:00\",\"description\":\"L\u2019IA est-elle un rem\u00e8de contre les biais ou une machine \u00e0 discrimination \u00e0 grande \u00e9chelle ? C\u2019est la question qu'on se pose dans cet article.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558#primaryimage\",\"url\":\"https:\\\/\\\/staging.tool4staffing.com\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/Article-blog-2025-2.png\",\"contentUrl\":\"https:\\\/\\\/staging.tool4staffing.com\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/Article-blog-2025-2.png\",\"width\":1920,\"height\":1080},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?p=24558#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\\\/\\\/staging.tool4staffing.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Recrutement : l\u2019IA sera-t-elle aussi raciste et sexiste que nous ?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/#website\",\"url\":\"https:\\\/\\\/staging.tool4staffing.com\\\/\",\"name\":\"Tool4staffing\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/#organization\",\"name\":\"Tool4staffing\",\"alternateName\":\"T4S\",\"url\":\"https:\\\/\\\/staging.tool4staffing.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/staging.tool4staffing.com\\\/wp-content\\\/uploads\\\/2021\\\/12\\\/logo_2026.png\",\"contentUrl\":\"https:\\\/\\\/staging.tool4staffing.com\\\/wp-content\\\/uploads\\\/2021\\\/12\\\/logo_2026.png\",\"width\":576,\"height\":350,\"caption\":\"Tool4staffing\"},\"image\":{\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/staging.tool4staffing.com\\\/#\\\/schema\\\/person\\\/275dfc9d982e22c195d3cd8ed1423b1d\",\"name\":\"Jean-Baptiste\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/18c306d68868b36a637b5b2e01024681e0a95cfafffca80d35cde57090a705df?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/18c306d68868b36a637b5b2e01024681e0a95cfafffca80d35cde57090a705df?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/18c306d68868b36a637b5b2e01024681e0a95cfafffca80d35cde57090a705df?s=96&d=mm&r=g\",\"caption\":\"Jean-Baptiste\"},\"url\":\"https:\\\/\\\/staging.tool4staffing.com\\\/?author=40\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"L\u2019IA sera-t-elle aussi raciste et sexiste que nous ?","description":"L\u2019IA est-elle un rem\u00e8de contre les biais ou une machine \u00e0 discrimination \u00e0 grande \u00e9chelle ? C\u2019est la question qu'on se pose dans cet article.","robots":{"index":"noindex","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"og_locale":"fr_FR","og_type":"article","og_title":"L\u2019IA sera-t-elle aussi raciste et sexiste que nous ?","og_description":"L\u2019IA est-elle un rem\u00e8de contre les biais ou une machine \u00e0 discrimination \u00e0 grande \u00e9chelle ? C\u2019est la question qu'on se pose dans cet article.","og_url":"https:\/\/staging.tool4staffing.com\/?p=24558","og_site_name":"Tool4staffing","article_published_time":"2025-02-18T09:00:00+00:00","article_modified_time":"2026-03-25T14:53:29+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/staging.tool4staffing.com\/wp-content\/uploads\/2025\/02\/Article-blog-2025-2.png","type":"image\/png"}],"author":"Jean-Baptiste","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"Jean-Baptiste","Dur\u00e9e de lecture estim\u00e9e":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/staging.tool4staffing.com\/?p=24558#article","isPartOf":{"@id":"https:\/\/staging.tool4staffing.com\/?p=24558"},"author":{"name":"Jean-Baptiste","@id":"https:\/\/staging.tool4staffing.com\/#\/schema\/person\/275dfc9d982e22c195d3cd8ed1423b1d"},"headline":"Recrutement : l\u2019IA sera-t-elle aussi raciste et sexiste que nous ?","datePublished":"2025-02-18T09:00:00+00:00","dateModified":"2026-03-25T14:53:29+00:00","mainEntityOfPage":{"@id":"https:\/\/staging.tool4staffing.com\/?p=24558"},"wordCount":1177,"commentCount":0,"publisher":{"@id":"https:\/\/staging.tool4staffing.com\/#organization"},"image":{"@id":"https:\/\/staging.tool4staffing.com\/?p=24558#primaryimage"},"thumbnailUrl":"https:\/\/staging.tool4staffing.com\/wp-content\/uploads\/2025\/02\/Article-blog-2025-2.png","articleSection":["La plan\u00e8te recrutement"],"inLanguage":"fr-FR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/staging.tool4staffing.com\/?p=24558#respond"]}]},{"@type":"WebPage","@id":"https:\/\/staging.tool4staffing.com\/?p=24558","url":"https:\/\/staging.tool4staffing.com\/?p=24558","name":"L\u2019IA sera-t-elle aussi raciste et sexiste que nous ?","isPartOf":{"@id":"https:\/\/staging.tool4staffing.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/staging.tool4staffing.com\/?p=24558#primaryimage"},"image":{"@id":"https:\/\/staging.tool4staffing.com\/?p=24558#primaryimage"},"thumbnailUrl":"https:\/\/staging.tool4staffing.com\/wp-content\/uploads\/2025\/02\/Article-blog-2025-2.png","datePublished":"2025-02-18T09:00:00+00:00","dateModified":"2026-03-25T14:53:29+00:00","description":"L\u2019IA est-elle un rem\u00e8de contre les biais ou une machine \u00e0 discrimination \u00e0 grande \u00e9chelle ? C\u2019est la question qu'on se pose dans cet article.","breadcrumb":{"@id":"https:\/\/staging.tool4staffing.com\/?p=24558#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/staging.tool4staffing.com\/?p=24558"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/staging.tool4staffing.com\/?p=24558#primaryimage","url":"https:\/\/staging.tool4staffing.com\/wp-content\/uploads\/2025\/02\/Article-blog-2025-2.png","contentUrl":"https:\/\/staging.tool4staffing.com\/wp-content\/uploads\/2025\/02\/Article-blog-2025-2.png","width":1920,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/staging.tool4staffing.com\/?p=24558#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/staging.tool4staffing.com\/"},{"@type":"ListItem","position":2,"name":"Recrutement : l\u2019IA sera-t-elle aussi raciste et sexiste que nous ?"}]},{"@type":"WebSite","@id":"https:\/\/staging.tool4staffing.com\/#website","url":"https:\/\/staging.tool4staffing.com\/","name":"Tool4staffing","description":"","publisher":{"@id":"https:\/\/staging.tool4staffing.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/staging.tool4staffing.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/staging.tool4staffing.com\/#organization","name":"Tool4staffing","alternateName":"T4S","url":"https:\/\/staging.tool4staffing.com\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/staging.tool4staffing.com\/#\/schema\/logo\/image\/","url":"https:\/\/staging.tool4staffing.com\/wp-content\/uploads\/2021\/12\/logo_2026.png","contentUrl":"https:\/\/staging.tool4staffing.com\/wp-content\/uploads\/2021\/12\/logo_2026.png","width":576,"height":350,"caption":"Tool4staffing"},"image":{"@id":"https:\/\/staging.tool4staffing.com\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/staging.tool4staffing.com\/#\/schema\/person\/275dfc9d982e22c195d3cd8ed1423b1d","name":"Jean-Baptiste","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/secure.gravatar.com\/avatar\/18c306d68868b36a637b5b2e01024681e0a95cfafffca80d35cde57090a705df?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/18c306d68868b36a637b5b2e01024681e0a95cfafffca80d35cde57090a705df?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/18c306d68868b36a637b5b2e01024681e0a95cfafffca80d35cde57090a705df?s=96&d=mm&r=g","caption":"Jean-Baptiste"},"url":"https:\/\/staging.tool4staffing.com\/?author=40"}]}},"lang":"fr","translations":{"fr":24558},"pll_sync_post":{},"_links":{"self":[{"href":"https:\/\/staging.tool4staffing.com\/index.php?rest_route=\/wp\/v2\/posts\/24558","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/staging.tool4staffing.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/staging.tool4staffing.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/staging.tool4staffing.com\/index.php?rest_route=\/wp\/v2\/users\/40"}],"replies":[{"embeddable":true,"href":"https:\/\/staging.tool4staffing.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=24558"}],"version-history":[{"count":0,"href":"https:\/\/staging.tool4staffing.com\/index.php?rest_route=\/wp\/v2\/posts\/24558\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/staging.tool4staffing.com\/index.php?rest_route=\/wp\/v2\/media\/24570"}],"wp:attachment":[{"href":"https:\/\/staging.tool4staffing.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=24558"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/staging.tool4staffing.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=24558"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/staging.tool4staffing.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=24558"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}