{"id":34740,"date":"2025-07-21T16:28:40","date_gmt":"2025-07-21T10:58:40","guid":{"rendered":"https:\/\/www.verdantis.com\/?p=34740"},"modified":"2026-02-02T13:37:02","modified_gmt":"2026-02-02T08:07:02","slug":"harmonisation-des-donnees-de-reference","status":"publish","type":"post","link":"https:\/\/www.verdantis.com\/fr\/harmonisation-des-donnees-de-reference\/","title":{"rendered":"Harmonisation des donn\u00e9es de r\u00e9f\u00e9rence"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"34740\" class=\"elementor elementor-34740\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-745dc9e e-flex e-con-boxed e-con e-parent\" data-id=\"745dc9e\" 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-e7b3199 elementor-widget elementor-widget-text-editor\" data-id=\"e7b3199\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>L'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence d\u00e9signe le processus de consolidation, de normalisation et de nettoyage des donn\u00e9es de r\u00e9f\u00e9rence au sein d'un syst\u00e8me, telles que les donn\u00e9es de r\u00e9f\u00e9rence relatives aux clients, aux fournisseurs et aux articles. La qualit\u00e9 des donn\u00e9es de r\u00e9f\u00e9rence est garantie par l'\u00e9limination des incoh\u00e9rences et des inexactitudes.<\/p><p>Il s'agit du processus consistant \u00e0 nettoyer, harmoniser et enrichir les donn\u00e9es de base au sein de votre organisation. L'objectif est de garantir que tout le monde travaille avec les m\u00eames informations, pr\u00e9cises et \u00e0 jour.<\/p><p>C'est un peu comme diriger un orchestre : chaque instrument (service ou syst\u00e8me) doit \u00eatre en phase avec les autres pour offrir une prestation parfaite. Pour les entreprises, l'harmonisation des donn\u00e9es garantit que toutes les \u00e9quipes travaillent \u00ab en phase \u00bb les unes avec les autres.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-317f584 e-flex e-con-boxed e-con e-parent\" data-id=\"317f584\" 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-97ef723 elementor-widget elementor-widget-heading\" data-id=\"97ef723\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"what-is-master-data-harmonization\">Qu'est-ce que l'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence ?<\/h2>\t\t\t\t<\/div>\n\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-86bc197 e-flex e-con-boxed e-con e-parent\" data-id=\"86bc197\" 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-e796c74 elementor-widget elementor-widget-text-editor\" data-id=\"e796c74\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les donn\u00e9es de r\u00e9f\u00e9rence d\u00e9signent les informations essentielles sur lesquelles repose votre entreprise. Il s'agit notamment des coordonn\u00e9es des clients, des informations sur les produits, des fiches fournisseurs ou des nomenclatures (BOM).<\/p><p>Il s'agit l\u00e0 des donn\u00e9es fondamentales dont d\u00e9pendent de nombreux services, syst\u00e8mes et processus.<\/p><p>Cependant, lorsque ces donn\u00e9es sont stock\u00e9es dans diff\u00e9rents syst\u00e8mes (tels que des CRM, des ERP ou des tableurs), elles deviennent souvent incoh\u00e9rentes, font l'objet de doublons ou sont obsol\u00e8tes.<\/p><p>L'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence consiste \u00e0 nettoyer, normaliser et int\u00e9grer ces pr\u00e9cieuses donn\u00e9es dans une source unique (et fiable) de r\u00e9f\u00e9rence.<\/p><p><strong>\u2013 Nettoyage :<\/strong> Supprimer les doublons, corriger les informations erron\u00e9es, compl\u00e9ter les informations manquantes.<\/p><p><strong>\u2013 Enrichissant :<\/strong> Ajouter des informations utiles ou compl\u00e9mentaires afin de rendre les donn\u00e9es plus exploitables et plus compr\u00e9hensibles (par exemple, en indiquant les coordonn\u00e9es du fournisseur ou les caract\u00e9ristiques techniques du produit).<\/p><p><strong>\u2013 Normalisation :<\/strong> Garantir la coh\u00e9rence des formats, des conventions de nommage et des unit\u00e9s de mesure dans tous les syst\u00e8mes, conform\u00e9ment \u00e0 la norme UNSPSC.<\/p><p><strong>-Synchronisation :<\/strong> Veiller \u00e0 ce que tous les syst\u00e8mes exploitent les m\u00eames donn\u00e9es, que ce soit en temps r\u00e9el ou \u00e0 intervalles r\u00e9guliers de synchronisation.<\/p><p>Prenons, par exemple, une entreprise comme une biblioth\u00e8que. Chaque service a sa propre m\u00e9thode pour r\u00e9pertorier et num\u00e9roter les livres, et chacun utilise des titres, des auteurs et des formats diff\u00e9rents pour les classer.<\/p><p>Par cons\u00e9quent, lorsque l'on cherchait un livre en particulier, il \u00e9tait difficile de savoir o\u00f9 le trouver, et c'\u00e9tait un v\u00e9ritable cauchemar si deux services \u00e9taient \u00e0 la recherche du m\u00eame ouvrage.<\/p><p>L'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence permettrait d'atteindre l'objectif que cette biblioth\u00e8que s'\u00e9tait fix\u00e9 avec son syst\u00e8me de catalogage : un catalogue unique, pr\u00e9cis, fiable et facile \u00e0 utiliser pour tous.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-234c935 elementor-widget elementor-widget-heading\" data-id=\"234c935\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"data-harmonization-vs-data-cleansing-key-differences\">Harmonisation des donn\u00e9es ou nettoyage des donn\u00e9es : principales diff\u00e9rences<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0411b79 e-con-full e-flex e-con e-child\" data-id=\"0411b79\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8caed79 elementor-widget elementor-widget-text-editor\" data-id=\"8caed79\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<table><thead><tr><th><strong>Aspect<\/strong><\/th><th><strong>Harmonisation des donn\u00e9es<\/strong><\/th><th><strong>Nettoyage des donn\u00e9es<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>D\u00e9finition<\/strong><\/td><td>Regrouper des donn\u00e9es provenant de diff\u00e9rentes sources dans un format harmonis\u00e9.<\/td><td>Supprimer les erreurs, les incoh\u00e9rences ou les doublons dans les donn\u00e9es.<\/td><\/tr><tr><td><strong>Objectif<\/strong><\/td><td>Permet aux donn\u00e9es provenant de plusieurs syst\u00e8mes de s'int\u00e9grer harmonieusement.<\/td><td>Am\u00e9liore la pr\u00e9cision et la qualit\u00e9 des donn\u00e9es.<\/td><\/tr><tr><td><strong>Exemple<\/strong><\/td><td>Harmonisation des noms de produits provenant de diff\u00e9rentes bases de donn\u00e9es (par exemple, \u00ab SKU 123 \u00bb vs \u00ab Produit 123 \u00bb).<\/td><td>Corriger une adresse erron\u00e9e ou supprimer les doublons dans la liste des clients.<\/td><\/tr><tr><td><strong>Gros plan<\/strong><\/td><td>Harmonisation des donn\u00e9es entre les diff\u00e9rents syst\u00e8mes ou plateformes.<\/td><td>Nettoyage ou correction des erreurs dans les donn\u00e9es existantes.<\/td><\/tr><tr><td><strong>Champ d'application<\/strong><\/td><td>Il s'agit souvent de harmoniser des donn\u00e9es provenant de plusieurs sources.<\/td><td>Cible le nettoyage de points de donn\u00e9es ou d'entr\u00e9es sp\u00e9cifiques.<\/td><\/tr><tr><td><strong>Outils utilis\u00e9s<\/strong><\/td><td>Outils permettant de faire correspondre, de fusionner et d'aligner des donn\u00e9es provenant de diff\u00e9rentes sources.<\/td><td>Outils permettant d'identifier et de corriger les donn\u00e9es erron\u00e9es, incompl\u00e8tes ou redondantes.<\/td><\/tr><tr><td><strong>R\u00e9sultat<\/strong><\/td><td>Les donn\u00e9es provenant de diff\u00e9rentes sources deviennent comparables et compatibles.<\/td><td>Des donn\u00e9es nettoy\u00e9es et pr\u00e9cises, sans erreurs ni doublons.<\/td><\/tr><\/tbody><\/table>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\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-c0c7d58 e-flex e-con-boxed e-con e-parent\" data-id=\"c0c7d58\" 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-e2b22f1 elementor-widget elementor-widget-heading\" data-id=\"e2b22f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"why-does-master-data-harmonization-matter\">Pourquoi l'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence est-elle importante ?<\/h2>\t\t\t\t<\/div>\n\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-1d07096 e-flex e-con-boxed e-con e-parent\" data-id=\"1d07096\" 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-18429b2 elementor-widget elementor-widget-text-editor\" data-id=\"18429b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p dir=\"ltr\" data-pm-slice=\"1 1 []\">L'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence est un processus essentiel de la gestion des donn\u00e9es de r\u00e9f\u00e9rence (MDM) ; elle permet de normaliser, de synchroniser et de consolider les donn\u00e9es de r\u00e9f\u00e9rence provenant de plusieurs sources.<\/p><p dir=\"ltr\" data-pm-slice=\"1 1 []\">Si le MDM fournit le cadre g\u00e9n\u00e9ral permettant de g\u00e9rer et de maintenir des informations m\u00e9tier faisant autorit\u00e9, l'harmonisation garantit quant \u00e0 elle que ces donn\u00e9es sont exactes, coh\u00e9rentes et exemptes de redondances.<\/p><p>Les donn\u00e9es harmonis\u00e9es constituent le fondement essentiel sur lequel le MDM s'appuie pour cr\u00e9er des enregistrements fiables et int\u00e9gr\u00e9s entre les diff\u00e9rents syst\u00e8mes. Sans harmonisation, il est impossible de concr\u00e9tiser la promesse d'une version unique et fiable des donn\u00e9es de r\u00e9f\u00e9rence dans le cadre du MDM.<\/p><p>Lorsque les donn\u00e9es sont incoh\u00e9rentes ou dispers\u00e9es, cela entra\u00eene des pertes d'efficacit\u00e9, des doublons, des erreurs et des occasions manqu\u00e9es. Examinons quelques probl\u00e8mes concrets caus\u00e9s par une mauvaise gestion des donn\u00e9es de r\u00e9f\u00e9rence et voyons comment leur harmonisation permet d'y rem\u00e9dier :<\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-4ff44dc e-flex e-con-boxed e-con e-parent\" data-id=\"4ff44dc\" 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-d8e69c8 elementor-widget elementor-widget-heading\" data-id=\"d8e69c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"example-1-the-duplicate-customer-nightmare\">Exemple n\u00b0 1 : Le cauchemar des doublons clients<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81ae375 elementor-widget elementor-widget-text-editor\" data-id=\"81ae375\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p dir=\"ltr\">Les g\u00e9ants du secteur des produits de grande consommation (CPG) et de la grande distribution utilisent un logiciel CRM pour les ventes, un ERP pour la gestion des stocks et une plateforme marketing pour leurs campagnes. Chaque syst\u00e8me stocke les donn\u00e9es clients de mani\u00e8re diff\u00e9rente :<\/p><ul dir=\"ltr\" data-tight=\"true\"><li><p dir=\"ltr\">CRM : \u00ab John A. Smith, 123 rue Main, New York \u00bb<\/p><\/li><li><p dir=\"ltr\">ERP : \u00ab J. Smith, 123 rue Main, New York \u00bb<\/p><\/li><li><p dir=\"ltr\">Marketing : \u00ab John Smith, 123 Main, New York \u00bb<\/p><\/li><\/ul><p dir=\"ltr\">Il s'agit du m\u00eame client, mais les syst\u00e8mes le traitent comme des entr\u00e9es distinctes. Cela entra\u00eene :<\/p><ul dir=\"ltr\" data-tight=\"true\"><li><p dir=\"ltr\"><strong>Efforts marketing gaspill\u00e9s<\/strong>: John re\u00e7oit trois e-mails promotionnels identiques.<\/p><\/li><li><p dir=\"ltr\"><strong>Mauvaise exp\u00e9rience client<\/strong>: Les commerciaux appellent John \u00e0 plusieurs reprises, sans avoir connaissance des \u00e9changes pr\u00e9c\u00e9dents.<\/p><\/li><li><p dir=\"ltr\"><strong>Probl\u00e8mes li\u00e9s aux stocks<\/strong>: Les commandes sont pass\u00e9es en double, ce qui entra\u00eene des exc\u00e9dents de stock ou des ruptures de stock.<\/p><\/li><\/ul><p dir=\"ltr\"><strong>Correction d'harmonisation<\/strong>: En regroupant ces entr\u00e9es en une seule fiche (\u00ab John A. Smith, 123 Main Street, New York, NY \u00bb), l'entreprise s'assure que John soit consid\u00e9r\u00e9 comme un seul et m\u00eame client dans tous les syst\u00e8mes. Cela permet de r\u00e9duire le gaspillage, d'am\u00e9liorer la satisfaction client et de rationaliser les op\u00e9rations.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-39909c6 e-flex e-con-boxed e-con e-parent\" data-id=\"39909c6\" 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-305c88d elementor-widget elementor-widget-heading\" data-id=\"305c88d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"example-2-bill-of-materials-chaos\">Exemple n\u00b0 2 : Le chaos des nomenclatures<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e57122b elementor-widget elementor-widget-text-editor\" data-id=\"e57122b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p dir=\"ltr\">Une entreprise de fabrication et de transformation de produits alimentaires et de boissons g\u00e8re sa nomenclature dans plusieurs syst\u00e8mes : l'un pour les achats, un autre pour la production et un troisi\u00e8me pour l'analyse des co\u00fbts. Un m\u00eame composant est r\u00e9pertori\u00e9 sous les noms suivants :<\/p><ul class=\"tight\" dir=\"ltr\" data-tight=\"true\"><li><p dir=\"ltr\">Appel d'offres : \u00ab Boulon en acier, 10 mm, classe 8 \u00bb<\/p><\/li><li><p dir=\"ltr\">D\u00e9signation : \u00ab Boulon de 10 mm, en acier, classe 8 \u00bb<\/p><\/li><li><p dir=\"ltr\">Analyse des co\u00fbts : \u00ab Boulon, 10 mm, acier \u00bb<\/p><\/li><\/ul><p dir=\"ltr\">Cette incoh\u00e9rence entra\u00eene :<\/p><ul class=\"tight\" dir=\"ltr\" data-tight=\"true\"><li><p dir=\"ltr\"><strong>Erreurs d'approvisionnement<\/strong>: Les boulons command\u00e9s ne sont pas les bons, ce qui retarde la production.<\/p><\/li><li><p dir=\"ltr\"><strong>D\u00e9passements de co\u00fbts<\/strong>: Des donn\u00e9es de nomenclature inexactes entra\u00eenent des erreurs de calcul des co\u00fbts.<\/p><\/li><li><p dir=\"ltr\"><strong>Temps d'arr\u00eat<\/strong>: La production est interrompue le temps que les \u00e9quipes r\u00e8glent les divergences.<\/p><\/li><\/ul><p dir=\"ltr\"><strong>Correction d'harmonisation<\/strong>: Une nomenclature harmonis\u00e9e normalise la d\u00e9signation du composant sous la forme \u00ab Boulon en acier, 10 mm, classe 8 \u00bb dans tous les syst\u00e8mes, garantissant ainsi une gestion fluide des achats, de la production et du suivi des co\u00fbts.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-34e2d5f e-flex e-con-boxed e-con e-parent\" data-id=\"34e2d5f\" 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-caffa71 elementor-widget elementor-widget-heading\" data-id=\"caffa71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"example-3-work-order-management-hassle\">Exemple n\u00b0 3 : Les difficult\u00e9s li\u00e9es \u00e0 la gestion des ordres de travail<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fde9427 elementor-widget elementor-widget-text-editor\" data-id=\"fde9427\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les \u00e9quipes de maintenance de trois sites diff\u00e9rents de cette entreprise du secteur p\u00e9trolier, gazier et \u00e9nerg\u00e9tique enregistrent les \u00e9quipements selon des m\u00e9thodes l\u00e9g\u00e8rement diff\u00e9rentes.<\/p><ul><li>Installation n\u00b0 1 : \u00ab Pompe A#45 \u00bb,<\/li><li>Installation n\u00b0 2 : \u00ab Pompe A-45 \u00bb, et<\/li><li>Installation n\u00b0 3 : \u00ab Pompe 45A \u00bb.<\/li><\/ul><p>Cela peut \u00eatre source de confusion et entra\u00eener des d\u00e9penses non contr\u00f4l\u00e9es ainsi que des temps d'arr\u00eat impr\u00e9vus.<\/p><p><strong>Correction d'harmonisation :\u00a0<\/strong>L'harmonisation des donn\u00e9es garantit que chaque ordre de travail et chaque fiche de maintenance se r\u00e9f\u00e8rent exactement au m\u00eame \u00e9quipement. Cela permet d'\u00e9viter toute confusion, d'assurer le respect des calendriers de maintenance et de r\u00e9duire au minimum les temps d'arr\u00eat des \u00e9quipements.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-f000a47 e-flex e-con-boxed e-con e-parent\" data-id=\"f000a47\" 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-bd6c613 elementor-widget elementor-widget-heading\" data-id=\"bd6c613\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"example-4-chart-of-accounts-standardization\">Exemple n\u00b0 4 : Normalisation du plan comptable<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-697104b elementor-widget elementor-widget-text-editor\" data-id=\"697104b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"my-0\">Une entreprise internationale rach\u00e8te une autre soci\u00e9t\u00e9 dont les comptes du grand livre utilisent un syst\u00e8me de num\u00e9rotation et une structure diff\u00e9rents.<\/p><p><strong>Correction d'harmonisation : <\/strong>Tous les comptes sont rattach\u00e9s \u00e0 un plan comptable unifi\u00e9, utilisant des codes et des intitul\u00e9s normalis\u00e9s \u00e0 des fins de reporting (par exemple, \u00ab Chiffre d'affaires \u2013 Ventes de produits \u00bb correspond toujours au compte 4000). Cela permet d'\u00e9tablir des \u00e9tats financiers consolid\u00e9s, d'\u00e9viter toute confusion et de pr\u00e9venir les erreurs lors des audits ou des d\u00e9clarations r\u00e9glementaires.<span class=\"whitespace-nowrap\">. Harmonisation des donn\u00e9es de r\u00e9f\u00e9rence\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-a2086ab e-flex e-con-boxed e-con e-parent\" data-id=\"a2086ab\" 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-df71882 elementor-widget elementor-widget-heading\" data-id=\"df71882\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"example-5-inconsistent-chemical-formulation-records\">Exemple n\u00b0 5 : Incoh\u00e9rences dans les registres relatifs aux formulations chimiques<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-335591c elementor-widget elementor-widget-text-editor\" data-id=\"335591c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p dir=\"ltr\" data-pm-slice=\"1 1 []\">Une entreprise sp\u00e9cialis\u00e9e dans la fabrication de produits chimiques et de services publics utilise un syst\u00e8me de gestion des informations de laboratoire (LIMS) pour la R&amp;D, un syst\u00e8me d'ex\u00e9cution de la fabrication (MES) pour la production et un syst\u00e8me de planification des ressources d'entreprise (ERP) pour la gestion des stocks. Chaque syst\u00e8me enregistre diff\u00e9remment une formulation chimique cl\u00e9 :<\/p><ul class=\"tight\" dir=\"ltr\" data-tight=\"true\"><li><p dir=\"ltr\"><strong>LIMS<\/strong>: \u00ab Solution de chlorure de sodium, 5%, 1 000 L \u00bb<\/p><\/li><li><p dir=\"ltr\"><strong>MES<\/strong>: \u00ab NaCl, solution 5%, 1 000 litres \u00bb<\/p><\/li><li><p dir=\"ltr\"><strong>ERP<\/strong>: \u00ab Solution saline, 5%, 1 000 litres \u00bb<\/p><\/li><\/ul><p dir=\"ltr\">Ces variantes concernent la m\u00eame solution de chlorure de sodium, mais les syst\u00e8mes les traitent comme des entr\u00e9es distinctes. Cela conduit \u00e0 :<\/p><ul class=\"tight\" dir=\"ltr\" data-tight=\"true\"><li><p dir=\"ltr\"><strong>Ressources gaspill\u00e9es<\/strong>: Les \u00e9quipes de production pr\u00e9parent des lots en double, sans savoir que la formulation est d\u00e9j\u00e0 en stock.<\/p><\/li><li><p dir=\"ltr\"><strong>Probl\u00e8mes li\u00e9s au contr\u00f4le qualit\u00e9<\/strong>: Une nomenclature incoh\u00e9rente est source de confusion dans le cadre de l'assurance qualit\u00e9, ce qui peut entra\u00eener la production de lots non conformes.<\/p><\/li><li><p dir=\"ltr\"><strong>Mauvaise gestion des stocks<\/strong>: Le syst\u00e8me ERP surestime ou sous-estime les stocks, ce qui entra\u00eene des commandes exc\u00e9dentaires ou des ruptures de stock.<\/p><\/li><\/ul><p dir=\"ltr\"><strong>Correction d'harmonisation<\/strong>: L'uniformisation de la d\u00e9signation sous la forme \u00ab Solution de chlorure de sodium, 5%, 1 000 L \u00bb dans tous les syst\u00e8mes garantit un suivi pr\u00e9cis, r\u00e9duit la production redondante, am\u00e9liore le contr\u00f4le qualit\u00e9 et optimise la gestion des stocks.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-30f01dd e-flex e-con-boxed e-con e-parent\" data-id=\"30f01dd\" 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-695c931 elementor-widget elementor-widget-heading\" data-id=\"695c931\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"example-6-disparate-raw-material-specifications\">Exemple 6 : Sp\u00e9cifications h\u00e9t\u00e9rog\u00e8nes des mati\u00e8res premi\u00e8res<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c237c7 elementor-widget elementor-widget-text-editor\" data-id=\"3c237c7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p dir=\"ltr\" data-pm-slice=\"1 1 []\">Au sein d'une entreprise sp\u00e9cialis\u00e9e dans la p\u00e2te \u00e0 papier, le papier et l'emballage, elle g\u00e8re les donn\u00e9es relatives aux mati\u00e8res premi\u00e8res dans l'ensemble de son syst\u00e8me d'approvisionnement, de son syst\u00e8me de production et de sa plateforme de gestion des fournisseurs. Une mati\u00e8re premi\u00e8re, l'acide citrique, est r\u00e9pertori\u00e9e comme suit :<\/p><ul class=\"tight\" dir=\"ltr\" data-tight=\"true\"><li><p dir=\"ltr\"><strong>Achats<\/strong>: \u00ab Acide citrique monohydrat\u00e9, puret\u00e9 99%, 25 kg \u00bb<\/p><\/li><li><p dir=\"ltr\"><strong>Production<\/strong>: \u00ab C6H8O7, monohydrate, 25 kg \u00bb<\/p><\/li><li><p dir=\"ltr\"><strong>Gestion des fournisseurs<\/strong>: \u00ab Acide citrique, 99%, 25 kg \u00bb<\/p><\/li><\/ul><p dir=\"ltr\">Cette incoh\u00e9rence a pour cons\u00e9quence :<\/p><ul class=\"tight\" dir=\"ltr\" data-tight=\"true\"><li><p dir=\"ltr\"><strong>Retards dans les achats<\/strong>: Des sp\u00e9cifications erron\u00e9es peuvent entra\u00eener la commande d'une qualit\u00e9 ou d'une quantit\u00e9 d'acide citrique inadapt\u00e9e.<\/p><\/li><li><p dir=\"ltr\"><strong>Erreurs de production<\/strong>: Les \u00e9quipes de production utilisent des donn\u00e9es erron\u00e9es sur les mat\u00e9riaux, ce qui peut entra\u00eener des d\u00e9fauts de lots ou des probl\u00e8mes de s\u00e9curit\u00e9.<\/p><\/li><li><p dir=\"ltr\"><strong>Probl\u00e8mes de communication avec les fournisseurs<\/strong>: Les fournisseurs livrent des mat\u00e9riaux qui ne correspondent pas aux commandes, ce qui entra\u00eene des retards et des co\u00fbts suppl\u00e9mentaires.<\/p><\/li><\/ul><p dir=\"ltr\"><strong>Correction d'harmonisation<\/strong>: La normalisation de la mati\u00e8re premi\u00e8re sous la d\u00e9signation \u00ab Acide citrique monohydrat\u00e9, puret\u00e9 99%, 25 kg \u00bb dans tous les syst\u00e8mes garantit un approvisionnement pr\u00e9cis, une production homog\u00e8ne et une communication claire avec les fournisseurs, ce qui permet de r\u00e9duire les erreurs et les co\u00fbts.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-87ae6c5 e-flex e-con-boxed e-con e-parent\" data-id=\"87ae6c5\" 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-f0f5066 elementor-widget elementor-widget-text-editor\" data-id=\"f0f5066\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Vous trouverez ci-dessous les secteurs d'activit\u00e9 dans lesquels nous proposons des solutions d'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence gr\u00e2ce \u00e0 nos agents IA Agentic.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-e25799a e-grid e-con-full e-con e-child\" data-id=\"e25799a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-bbd0db3 e-con-full e-flex e-con e-child\" data-id=\"bbd0db3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b6adbfd elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"b6adbfd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" height=\"512\" viewbox=\"0 0 450 450\" width=\"512\"><g><g><g id=\"XMLID_1_\"><path d=\"m119.1 231.1-36.6 16.7 3.3-32z\"><\/path><path d=\"m162.9 251.1h-62.8l31.4-14.4z\"><\/path><path d=\"m177.2 215.8 3.3 32-36.6-16.7z\"><\/path><path d=\"m172.6 170.3 3 29.3-32.2-15.4z\"><\/path><path d=\"m169.5 208-38 17.4-38-17.4 38-18.1z\"><\/path><path d=\"m119.6 184.2-32.2 15.4 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7.5-10.3 9.8-16-26.4-25.6-57.1-26.5-90h93.3c.3.6.5 1.2.7 1.8 8.6 21.1 19.4 47.4 35.3 51.1 1.3.3 2.6.5 4 .5 4.5 0 8.9-1.9 13.1-5.5.1-.1.2-.2.3-.3.2-.2 17.3-17.1 31.8-9.1 7.8 4.3 14.8 4.8 20.8 1.5 9-5 14.3-17.7 16.2-40h67.8c3.2 2.5 6.9 4.6 11 6.3.1 0 .2.1.3.1.2.1 19.1 6.8 27.4 21.1 7.8 13.3 14.4 19.7 21.4 20.8.8.1 1.5.2 2.3.2 6.1 0 10.9-4.1 15.1-7.9.3-.1.7-.5 1-.8z\"><\/path><path d=\"m380.5 354c-30.1 47.8-81.7 80.8-141.1 85.4-3.2-4.1-4.5-8-4-11.6.8-6 6.6-10.6 10-12.9 3.4-2.2 7.3-2.4 11.5-2.6 6.1-.3 13.6-.7 18.7-8.5 4.8-7.3 3.2-15.3 1.9-21.7-1-5.3-1.6-8.6-.1-10.4 1.3-1.6 5.7-4.2 20.8-4.3 19.8-.1 36.8-14.1 38.5-15.6 13.3-10 28-9.3 43.8 2.2z\"><\/path><path d=\"m246.4 261.4c-2.1 21.6-7 28.9-10.9 31-1 .5-4.1 2.2-10.9-1.5-20.6-11.3-41.6 8.6-43.8 10.8-3.8 3.2-6.3 3.1-7.9 2.7-10.3-2.5-20.7-26.9-27.3-43z\"><\/path><path d=\"m158.3 422.8c-.3 1.5-.6 3-.9 4.3-34.2-13.6-63.4-37.1-84-67.1 3.9-2.7 7.8-6.8 12.2-11.3 7.6-7.9 16.1-16.8 23.1-15.9 3.9.5 7.8 4 11.6 10.6 10 17 30.5 24.8 32.8 25.6 15.4 6.5 9 36.1 5.2 53.8z\"><\/path><\/g><\/g><\/g><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e9a240 elementor-widget elementor-widget-heading\" data-id=\"0e9a240\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">\u00c9nergie, p\u00e9trole et gaz<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ccc8e4e e-con-full e-flex e-con e-child\" data-id=\"ccc8e4e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-55bfe52 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"55bfe52\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 512 512\"><g><path d=\"m148.7 50.5h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.8-6.4 14.2-14.2 14.2h-19.9c-7.9 0-14.2-6.4-14.2-14.2v-20c0-7.8 6.4-14.2 14.2-14.2zm53.6 128h27c9.4 0 17.1 7.7 17.1 17.1v26.9c0 9.4-7.7 17.1-17.1 17.1h-27c-9.4 0-17.1-7.7-17.1-17.1v-26.9c-.1-9.4 7.6-17.1 17.1-17.1zm26.9 12.1h-27c-2.8 0-5.1 2.3-5.1 5.1v26.9c0 2.8 2.3 5.1 5.1 5.1h27c2.8 0 5.1-2.3 5.1-5.1v-26.9c0-2.9-2.3-5.1-5.1-5.1zm188.3 10.9v25.3h56.3c-2.7-5.2-8.5-10.2-16.2-14.4-11.1-6.1-25.6-10.2-40.1-10.9zm-70 53.2c-6-2.9-10.1-9-10.3-15.9h-63.9c-3.3 0-6-2.7-6-6.2.1-11.3 9.8-22.6 24.3-30.7 12.6-7.1 29-12 45.6-12.5.2-5.8 3.1-11.1 7.7-14.4-9.9-38.7-44.8-66.2-85.4-66.2-17.5 0-33.7 5.1-47.4 13.8-14.1 9-25.5 21.9-32.6 37.2-1.2 2.8-4.4 4.3-7.3 3.3-9.5-3.1-19.4-3.8-29.3-2.2v16.3c0 2.9-.7 5.6-2 8l13.7 13.7c1.2 1.2 1.8 2.7 1.8 4.3v39.1h6.9c14.9 0 27 12 27 27.5 0 5.4 4.4 9.8 9.8 9.8h77c11.1 0 20.2 9.1 20.2 20.2v6.7h16.2c14 0 22.7 12 18.8 25.8l-2.6 9c6.3-1.5 12.2-3.9 17.7-7.2v-79.4zm-10.3-27.9v-25.3c-14.5.5-28.8 4.8-39.7 10.9-7.7 4.3-13.6 9.4-16.4 14.4zm61.9-43.2h-43.5c-3.5 0-6.4 2.9-6.4 6.4v48.2c0 3.5 2.9 6.4 6.4 6.4h43.5c3.5 0 6.4-2.9 6.4-6.4v-48.2c0-3.5-2.9-6.4-6.4-6.4zm-3.9 73.5h-35.7v180.2h35.7zm-10.5-163.3h19.9c7.9 0 14.2 6.4 14.2 14.2v20c0 7.9-6.4 14.3-14.2 14.3h-19.9c-7.8 0-14.2-6.4-14.2-14.3v-20c0-7.8 6.4-14.2 14.2-14.2zm-284.4 281.2h205.6c.7 0 1.2.1 1.8.3l13.1-46.3c1.6-5.8-.9-10.5-7.3-10.5h-183.6c-7.5 0-15.4 6.5-17.5 13.7zm204.1 12h-207.5l-11.3 39.8c-1.6 5.7.9 10.5 7.2 10.5h183.8c7.5 0 15.4-6.5 17.4-13.8zm-118.9 17.6c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm79.6 0c3.3 0 6 2.7 6 6s-2.7 6-6 6h-18.4c-3.3 0-6-2.7-6-6s2.7-6 6-6zm-137.9 0c3.3 0 6 2.7 6 6 0 8-13.1 8-13.1 0 0-3.3 2.7-6 6-6zm29.1 0c3.3 0 6 2.7 6 6 0 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data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">M\u00e9taux et exploitation mini\u00e8re<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3e15cde e-con-full e-flex e-con e-child\" data-id=\"3e15cde\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3a15e33 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"3a15e33\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"solid\" viewbox=\"0 0 32 32\"><path d=\"m26 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2.63c.26.26.67.29.97.08l2.14-1.54c.72.4 1.48.72 2.27.95l.43 2.59c.06.36.37.63.74.63h3.72c.3701 0 .6801-.27.7401-.63l.15-.9v-5.22c0-.32.05-.62.14-.91-.87.42-1.86.66-2.89.66-3.72 0-6.75-3.03-6.75-6.75s3.03-6.75 6.75-6.75 6.75 3.03 6.75 6.75c0 .35-.03.7-.09 1.04.41-.19.86-.29 1.34-.29h2c1.3 0 2.43.77 2.94 1.88l.18-.03c.36-.06.63-.37.63-.74v-3.72c0-.37-.27-.68-.63-.74z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-91bd972 elementor-widget elementor-widget-heading\" data-id=\"91bd972\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Services publics<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5938a1e e-con-full e-flex e-con e-child\" data-id=\"5938a1e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-31ff1bf elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"31ff1bf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" data-name=\"Layer 1\" viewbox=\"0 0 512 512\"><path 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class=\"elementor-element elementor-element-52dd3a7 elementor-widget elementor-widget-heading\" data-id=\"52dd3a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Fabrication<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-18004af e-con-full e-flex e-con e-child\" data-id=\"18004af\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3702c8f elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"3702c8f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 64 64\" width=\"512\" height=\"512\"><g id=\"GLYPH\"><g id=\"_03-Valentine_copy_5\" data-name=\"03-Valentine copy 5\"><path 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class=\"elementor-element elementor-element-bc112b2 elementor-widget elementor-widget-heading\" data-id=\"bc112b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Alimentation et boissons<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b6293e7 e-con-full e-flex e-con e-child\" data-id=\"b6293e7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-32478a7 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"32478a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div 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data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">P\u00e2te \u00e0 papier, papier et emballage<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f7a251b e-con-full e-flex e-con e-child\" data-id=\"f7a251b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9101fef elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"9101fef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 64 64\" data-name=\"Layer 1\"><path d=\"m5.47 53.24c.19.29.5.46.84.46h19.62v7.24c0 .55.45 1 1 1h31.18c.28 0 .53-.11.71-.29.04-.05.09-.1.12-.15.03-.04.06-.08.08-.13.02-.04.04-.09.05-.13.03-.1.05-.2.05-.3v-6.3c0-.03 0-.07-.01-.1v-18.8c0-.55-.44-1-1-1h-6.06c.71-2.47 1.55-6.48 1.55-11.44 0-7.42-1.86-13.02-2.41-14.54l2.33-5.36c.13-.31.1-.67-.08-.95-.19-.28-.5-.45-.84-.45h-31.08c-.34 0-.65.17-.84.45-.18.28-.21.64-.08.95l2.33 5.37c-.18.51-.52 1.49-.89 2.86h-15.73c-.34 0-.65.17-.84.45-.18.28-.22.64-.08.95l2.33 5.37c-.56 1.53-2.41 7.13-2.41 14.53 0 7.32 1.81 12.51 2.41 14l-2.33 5.37c-.14.31-.1.66.08.94zm20.46-4.9v3.36h-18.1l1.63-3.74h16.47zm5.2 5.3h-3.2v-4.3h3.2zm0-12.59h-3.2v-.559s0-.002 0-.003 0-.002 0-.003v-3.075s0-.002 0-.003 0-.002 0-.003v-.663h3.2v4.31zm2 12.59v-4.3h8.4v4.3zm13.59 6.3h-8.39v-4.3h8.39zm10.39 0h-8.38v-4.3h8.38zm0-6.3h-3.19v-4.3h3.19zm-3.19-16.9h3.19v4.31h-3.19zm-1 6.31h4.19v4.29h-8.38v-4.29zm-9.39-6.31h8.39v4.31h-8.39zm3.2 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elementor-widget-heading\" data-id=\"d33df96\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Mat\u00e9riaux de construction<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7b7d427 e-con-full e-flex e-con e-child\" data-id=\"7b7d427\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-34f20f3 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"34f20f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg 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elementor-size-default\">Biens de consommation <\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ab11001 e-con-full e-flex e-con e-child\" data-id=\"ab11001\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-722f62e elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"722f62e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" id=\"Layer_1\" viewbox=\"0 0 64 64\"><g><path d=\"m12.8041992 21.2264442h10.375c.5522461 0 1-.4477539 1-1v-3.0496826c0-.5523071-.4477539-1-1-1h-10.375c-.5523071 0-1 .4476929-1 1v3.0496826c0 .5522461.4476929 1 1 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.493.402.896.896.896h7.77c6.656 0 12.102 5.446 12.102 12.103v8.976c0 .493-.402.896-.896.896h-53.183c-.493 0-.896-.402-.896-.896v-8.976c-.001-6.658 5.445-12.104 12.102-12.104zm-134.975 0h7.77c.493 0 .896-.402.896-.896v-23.958c0-.272-.108-.506-.315-.682s-.456-.245-.724-.201c-19.523 3.174-37.921-10.282-40.881-29.832-.063-.419.165-.814.56-.968 13.875-5.429 29.892-1.631 39.791 9.683.251.286.633.383.989.249s.58-.458.58-.838v-10.26c0-.273-.109-.508-.317-.684s-.458-.244-.727-.199c-19.587 3.307-38.126-10.159-41.099-29.797-.063-.419.165-.814.56-.968 13.995-5.476 30.144-1.559 40.009 9.934.249.29.633.39.991.257s.584-.458.584-.839v-9.477c0-.231-.076-.429-.231-.6-7.434-8.246-11.962-19.164-11.962-31.141 0-14.801 6.913-27.985 17.684-36.507.33-.261.782-.261 1.112 0 10.77 8.522 17.684 21.706 17.684 36.507 0 11.252-3.996 21.568-10.643 29.613-.138.167-.205.354-.205.571v11.033c0 .382.226.707.584.84s.742.033.991-.257c9.865-11.494 26.015-15.41 40.009-9.934.394.154.623.55.56.969-2.973 19.637-21.513 33.104-41.099 29.797-.269-.046-.519.023-.727.199s-.317.411-.317.684v10.781c0 .383.228.71.588.841.36.132.745.029.992-.265 9.83-11.677 26.11-15.716 40.228-10.193.394.154.623.55.56.969-2.986 19.727-21.668 33.203-41.317 29.759-.27-.047-.521.02-.731.196s-.319.412-.319.686v24.033c0 .493.402.896.896.896h7.77c6.656 0 12.102 5.446 12.102 12.103v8.976c0 .493-.402.896-.896.896h-53.183c-.493 0-.896-.402-.896-.896v-8.976c-.003-6.658 5.442-12.104 12.099-12.104z\" fill-rule=\"evenodd\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aafd818 elementor-widget elementor-widget-heading\" data-id=\"aafd818\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Transformation agricole<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-78881ff e-flex e-con-boxed e-con e-parent\" data-id=\"78881ff\" 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-ed04d95 elementor-widget elementor-widget-heading\" data-id=\"ed04d95\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"core-components-of-master-data-harmonization\">\u00c9l\u00e9ments cl\u00e9s de l'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence<\/h2>\t\t\t\t<\/div>\n\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-8766679 e-flex e-con-boxed e-con e-parent\" data-id=\"8766679\" 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-79c6a69 elementor-widget elementor-widget-text-editor\" data-id=\"79c6a69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Une harmonisation efficace des donn\u00e9es de r\u00e9f\u00e9rence n\u00e9cessite une approche syst\u00e9matique prenant en compte plusieurs \u00e9l\u00e9ments cl\u00e9s :<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f5181e elementor-widget elementor-widget-heading\" data-id=\"1f5181e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"data-profiling-and-discovery\">Profilage et exploration des donn\u00e9es<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5eabdd2 elementor-widget elementor-widget-text-editor\" data-id=\"5eabdd2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Avant de proc\u00e9der \u00e0 l'harmonisation des donn\u00e9es, les organisations doivent toujours bien cerner les donn\u00e9es dont elles disposent. Le profilage des donn\u00e9es consiste \u00e0 examiner les donn\u00e9es existantes afin d'identifier des tendances, des anomalies et des relations.<\/p><p>Cette \u00e9tape permettra \u00e0 l'organisation de comprendre comment une m\u00eame entit\u00e9 peut appara\u00eetre sous diff\u00e9rentes formes selon les syst\u00e8mes.<\/p><p><strong>Par exemple,<\/strong> Une cha\u00eene de magasins peut par exemple constater que son syst\u00e8me de gestion des stocks utilise des codes produit \u00e0 12 chiffres, que sa plateforme de commerce \u00e9lectronique utilise des r\u00e9f\u00e9rences (SKU) \u00e0 8 chiffres et que son portail fournisseurs utilise les r\u00e9f\u00e9rences des fabricants. Le profilage des donn\u00e9es permet de cartographier ces relations et d'identifier les possibilit\u00e9s de consolidation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8500cad elementor-widget elementor-widget-heading\" data-id=\"8500cad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"entity-resolution-and-matching\">R\u00e9solution et mise en correspondance des entit\u00e9s<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d648d4 elementor-widget elementor-widget-text-editor\" data-id=\"4d648d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Il s'agit de la couche d'harmonisation intelligente qui d\u00e9termine \u00e0 quel moment diff\u00e9rents enregistrements correspondent \u00e0 une m\u00eame entit\u00e9 du monde r\u00e9el. La r\u00e9solution d'entit\u00e9s moderne utilise plusieurs techniques de mise en correspondance :<\/p><p><strong>Correspondance exacte :<\/strong> Comparaison directe de valeurs identiques. Bien que simple, cette m\u00e9thode ne permet de d\u00e9tecter que les doublons \u00e9vidents.<\/p><p><strong>Correspondance approximative :<\/strong> Utilise des algorithmes pour identifier des enregistrements similaires mais non identiques. Cela peut par exemple permettre d'associer \u00ab Microsoft Corporation \u00bb \u00e0 \u00ab Microsoft Corp \u00bb en fonction de la similitude des cha\u00eenes de caract\u00e8res et de r\u00e8gles m\u00e9tier.<\/p><p><strong>Appariement probabiliste :<\/strong> Attribue des scores de confiance aux correspondances potentielles en fonction de plusieurs crit\u00e8res. Une fiche client pr\u00e9sentant des correspondances au niveau du nom, du num\u00e9ro de t\u00e9l\u00e9phone et du code postal peut se voir attribuer un score de confiance de 95%, m\u00eame si les adresses postales diff\u00e8rent l\u00e9g\u00e8rement.<\/p><p><strong>Appariement bas\u00e9 sur l'apprentissage automatique :<\/strong> Les syst\u00e8mes avanc\u00e9s tirent les le\u00e7ons des retours d'exp\u00e9rience fournis par les utilisateurs afin d'am\u00e9liorer progressivement la pr\u00e9cision de la mise en correspondance, en s'adaptant aux sp\u00e9cificit\u00e9s et aux exceptions propres \u00e0 chaque organisation.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-320013e elementor-widget elementor-widget-heading\" data-id=\"320013e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"golden-record-creation\">Cr\u00e9ation du \u00ab Golden Record \u00bb<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-348945a elementor-widget elementor-widget-text-editor\" data-id=\"348945a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Lorsque des enregistrements en double ont \u00e9t\u00e9 identifi\u00e9s, le syst\u00e8me doit cr\u00e9er un <a href=\"https:\/\/www.verdantis.com\/material-mastery-crafting-golden-records\/\">\u00ab disque d'or \u00bb<\/a> qui constitue le document faisant autorit\u00e9 pour cette entit\u00e9.<\/p><p>Le processus de cr\u00e9ation du \u00ab golden record \u00bb est appel\u00e9 \u00ab survivorship \u00bb. Le \u00ab survivorship \u00bb utilise des r\u00e8gles pour identifier les meilleurs \u00e9l\u00e9ments de donn\u00e9es parmi de nombreuses sources.<\/p><p>Par exemple, lors de la consolidation des fiches clients, la fiche de r\u00e9f\u00e9rence doit reprendre l'adresse la plus r\u00e9cente issue du syst\u00e8me CRM, le num\u00e9ro de t\u00e9l\u00e9phone valide issu du syst\u00e8me de facturation et le nom complet du contact issu de la base de donn\u00e9es marketing.\u00a0<\/p><p>Ces r\u00e8gles de conservation des donn\u00e9es doivent tenir compte des priorit\u00e9s de l'entreprise et des \u00e9valuations de la qualit\u00e9 des donn\u00e9es.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-081c7bb elementor-widget elementor-widget-heading\" data-id=\"081c7bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\" id=\"data-standardization\">Normalisation des donn\u00e9es<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d446322 elementor-widget elementor-widget-text-editor\" data-id=\"d446322\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>L'harmonisation permet \u00e9galement <span class=\"diff-highlight\">offres<\/span> <span class=\"diff-highlight\">avec<\/span> <span class=\"diff-highlight\">portant cr\u00e9ation de<\/span> <span class=\"diff-highlight\">standard<\/span> formats et valeurs des donn\u00e9es. Ceci <span class=\"diff-highlight\">peut-\u00eatre<\/span> <span class=\"diff-highlight\">signifie<\/span> <span class=\"diff-highlight\">constat<\/span> <span class=\"diff-highlight\">et<\/span> normalisation des adresses selon les normes postales <span class=\"diff-highlight\">ou<\/span> <span class=\"diff-highlight\">changement<\/span> <span class=\"diff-highlight\">unit\u00e9s<\/span> <span class=\"diff-highlight\">de<\/span> <span class=\"diff-highlight\">mesure<\/span> \u00e0 <span class=\"diff-highlight\">a<\/span> <span class=\"diff-highlight\">uniforme<\/span> <span class=\"diff-highlight\">unit\u00e9<\/span><span class=\"diff-highlight\">.<\/span><\/p><p><span class=\"diff-highlight\">Ceci<\/span> <span class=\"diff-highlight\">pourrait<\/span> <span class=\"diff-highlight\">\u00e9galement<\/span> <span class=\"diff-highlight\">signifie<\/span> application des r\u00e8gles m\u00e9tier standard <span class=\"diff-highlight\">et<\/span> <span class=\"diff-highlight\">processus<\/span> pour la saisie de donn\u00e9es.<\/p><p>Une entreprise mondiale <span class=\"diff-highlight\">fabricant<\/span>, pour <span class=\"diff-highlight\">exemple<\/span>, <span class=\"diff-highlight\">pourrait<\/span> <span class=\"diff-highlight\">trouver<\/span> <span class=\"diff-highlight\">\u00e7a<\/span> <span class=\"diff-highlight\">n\u00e9cessaire<\/span> <span class=\"diff-highlight\">\u00e0<\/span> <span class=\"diff-highlight\">normaliser<\/span> mesures de poids <span class=\"diff-highlight\">en<\/span> kilogrammes, devise <span class=\"diff-highlight\">conversion<\/span> les montants dans une devise de r\u00e9f\u00e9rence \u00e0 des fins de reporting,  et tous les formats d'adresse afin de respecter les exigences en mati\u00e8re d'exp\u00e9dition internationale.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a19e0ca elementor-widget elementor-widget-image\" data-id=\"a19e0ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"600\" src=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Core-Components-of-Master-Data-Harmonization.png\" class=\"attachment-large size-large wp-image-35547\" alt=\"Cette illustration met en \u00e9vidence les \u00e9l\u00e9ments cl\u00e9s de l&#039;harmonisation des donn\u00e9es de r\u00e9f\u00e9rence\" srcset=\"https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Core-Components-of-Master-Data-Harmonization.png 1024w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Core-Components-of-Master-Data-Harmonization-300x225.png 300w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Core-Components-of-Master-Data-Harmonization-768x576.png 768w, https:\/\/www.verdantis.com\/wp-content\/uploads\/2025\/07\/Core-Components-of-Master-Data-Harmonization-16x12.png 16w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\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-247122f e-flex e-con-boxed e-con e-parent\" data-id=\"247122f\" 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-77b74e8 elementor-widget elementor-widget-heading\" data-id=\"77b74e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"different-set-of-master-data-domains\">Ensemble distinct de domaines de donn\u00e9es de r\u00e9f\u00e9rence <\/h2>\t\t\t\t<\/div>\n\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-54645f6 e-flex e-con-boxed e-con e-parent\" data-id=\"54645f6\" 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-f18a19c elementor-widget elementor-widget-text-editor\" data-id=\"f18a19c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Comme le montrent les exemples ci-dessus, l'harmonisation des donn\u00e9es rev\u00eat une importance variable selon les secteurs d'activit\u00e9, en fonction du type d'entreprise, de sa taille et de l'ampleur de ses op\u00e9rations ; toutefois, il existe certains domaines dans lesquels elle rev\u00eat une importance capitale. Ces domaines sont \u00e9num\u00e9r\u00e9s ci-dessous :\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-6e4b73c e-flex e-con-boxed e-con e-parent\" data-id=\"6e4b73c\" 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-d78b800 elementor-widget elementor-widget-n-accordion\" data-id=\"d78b800\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accord\u00e9on. Ouvrez les liens \u00e0 l&#039;aide de la touche Entr\u00e9e ou de la barre d&#039;espace, fermez-les \u00e0 l&#039;aide de la touche \u00c9chap et naviguez \u00e0 l&#039;aide des touches fl\u00e9ch\u00e9es.\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2260\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-2260\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Fiches fournisseurs <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2260\" class=\"elementor-element elementor-element-f6a1c33 e-con-full e-flex e-con e-child\" data-id=\"f6a1c33\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f3b8a1a elementor-widget elementor-widget-text-editor\" data-id=\"f3b8a1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.verdantis.com\/vendor-master-data\/\">Donn\u00e9es de base des fournisseurs<\/a> constitue un \u00e9l\u00e9ment essentiel de la gestion des achats et de la cha\u00eene d'approvisionnement, en offrant un r\u00e9f\u00e9rentiel centralis\u00e9 contenant les informations essentielles sur les fournisseurs.<\/p><p>Ces informations comprennent notamment les noms des fournisseurs, leurs coordonn\u00e9es, leurs donn\u00e9es financi\u00e8res, leur gamme de produits et de services, leurs certifications de conformit\u00e9 et leurs indicateurs de performance. Verdantis est un sp\u00e9cialiste des donn\u00e9es de r\u00e9f\u00e9rence sur les articles et les fournisseurs.<\/p><p>Des donn\u00e9es incoh\u00e9rentes peuvent entra\u00eener la cr\u00e9ation d'enregistrements fournisseurs en double, une augmentation des co\u00fbts et des perturbations dans les relations avec les fournisseurs.<\/p><p>L'harmonisation des donn\u00e9es fournisseurs garantit que toutes les \u00e9quipes disposent d'informations fiables et \u00e0 jour, ce qui am\u00e9liore l'efficacit\u00e9 des achats et la collaboration entre les services.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2261\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2261\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Fiches de base des \u00e9quipements <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2261\" class=\"elementor-element elementor-element-5a03ccb e-con-full e-flex e-con e-child\" data-id=\"5a03ccb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d87c2ae elementor-widget elementor-widget-text-editor\" data-id=\"d87c2ae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"57\" data-end=\"401\">Les donn\u00e9es de r\u00e9f\u00e9rence relatives aux \u00e9quipements sont essentielles \u00e0 la gestion des actifs tout au long de leur cycle de vie ; elles couvrent des informations cl\u00e9s telles que les caract\u00e9ristiques techniques, les calendriers de maintenance, les informations relatives \u00e0 la garantie et l'historique des performances.<\/p><p data-start=\"57\" data-end=\"401\">Verdantis est sp\u00e9cialis\u00e9e dans l'harmonisation de ces donn\u00e9es, aidant ainsi les entreprises \u00e0 suivre et \u00e0 g\u00e9rer efficacement leurs \u00e9quipements afin de r\u00e9duire les temps d'arr\u00eat et d'am\u00e9liorer la productivit\u00e9.<\/p><p data-start=\"460\" data-end=\"969\" data-is-last-node=\"\" data-is-only-node=\"\">Les organisations sont confront\u00e9es \u00e0 des probl\u00e8mes d'inefficacit\u00e9 op\u00e9rationnelle dus \u00e0 la fragmentation de leurs dossiers. Des donn\u00e9es inexactes ou incoh\u00e9rentes peuvent entra\u00eener le non-respect des calendriers de maintenance, des pannes d'\u00e9quipement, ainsi que des difficult\u00e9s \u00e0 pr\u00e9voir les besoins ou \u00e0 g\u00e9rer les pi\u00e8ces de rechange.<\/p><p data-start=\"460\" data-end=\"969\" data-is-last-node=\"\" data-is-only-node=\"\">L'harmonisation des donn\u00e9es relatives aux \u00e9quipements garantit \u00e0 toutes les \u00e9quipes des informations pr\u00e9cises et coh\u00e9rentes, ce qui permet une meilleure prise de d\u00e9cision, une maintenance proactive et une utilisation optimis\u00e9e des actifs, ce qui se traduit au final par des \u00e9conomies et une am\u00e9lioration de l'efficacit\u00e9 op\u00e9rationnelle.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2262\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2262\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Fiches articles <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2262\" class=\"elementor-element elementor-element-dcc808b e-con-full e-flex e-con e-child\" data-id=\"dcc808b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a36513d elementor-widget elementor-widget-text-editor\" data-id=\"a36513d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>La fiche article constitue le r\u00e9f\u00e9rentiel central des informations relatives aux articles (tels que les mati\u00e8res premi\u00e8res, les produits finis et les articles de maintenance) utilis\u00e9s au sein d'une entreprise.<\/p><p>Sa qualit\u00e9 et son int\u00e9grit\u00e9 ont une influence consid\u00e9rable sur d'autres domaines cl\u00e9s li\u00e9s aux donn\u00e9es, tels que les achats, les stocks, la production, les ventes, les finances et m\u00eame la conformit\u00e9, car elles constituent le fondement des op\u00e9rations commerciales essentielles et des processus transversaux.<\/p><p>Prenons par exemple un \u00e9l\u00e9ment simple comme un boulon : voyons comment il peut \u00eatre repr\u00e9sent\u00e9 diff\u00e9remment selon les syst\u00e8mes ou les sites :<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2262\" class=\"elementor-element elementor-element-2d20ec8 e-grid e-con-boxed e-con e-child\" data-id=\"2d20ec8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-71714ad elementor-widget elementor-widget-text-editor\" data-id=\"71714ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>BLT-HX-10MM<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8d76e76 elementor-widget elementor-widget-text-editor\" data-id=\"8d76e76\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Vis \u00e0 t\u00eate hexagonale de 10 mm<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-789cc93 elementor-widget elementor-widget-text-editor\" data-id=\"789cc93\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>Vis \u00e0 t\u00eate hexagonale 10 mm<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-950a4fc elementor-widget elementor-widget-text-editor\" data-id=\"950a4fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><strong>BOULON HEXAGONAL DE 10 MM<\/strong><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-83a2110 elementor-widget elementor-widget-text-editor\" data-id=\"83a2110\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>La fiche article constitue le r\u00e9f\u00e9rentiel central des informations relatives aux articles (tels que les mati\u00e8res premi\u00e8res, les produits finis et les articles de maintenance) utilis\u00e9s au sein d'une entreprise.<\/p><p>Sa qualit\u00e9 et son int\u00e9grit\u00e9 ont une influence consid\u00e9rable sur d'autres domaines cl\u00e9s li\u00e9s aux donn\u00e9es, tels que les achats, les stocks, la production, les ventes, les finances et m\u00eame la conformit\u00e9, car elles constituent le fondement des op\u00e9rations commerciales essentielles et des processus transversaux.<\/p><p>Prenons par exemple un \u00e9l\u00e9ment simple comme un boulon : voyons comment il peut \u00eatre repr\u00e9sent\u00e9 diff\u00e9remment selon les syst\u00e8mes ou les sites :<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4dc5813 elementor-widget elementor-widget-text-editor\" data-id=\"4dc5813\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>P.S. \u2013 Dans de nombreuses organisations, la \u00ab base de donn\u00e9es des articles \u00bb est consid\u00e9r\u00e9e comme la \u00ab base de donn\u00e9es des articles \u00bb, et les \u00e9quipes appliquent \u00e0 cet \u00e9gard les pratiques de gestion de la base de donn\u00e9es des articles.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2263\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2263\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Donn\u00e9es de r\u00e9f\u00e9rence financi\u00e8res <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-down\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M143 352.3L7 216.3c-9.4-9.4-9.4-24.6 0-33.9l22.6-22.6c9.4-9.4 24.6-9.4 33.9 0l96.4 96.4 96.4-96.4c9.4-9.4 24.6-9.4 33.9 0l22.6 22.6c9.4 9.4 9.4 24.6 0 33.9l-136 136c-9.2 9.4-24.4 9.4-33.8 0z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-angle-up\" viewbox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2263\" class=\"elementor-element elementor-element-29ed434 e-flex e-con-boxed e-con e-child\" data-id=\"29ed434\" 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-a48958c elementor-widget elementor-widget-text-editor\" data-id=\"a48958c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les donn\u00e9es de r\u00e9f\u00e9rence financi\u00e8res, qui comprennent les donn\u00e9es fondamentales relatives aux comptes, aux centres de co\u00fbts, aux centres de profit et aux hi\u00e9rarchies financi\u00e8res, constituent la couche fondamentale de l'environnement informatique d'une organisation. Leur qualit\u00e9, leur structure et leur gestion ont des r\u00e9percussions consid\u00e9rables sur d\u2019autres domaines de donn\u00e9es, influen\u00e7ant les fonctions m\u00e9tier, la conformit\u00e9, la prise de d\u00e9cision et l\u2019efficacit\u00e9 op\u00e9rationnelle.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\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-9afb2d3 e-flex e-con-boxed e-con e-parent\" data-id=\"9afb2d3\" 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-2a66763 elementor-widget elementor-widget-heading\" data-id=\"2a66763\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"the-benefits-of-master-data-harmonization\">Les avantages de l'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence<\/h2>\t\t\t\t<\/div>\n\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-8c6a26b e-flex e-con-boxed e-con e-parent\" data-id=\"8c6a26b\" 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-084a6fa elementor-widget elementor-widget-text-editor\" data-id=\"084a6fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Lorsqu'elle est men\u00e9e \u00e0 bien, l'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence g\u00e9n\u00e8re des r\u00e9sultats mesurables et des avantages qui se r\u00e9percutent \u00e0 tous les niveaux de votre organisation :<\/p><ul><li><strong>Am\u00e9lioration de la prise de d\u00e9cision<\/strong>: Gr\u00e2ce \u00e0 des donn\u00e9es pr\u00e9cises et coh\u00e9rentes, les responsables peuvent s'appuyer sur des rapports, des tableaux de bord et des analyses pour prendre des d\u00e9cisions strat\u00e9giques. Par exemple, un d\u00e9taillant peut pr\u00e9voir ses ventes futures et ses niveaux de stocks en s'appuyant sur une vue d'ensemble combinant les ventes et les stocks.<\/li><li><strong>Gain d'efficacit\u00e9<\/strong>: La coh\u00e9rence des donn\u00e9es permet aux responsables d'\u00e9viter le travail fastidieux et source d'erreurs que repr\u00e9sente le rapprochement des donn\u00e9es entre diff\u00e9rents champs. Par exemple, une entreprise de logistique peut traiter les commandes plus rapidement lorsque l'adresse du client est format\u00e9e de mani\u00e8re coh\u00e9rente dans plusieurs syst\u00e8mes.<\/li><li><strong>R\u00e9duction des co\u00fbts<\/strong>: Des donn\u00e9es propres, c'est moins de doublons et moins d'erreurs, ce qui permet d'\u00e9viter les achats exc\u00e9dentaires, de r\u00e9duire les d\u00e9penses marketing et de limiter les erreurs co\u00fbteuses entra\u00eenant une production inutile.<\/li><li><strong>Une exp\u00e9rience client am\u00e9lior\u00e9e<\/strong>: Disposer de jeux de donn\u00e9es coh\u00e9rents concernant un m\u00eame client permet d'am\u00e9liorer l'exp\u00e9rience client dans les interactions avec les entreprises, par exemple en s'adressant aux clients par leur nom ou en leur proposant des offres adapt\u00e9es en fonction de l'historique de leurs transactions.<\/li><li><strong>Gestion fluide des ordres de travail<\/strong>: L'harmonisation des nomenclatures et des donn\u00e9es fournisseurs permettra \u00e0 toute personne travaillant sur un ordre de travail d'avoir l'assurance que tout est correct, ce qui r\u00e9duira les erreurs et les retards li\u00e9s \u00e0 ces derni\u00e8res, par exemple au cours des processus de fabrication ou de maintenance.<\/li><li><b>Traitement intelligent des documents<\/b>: Les donn\u00e9es harmonis\u00e9es s'int\u00e8grent facilement aux outils de traitement automatis\u00e9 des documents, ce qui permet d'acc\u00e9l\u00e9rer le rapprochement des factures, la validation des contrats ou les contr\u00f4les de conformit\u00e9.\u00a0<a href=\"https:\/\/www.verdantis.com\/intelligent-document-processing\/\">D\u00e9couvrez le traitement intelligent des documents pour automatiser les flux de donn\u00e9es.<\/a><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\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-d581bd3 e-flex e-con-boxed e-con e-parent\" data-id=\"d581bd3\" 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-f0d7942 elementor-widget elementor-widget-heading\" data-id=\"f0d7942\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"common-challenges\">D\u00e9fis courants<\/h2>\t\t\t\t<\/div>\n\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-e005f9f e-flex e-con-boxed e-con e-parent\" data-id=\"e005f9f\" 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-66caa7e elementor-widget elementor-widget-text-editor\" data-id=\"66caa7e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p dir=\"ltr\" data-pm-slice=\"1 3 []\">Si l'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence pr\u00e9sente des avantages \u00e9vidents, elle n'est pas sans poser certains d\u00e9fis. Voici comment surmonter les obstacles les plus courants :<\/p><p><strong>\u2013 D\u00e9fi<\/strong>: R\u00e9sistance au changement. Les employ\u00e9s peuvent se montrer r\u00e9ticents face \u00e0 de nouveaux processus ou syst\u00e8mes. <br \/><strong>\u2013 Solution<\/strong>: Pr\u00e9sentez clairement les avantages (par exemple, une r\u00e9duction du travail manuel) et proposez des formations pour faciliter la transition.<\/p><p><strong>\u2013 D\u00e9fi<\/strong>: Silos de donn\u00e9es. Les services peuvent accumuler des donn\u00e9es ou utiliser des syst\u00e8mes incompatibles. <br \/><strong>\u2013 Solution<\/strong>: Impliquez toutes les parties prenantes d\u00e8s le d\u00e9but et utilisez des outils d'int\u00e9gration tels que les API ou les intergiciels pour relier les syst\u00e8mes entre eux.<\/p><p><strong>\u2013 D\u00e9fi<\/strong>: Maintenance continue : sans entretien r\u00e9gulier, les donn\u00e9es risquent de redevenir d\u00e9sordonn\u00e9es. <br \/><strong>\u2013 Solution<\/strong>: Mettre en place une \u00e9quipe charg\u00e9e de la gouvernance des donn\u00e9es et recourir \u00e0 l'automatisation pour contr\u00f4ler la qualit\u00e9 des donn\u00e9es.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\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-15f1f9c e-flex e-con-boxed e-con e-parent\" data-id=\"15f1f9c\" 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-5b7511e elementor-widget elementor-widget-heading\" data-id=\"5b7511e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\" id=\"conclusion\">Conclusion<\/h2>\t\t\t\t<\/div>\n\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-55a8275 e-flex e-con-boxed e-con e-parent\" data-id=\"55a8275\" 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-2f64cba elementor-widget elementor-widget-text-editor\" data-id=\"2f64cba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>L'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence ne se r\u00e9sume pas \u00e0 un simple processus technique ; il s'agit d'un investissement strat\u00e9gique dans l'avenir de l'entreprise.<\/p><p>Que vous g\u00e9riez la relation client, la nomenclature ou les ordres de travail, la coh\u00e9rence des donn\u00e9es est la cl\u00e9 pour aller de l'avant.<\/p><p>Engagez-vous \u00e0 vous plonger dans l'audit d'une cat\u00e9gorie de donn\u00e9es, telle que les donn\u00e9es clients ou les donn\u00e9es produits, et avancez pas \u00e0 pas dans cette direction. Gr\u00e2ce \u00e0 des outils adapt\u00e9s et \u00e0 un plan d'action, vos donn\u00e9es deviendront beaucoup plus faciles \u00e0 g\u00e9rer et vous disposerez des informations n\u00e9cessaires pour assurer un fonctionnement fluide qui vous donnera un avantage sur vos concurrents.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Cet article examine l'importance de l'harmonisation des donn\u00e9es de r\u00e9f\u00e9rence, en mettant en \u00e9vidence les principales diff\u00e9rences entre l'harmonisation et le nettoyage des donn\u00e9es de r\u00e9f\u00e9rence, ainsi que des exemples concrets, les \u00e9l\u00e9ments cl\u00e9s, les avantages et les d\u00e9fis.<\/p>","protected":false},"author":6,"featured_media":40558,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[64],"tags":[75],"class_list":["post-34740","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-mdm"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/posts\/34740","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/comments?post=34740"}],"version-history":[{"count":0,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/posts\/34740\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/media?parent=34740"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/categories?post=34740"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.verdantis.com\/fr\/wp-json\/wp\/v2\/tags?post=34740"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}