{"id":228858,"date":"2024-03-06T06:30:00","date_gmt":"2024-03-06T06:30:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=228858"},"modified":"2024-03-04T08:06:00","modified_gmt":"2024-03-04T08:06:00","slug":"citizen-data-scientist-tout-savoir","status":"publish","type":"post","link":"https:\/\/datascientest.com\/citizen-data-scientist-tout-savoir","title":{"rendered":"Citizen Data Scientist : Qu&rsquo;est-ce que c&rsquo;est ? Quels avantages ?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"228858\" class=\"elementor elementor-228858\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-43550e7 e-flex e-con-boxed e-con\" data-id=\"43550e7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a0e353b elementor-widget elementor-widget-heading\" data-id=\"a0e353b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Le Citizen Data Scientist est un professionnel qui n\u2019est pas sp\u00e9cialis\u00e9 dans la science des donn\u00e9es, mais poss\u00e8de suffisamment de comp\u00e9tences pour effectuer des analyses dans son domaine. D\u00e9couvrez pourquoi cette polyvalence est devenue indispensable en entreprise !<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c366b37 elementor-widget elementor-widget-text-editor\" data-id=\"c366b37\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400;\">Au cours des derni\u00e8res ann\u00e9es, <strong>le domaine de la science des donn\u00e9es<\/strong> a connu une v\u00e9ritable transformation. L\u2019\u00e9poque o\u00f9 cette discipline \u00e9tait r\u00e9serv\u00e9e aux <a href=\"https:\/\/datascientest.com\/data-science-et-metaverse\">Data Scientists<\/a> professionnels est r\u00e9volue.<\/span><\/p><p><span style=\"font-weight: 400;\">D\u00e9sormais, alors que les donn\u00e9es deviennent de plus en plus omnipr\u00e9sentes dans tous les secteurs, c\u2019est au tour des <strong>experts m\u00e9tier<\/strong> d\u2019exploiter l\u2019analyse pour puiser toute leur valeur et r\u00e9v\u00e9ler leur potentiel. On les appelle les <strong>Citizen Data Scientists<\/strong> !<\/span><\/p>\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-a6446db e-flex e-con-boxed e-con\" data-id=\"a6446db\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7fa0d93 elementor-widget elementor-widget-heading\" data-id=\"7fa0d93\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Qu\u2019est-ce qu\u2019un Citizen Data Scientist ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b43068 elementor-widget elementor-widget-text-editor\" data-id=\"6b43068\" data-element_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<p><span style=\"font-weight: 400;\">Il s\u2019agit d\u2019un individu qui, sans \u00eatre expert en informatique ou en statistiques, <strong>poss\u00e8de n\u00e9anmoins des comp\u00e9tences suffisantes pour effectuer des analyses de donn\u00e9es<\/strong> dans son domaine professionnel.<\/span><\/p><p><span style=\"font-weight: 400;\">Apparu au cours de la derni\u00e8re d\u00e9cennie, ce concept a \u00e9t\u00e9 stimul\u00e9 par la n\u00e9cessit\u00e9 croissante d\u2019impliquer un plus grand nombre d\u2019acteurs dans le <strong>processus d\u2019analyse de donn\u00e9es<\/strong>. Et ce, au-del\u00e0 des sp\u00e9cialistes en la mati\u00e8re.<\/span><\/p><p><span style=\"font-weight: 400;\">Cependant, c\u2019est surtout l\u2019\u00e9volution rapide des technologies et la d\u00e9mocratisation des outils d\u2019analyse de donn\u00e9es en self-service qui ont jou\u00e9 un r\u00f4le cl\u00e9 dans <strong>la mont\u00e9e en puissance du Citizen Data Scientist<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">D\u00e9sormais, l\u2019analyse est accessible \u00e0 un public plus large, et ceci encourage son utilisation par des professionnels qui n\u2019ont pas d\u2019expertise technique approfondie, mais une r\u00e9elle connaissance de leur domaine.<\/span><\/p><p><span style=\"font-weight: 400;\">Gr\u00e2ce \u00e0 cette nouvelle approche, ils peuvent <strong>interroger les donn\u00e9es d\u2019une mani\u00e8re r\u00e9ellement pertinente<\/strong>, en connaissance des sp\u00e9cificit\u00e9s li\u00e9es \u00e0 leur m\u00e9tier et leur secteur d\u2019activit\u00e9.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00c0 la mani\u00e8re d\u2019un Data Scientist expert, le citizen peut pr\u00e9dire les r\u00e9actions des clients au marketing, identifier de nouvelles opportunit\u00e9s, optimiser la cha\u00eene logique, analyser les risques financiers et d\u00e9velopper de nouvelles strat\u00e9gies.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45545fc elementor-widget elementor-widget-image\" data-id=\"45545fc\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"842\" height=\"500\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-2.jpg\" class=\"attachment-full size-full wp-image-228888\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-2.jpg 842w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-2-300x178.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-2-768x456.jpg 768w\" sizes=\"(max-width: 842px) 100vw, 842px\" \/>\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<div class=\"elementor-element elementor-element-998091f elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"998091f\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formation-data-scientist\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Devenir Citizen Data Scientist<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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-f997119 e-flex e-con-boxed e-con\" data-id=\"f997119\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b2e31f elementor-widget elementor-widget-heading\" data-id=\"5b2e31f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Citizen Data Scientist vs Data Scientist : quelles diff\u00e9rences ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d69426c elementor-widget elementor-widget-text-editor\" data-id=\"d69426c\" data-element_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<p><span style=\"font-weight: 400;\">De mani\u00e8re g\u00e9n\u00e9rale, <strong>les Data Scientists experts et citizens font le m\u00eame travail<\/strong>. Toutefois, on confie g\u00e9n\u00e9ralement au citizen des t\u00e2ches moins complexes et des applications analytiques plus directes.<\/span><\/p><p><span style=\"font-weight: 400;\">L\u2019expert doit imp\u00e9rativement ma\u00eetriser <a href=\"https:\/\/datascientest.com\/python-tout-savoir\">Python<\/a>, <a href=\"https:\/\/datascientest.com\/langage-r-tout-savoir\">R<\/a>, <a href=\"https:\/\/datascientest.com\/python-vs-julia-quel-est-le-meilleur-langage-pour-la-data-science\">Julia<\/a> et les autres langages de la Data Science, ainsi que les divers outils et technologies permettant de <strong>cr\u00e9er des algorithmes<\/strong> custom et des mod\u00e8les analytiques complexes.<\/span><\/p><p><span style=\"font-weight: 400;\">Il doit aussi <strong>ma\u00eetriser tous les aspects du processus de Data Science<\/strong>, de la d\u00e9couverte de donn\u00e9es \u00e0 la DataViz en passant par le nettoyage, ou encore la s\u00e9lection et le d\u00e9ploiement de mod\u00e8les.<\/span><\/p><p><span style=\"font-weight: 400;\">De son c\u00f4t\u00e9, le citizen Data Scientist peut <strong>compenser ses lacunes gr\u00e2ce \u00e0 l\u2019IA et aux outils d\u2019automatisation<\/strong>. Par exemple, AutoML simplifie le d\u00e9veloppement et le d\u00e9ploiement de mod\u00e8les machine learning sans n\u00e9cessiter de codage.<\/span><\/p><p><span style=\"font-weight: 400;\">D\u2019autres outils peuvent aussi \u00eatre utilis\u00e9s pour trouver et pr\u00e9parer des <a href=\"https:\/\/datascientest.com\/datasets-top-5-des-sites-ou-trouver-des-jeux-de-donnees-de-qualite\">datasets<\/a> pertinents et cr\u00e9er des <a href=\"https:\/\/datascientest.com\/data-visualisation-5-conseils-dataviz-ameliorer-storytelling\">visualisations de donn\u00e9es<\/a>.<\/span><\/p><p><span style=\"font-weight: 400;\">D\u2019un point de vue organisationnel, les experts Data Scientists sont souvent <strong>membres d\u2019une \u00e9quipe<\/strong> plus large de science des donn\u00e9es aux c\u00f4t\u00e9s de <a href=\"https:\/\/datascientest.com\/salaire-data-analyst\">Data Analysts<\/a>, <a href=\"https:\/\/datascientest.com\/salaire-data-engineer\">Data Engineers<\/a> et autres sp\u00e9cialistes.<\/span><\/p><p><span style=\"font-weight: 400;\">De leur c\u00f4t\u00e9, les citizen Data Scientists travaillent plus souvent ind\u00e9pendamment pour subvenir aux besoins de l\u2019entreprise. Ils ne font pas forc\u00e9ment partie d\u2019une \u00e9quipe d\u00e9di\u00e9e.<\/span><\/p><p><span style=\"font-weight: 400;\">Malgr\u00e9 l&rsquo;essor des outils d\u2019automatisation, le Data Scientist professionnel n\u2019est pas pr\u00e8s de dispara\u00eetre. Le Citizen Data Scientist ne remplace pas ce m\u00e9tier, mais vient le <strong>compl\u00e9ter<\/strong> en \u00e9tendant les capacit\u00e9s d\u2019analyse \u00e0 des individus dans des domaines vari\u00e9s.<\/span><\/p><p><span style=\"font-weight: 400;\">Ceci inclut le marketing, la finance, ou encore la sant\u00e9 et bien d\u2019autres. Alors que le Data Scientist excelle dans la <strong>manipulation complexe des donn\u00e9es<\/strong>, le Citizen Data Scientist apporte une compr\u00e9hension m\u00e9tier approfondie.<\/span><\/p><p><span style=\"font-weight: 400;\">C\u2019est ce qui cr\u00e9e un <strong>partenariat synergique entre ces deux professionnels<\/strong>, permettant enfin une exploitation optimale des donn\u00e9es.<\/span><\/p>\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-41d1673 e-flex e-con-boxed e-con\" data-id=\"41d1673\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-675a7a2 elementor-widget elementor-widget-heading\" data-id=\"675a7a2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Quelles sont les comp\u00e9tences n\u00e9cessaires ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-021dc63 elementor-widget elementor-widget-text-editor\" data-id=\"021dc63\" data-element_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<p><span style=\"font-weight: 400;\">Afin de devenir Citizen Data Scientist, il est imp\u00e9ratif d&rsquo;<strong>apprendre \u00e0 manipuler les donn\u00e9es<\/strong> de fa\u00e7on autonome et intelligente. Ceci requiert diverses comp\u00e9tences.<\/span><\/p><p><span style=\"font-weight: 400;\">Les <strong>langages de programmation<\/strong> comme Python et R, avec leurs biblioth\u00e8ques sp\u00e9cialis\u00e9es, constituent une base essentielle. Ils offrent la flexibilit\u00e9 et la puissance requises pour traiter et analyser des ensembles de donn\u00e9es complexes.<\/span><\/p><p><span style=\"font-weight: 400;\">M\u00eame s\u2019il n\u2019a pas besoin d\u2019\u00eatre statisticien professionnel, le Citizen Data Scientist doit aussi avoir une <strong>compr\u00e9hension solide des concepts statistiques de base<\/strong>. Cela inclut la capacit\u00e9 \u00e0 interpr\u00e9ter des donn\u00e9es, identifier des tendances, et prendre des d\u00e9cisions bas\u00e9es sur des r\u00e9sultats analytiques.<\/span><\/p><p><span style=\"font-weight: 400;\">Cette comp\u00e9tence permet au CDS d\u2019aller au-del\u00e0 de la simple manipulation de donn\u00e9es, pour en <strong>extraire des informations significatives<\/strong>.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-be7ea55 elementor-widget elementor-widget-image\" data-id=\"be7ea55\" data-element_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 decoding=\"async\" width=\"838\" height=\"500\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-1.jpg\" class=\"attachment-full size-full wp-image-228889\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-1.jpg 838w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-1-300x179.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-1-768x458.jpg 768w\" sizes=\"(max-width: 838px) 100vw, 838px\" \/>\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<div class=\"elementor-element elementor-element-1ba40da elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"1ba40da\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formation-data-scientist\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Devenir Citizen Data Scientist<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-64f5039 elementor-widget elementor-widget-text-editor\" data-id=\"64f5039\" data-element_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<p><span style=\"font-weight: 400;\">En outre, le professionnel doit \u00eatre capable de formuler des questions pertinentes en fonction des besoins de son domaine d\u2019activit\u00e9. Cela requiert <strong>une compr\u00e9hension des objectifs m\u00e9tier et la capacit\u00e9 de traduire ces objectifs en requ\u00eates analytiques<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">Par la suite, il doit \u00eatre capable d\u2019interpr\u00e9ter les r\u00e9sultats obtenus en les contextualisant de mani\u00e8re \u00e0 <strong>fournir des informations exploitables pour la prise de d\u00e9cision<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">En parall\u00e8le, les plateformes de de visualisation telles que <a href=\"https:\/\/datascientest.com\/power-bi-vs-tableau\">Power BI ou Tableau<\/a> permettent de communiquer efficacement les r\u00e9sultats des analyses. Ces logiciels permettent de <strong>cr\u00e9er facilement des graphiques et des diagrammes<\/strong> gr\u00e2ce \u00e0 des templates et une interface intuitive.<\/span><\/p>\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-6901bdb e-flex e-con-boxed e-con\" data-id=\"6901bdb\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eba5dd5 elementor-widget elementor-widget-heading\" data-id=\"eba5dd5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Quel est l\u2019int\u00e9r\u00eat pour une entreprise ?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-47fa11a elementor-widget elementor-widget-text-editor\" data-id=\"47fa11a\" data-element_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<p><span style=\"font-weight: 400;\">Au sein d\u2019une organisation, l\u2019int\u00e9gration de Citizen Data Scientists offre une multitude d\u2019avantages et red\u00e9finit la mani\u00e8re dont les organisations abordent et utilisent leurs donn\u00e9es.<\/span><\/p><p><span style=\"font-weight: 400;\">En tirant parti de ses comp\u00e9tences analytiques, il devient possible de <strong>prendre des d\u00e9cisions plus \u00e9clair\u00e9es et bas\u00e9es sur les donn\u00e9es<\/strong>. La combinaison avec sa connaissance m\u00e9tier conduit \u00e0 des insights plus approfondis, et permet une meilleure compr\u00e9hension des d\u00e9fis et des opportunit\u00e9s.<\/span><\/p><p><span style=\"font-weight: 400;\">C\u2019est aussi une r\u00e9duction de la d\u00e9pendance aux experts en Data Science, puisqu\u2019un plus grand nombre d\u2019individus peut participer \u00e0 l\u2019analyse. Cela <strong>am\u00e9liore la flexibilit\u00e9 et l\u2019agilit\u00e9 organisationnelle<\/strong> en permettant une r\u00e9action plus rapide aux demandes analytiques.<\/span><\/p><p><span style=\"font-weight: 400;\">Dans un contexte de p\u00e9nurie des Data Scientists \u00e0 l\u2019\u00e9chelle mondiale, il s\u2019agit d\u2019un v\u00e9ritable pr\u00e9cieux renfort. D\u2019autant que ces experts co\u00fbtent cher : le salaire annuel moyen s\u2019\u00e9l\u00e8ve \u00e0 <strong>145 000$ aux \u00c9tats-Unis<\/strong>, et <strong>60 000\u20ac en France<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">La pr\u00e9sence des Citizen Data Scientists favorise \u00e9galement l\u2019innovation au sein de l\u2019entreprise, en encourageant <strong>la cr\u00e9ativit\u00e9 dans l\u2019exploration et l\u2019interpr\u00e9tation des donn\u00e9es<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">Ils contribuent \u00e0 g\u00e9n\u00e9rer de nouvelles id\u00e9es et \u00e0 identifier des opportunit\u00e9s innovantes. Ceci renforce la <strong>comp\u00e9titivit\u00e9 de l\u2019organisation<\/strong> sur le march\u00e9.<\/span><\/p>\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-3d2b5ae e-flex e-con-boxed e-con\" data-id=\"3d2b5ae\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8ae4230 elementor-widget elementor-widget-heading\" data-id=\"8ae4230\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">De nombreux d\u00e9fis restent \u00e0 relever<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bd47ec7 elementor-widget elementor-widget-text-editor\" data-id=\"bd47ec7\" data-element_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<p><span style=\"font-weight: 400;\">Malgr\u00e9 les avantages \u00e9num\u00e9r\u00e9s au fil de ce dossier, le <strong>r\u00f4le de Citizen Data Scientist<\/strong> pr\u00e9sente aussi des d\u00e9fis et des pr\u00e9occupations. En tenir compte est essentiel pour garantir leur int\u00e9gration r\u00e9ussie dans l\u2019entreprise.<\/span><\/p><p><span style=\"font-weight: 400;\">Sans surprise, sa principale limite r\u00e9side dans la restriction de ses comp\u00e9tences techniques par rapport \u00e0 un Data Scientist professionnel. Bien qu\u2019il puisse effectuer des analyses de donn\u00e9es basiques, sa <strong>compr\u00e9hension des techniques avanc\u00e9es<\/strong>, du <strong>nettoyage<\/strong> ou de la <strong>mod\u00e9lisation statistique<\/strong> peut \u00eatre moindre.<\/span><\/p><p><span style=\"font-weight: 400;\">Afin de rester efficace tout en tenant compte de ce plafond, il est important de d\u00e9finir clairement le champ d\u2019action du CDS pour \u00e9viter les erreurs d\u2019interpr\u00e9tation ou de prise de d\u00e9cision.<\/span><\/p><p><span style=\"font-weight: 400;\">Par ailleurs, la qualit\u00e9 des analyses d\u00e9pend directement de la <a href=\"https:\/\/datascientest.com\/gartner-devoile-les-secrets-pour-ameliorer-la-qualite-de-ses-donnees\">qualit\u00e9 des donn\u00e9es<\/a> utilis\u00e9es. Le Citizen Data Scientist doit en \u00eatre conscient, et prendre des mesures pour garantir leur int\u00e9grit\u00e9.<\/span><\/p><p><span style=\"font-weight: 400;\">Il doit bien choisir ses sources de donn\u00e9es, savoir <strong>d\u00e9tecter et corriger les erreurs<\/strong>, et pouvoir valider les r\u00e9sultats obtenus de mani\u00e8re autonome. En cas de traitement de donn\u00e9es sensibles, il doit aussi \u00eatre <strong>form\u00e9 sur les protocoles de s\u00e9curit\u00e9<\/strong> <strong>et respecter les normes de confidentialit\u00e9<\/strong> telles que le <a href=\"https:\/\/datascientest.com\/lintegration-du-rgpd-dans-les-entreprises\">RGPD<\/a>.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db2a517 elementor-widget elementor-widget-image\" data-id=\"db2a517\" data-element_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 decoding=\"async\" width=\"500\" height=\"500\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-3.jpg\" class=\"attachment-full size-full wp-image-228890\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-3.jpg 500w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-3-300x300.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-3-150x150.jpg 150w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/>\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<div class=\"elementor-element elementor-element-f316fe3 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"f316fe3\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formation-data-scientist\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Devenir Citizen Data Scientist<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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-856d4a2 e-flex e-con-boxed e-con\" data-id=\"856d4a2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8bce1ac elementor-widget elementor-widget-heading\" data-id=\"8bce1ac\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Comment devenir Citizen Data Scientist ? Les meilleurs conseils<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-03092bd elementor-widget elementor-widget-text-editor\" data-id=\"03092bd\" data-element_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<p><span style=\"font-weight: 400;\">Le r\u00f4le de Citizen Data Scientist est accessible \u00e0 tout un chacun au sein d\u2019une organisation, mais il est pr\u00e9f\u00e9rable d\u2019avoir de l\u2019exp\u00e9rience dans le domaine o\u00f9 l\u2019<a href=\"https:\/\/datascientest.com\/data-analysis-tout-savoir\">analyse de donn\u00e9es<\/a> sera exploit\u00e9e.<\/span><\/p><p><span style=\"font-weight: 400;\">Une bonne <strong>familiarisation avec la Data Science<\/strong>, <strong>le Machine Learning<\/strong>, <strong>le<\/strong> <a href=\"https:\/\/datascientest.com\/data-mining-tout-savoir\">Data Mining<\/a>, <strong>ou la<\/strong> <a href=\"https:\/\/datascientest.com\/quest-ce-que-cest-le-predictive-modelling\">mod\u00e9lisation pr\u00e9dictive<\/a> et l\u2019analyse statistique est aussi d\u2019un pr\u00e9cieux secours.<\/span><\/p><p><span style=\"font-weight: 400;\">Le meilleur moyen d\u2019obtenir ces comp\u00e9tences est de choisir un bootcamp comme ceux propos\u00e9s par <strong>DataScientest<\/strong>. En compl\u00e9ment, il existe aussi de nombreux tutoriels sur YouTube, et des datasets ouverts \u00e0 explorer.<\/span><\/p><p><span style=\"font-weight: 400;\">Les sites comme <a href=\"https:\/\/datascientest.com\/kaggle-tout-ce-quil-a-savoir-sur-cette-plateforme\">Kaggle<\/a> organisent aussi des comp\u00e9titions pour <strong>vous aider \u00e0 am\u00e9liorer vos comp\u00e9tences en Data Science<\/strong>. Toutes ces ressources peuvent vous permettre de progresser rapidement.<\/span><\/p>\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-c7632cc e-flex e-con-boxed e-con\" data-id=\"c7632cc\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2260d71 elementor-widget elementor-widget-heading\" data-id=\"2260d71\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Conclusion : le Citizen Data Scientist, un professionnel polyvalent adapt\u00e9 aux enjeux modernes<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-79effe5 elementor-widget elementor-widget-text-editor\" data-id=\"79effe5\" data-element_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<p><span style=\"font-weight: 400;\">En combinant l\u2019<strong>expertise m\u00e9tier avec des comp\u00e9tences analytiques<\/strong>, le Citizen Data Scientist repr\u00e9sente une passerelle entre le domaine d\u2019activit\u00e9 de son entreprise et le pouvoir de la science des donn\u00e9es.<\/span><\/p><p><span style=\"font-weight: 400;\">Les organisations de tous les secteurs reconnaissent de plus en plus la valeur de cette <strong>approche collaborative et inclusive de l\u2019analyse de donn\u00e9es<\/strong>, et les individus sont fortement encourag\u00e9s \u00e0 explorer et investir dans le d\u00e9veloppement de ces comp\u00e9tences.<\/span><\/p><p><span style=\"font-weight: 400;\">Elle ouvre la voie \u00e0 une utilisation plus \u00e9tendue et strat\u00e9gique de l\u2019information, afin de <strong>stimuler l\u2019innovation<\/strong> et de <strong>favoriser le succ\u00e8s dans un monde o\u00f9 les donn\u00e9es prolif\u00e8rent<\/strong> de plus en plus\u2026<\/span><\/p><p><span style=\"font-weight: 400;\">Afin de devenir Citizen Data Scientist, vous pouvez choisir DataScientest. Nos diff\u00e9rentes formations vous permettront d\u2019<strong>acqu\u00e9rir des comp\u00e9tences en<\/strong> <a href=\"https:\/\/datascientest.com\/le-futur-de-la-data-science\">Data Science<\/a> telles que la <a href=\"https:\/\/datascientest.com\/programmer-en-python\">programmation en langage Python<\/a>, la <a href=\"https:\/\/datascientest.com\/formation-datavisualisation\">DataViz<\/a>, le <a href=\"https:\/\/datascientest.com\/machine-learning-tout-savoir\">Machine Learning<\/a>, l\u2019<a href=\"https:\/\/datascientest.com\/intelligence-artificielle-definition\">IA<\/a> et la <a href=\"https:\/\/datascientest.com\/business-intelligence-et-marketing-digital\">Business Intelligence<\/a>.<\/span><\/p><p><span style=\"font-weight: 400;\">Gr\u00e2ce au format <a href=\"https:\/\/datascientest.com\/definition-bootcamp\">BootCamp<\/a> intensif, quelques mois suffisent pour <strong>acqu\u00e9rir une v\u00e9ritable expertise<\/strong> depuis le confort de votre domicile. En guise d\u2019alternative, vous pouvez opter pour la <a href=\"https:\/\/datascientest.com\/formats-de-formation-guide-complet\">formation continue<\/a> afin de <strong>progresser \u00e0 votre rythme tout en poursuivant votre activit\u00e9 professionnelle<\/strong>.<\/span><\/p><p><span style=\"font-weight: 400;\">Nous proposons aussi des cursus combinant la Data Science et l\u2019expertise m\u00e9tier, comme la <a href=\"https:\/\/datascientest.com\/formation-marketing-digital-et-data\">formation Marketing Digital &amp; Data<\/a>. Vous apprendrez \u00e0 <strong>exploiter les donn\u00e9es<\/strong> pour maximiser les r\u00e9sultats du marketing num\u00e9rique !<\/span><\/p><p><span style=\"font-weight: 400;\">En parall\u00e8le, notre <a href=\"https:\/\/datascientest.com\/formation-power-bi\">formation Power BI<\/a> vous permettra de <strong>ma\u00eetriser la solution de Business Intelligence en self-service de Microsoft<\/strong> en seulement 2 \u00e0 5 jours \u00e0 temps plein ou 30 jours en temps partiel. Vous recevrez la certification officielle <a href=\"https:\/\/datascientest.com\/pl-300-tout-savoir\">PL-300<\/a> de Microsoft.<\/span><\/p><p><span style=\"font-weight: 400;\">Toutes nos formations s\u2019effectuent \u00e0 distance, <strong>notre organisme est \u00e9ligible au<\/strong> <a href=\"https:\/\/datascientest.com\/cpf-comment-utiliser-son-compte-personnel-de-formation\">CPF<\/a>, et vous pourrez obtenir un dipl\u00f4me reconnu par l\u2019\u00c9tat ainsi qu\u2019une certification de nos partenaires cloud <a href=\"https:\/\/datascientest.com\/amazon-web-services-tout-savoir\">AWS<\/a> et <a href=\"https:\/\/datascientest.com\/tout-savoir-sur-microsoft-azure\">Microsoft Azure<\/a> ! <strong>D\u00e9couvrez DataScientest !<\/strong><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66a3db9 elementor-widget elementor-widget-image\" data-id=\"66a3db9\" data-element_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 decoding=\"async\" width=\"780\" height=\"500\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-4.jpg\" class=\"attachment-full size-full wp-image-228891\" alt=\"\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-4.jpg 780w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-4-300x192.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2024\/01\/Citizen_Data_Scientist-4-768x492.jpg 768w\" sizes=\"(max-width: 780px) 100vw, 780px\" \/>\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<div class=\"elementor-element elementor-element-86e9570 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"86e9570\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/formation-data-scientist\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Devenir Citizen Data Scientist<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22e89ce elementor-widget elementor-widget-text-editor\" data-id=\"22e89ce\" data-element_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<p><span style=\"font-weight: 400;\">Vous savez tout sur le Citizen Data Scientist. Pour plus d\u2019informations sur le m\u00eame sujet, d\u00e9couvrez <a href=\"https:\/\/datascientest.com\/business-intelligence\">notre dossier sur la Business Intelligence<\/a>, et <a href=\"https:\/\/datascientest.com\/quest-ce-la-dataviz-le-point-avec-nos-data-experts\">notre dossier sur la DataViz<\/a> !<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a08526d elementor-widget elementor-widget-html\" data-id=\"a08526d\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Qu\u2019est-ce qu\u2019un Citizen Data Scientist ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Il s\u2019agit d\u2019un individu qui, sans \u00eatre expert en informatique ou en statistiques, poss\u00e8de n\u00e9anmoins des comp\u00e9tences suffisantes pour effectuer des analyses de donn\u00e9es dans son domaine professionnel. \u00c0 la mani\u00e8re d\u2019un Data Scientist expert, le citizen peut pr\u00e9dire les r\u00e9actions des clients au marketing, identifier de nouvelles opportunit\u00e9s, optimiser la cha\u00eene logique, analyser les risques financiers et d\u00e9velopper de nouvelles strat\u00e9gies.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Citizen Data Scientist vs Data Scientist : quelles diff\u00e9rences ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Le citizen Data Scientist peut compenser ses lacunes gr\u00e2ce \u00e0 l\u2019IA et aux outils d\u2019automatisation. Par exemple, AutoML simplifie le d\u00e9veloppement et le d\u00e9ploiement de mod\u00e8les machine learning sans n\u00e9cessiter de codage. Il travaille plus souvent ind\u00e9pendamment pour subvenir aux besoins de l\u2019entreprise. Il ne fait pas forc\u00e9ment partie d\u2019une \u00e9quipe d\u00e9di\u00e9e.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Quelles sont les comp\u00e9tences n\u00e9cessaires pour \u00eatre Citizen Data Scientist ?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Afin de devenir Citizen Data Scientist, il est imp\u00e9ratif d'apprendre \u00e0 manipuler les donn\u00e9es de fa\u00e7on autonome et intelligente. Ceci requiert diverses comp\u00e9tences. Les langages de programmation comme Python et R, avec leurs biblioth\u00e8ques sp\u00e9cialis\u00e9es, constituent une base essentielle. Ils offrent la flexibilit\u00e9 et la puissance requises pour traiter et analyser des ensembles de donn\u00e9es complexes.\"\r\n    }\r\n  }]\r\n}\r\n<\/script>\r\n\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Le Citizen Data Scientist est un professionnel qui n\u2019est pas sp\u00e9cialis\u00e9 dans la science des donn\u00e9es, mais poss\u00e8de suffisamment de comp\u00e9tences pour effectuer des analyses dans son domaine. D\u00e9couvrez pourquoi cette polyvalence est devenue indispensable en entreprise ! Au cours des derni\u00e8res ann\u00e9es, le domaine de la science des donn\u00e9es a connu une v\u00e9ritable transformation. [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":228863,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[1417],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Citizen Data Scientist : Qu&#039;est-ce que c&#039;est ? Quels avantages ?<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/citizen-data-scientist-tout-savoir\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Citizen Data Scientist : Qu&#039;est-ce que c&#039;est ? 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