{"id":164612,"date":"2022-06-01T09:52:00","date_gmt":"2022-06-01T08:52:00","guid":{"rendered":"https:\/\/datascientest.com\/?p=164491"},"modified":"2024-04-03T10:05:05","modified_gmt":"2024-04-03T10:05:05","slug":"devenir-data-manager-en-3-mois","status":"publish","type":"post","link":"https:\/\/datascientest.com\/devenir-data-manager-en-3-mois","title":{"rendered":"Devenir Data Manager en 3 mois, c\u2019est possible !"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"164612\" class=\"elementor elementor-164612\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fcced3d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fcced3d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-99e4c04\" data-id=\"99e4c04\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6c5da02 elementor-widget elementor-widget-heading\" data-id=\"6c5da02\" 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\">\u00c7a y est nous sommes officiellement dipl\u00f4m\u00e9s en Data Management ! Pendant 3 mois, nous avons suivi la formation d\u00e9di\u00e9e chez DataScientest et nous avons d\u00e9couvert ce m\u00e9tier passionnant. Plut\u00f4t que de vous en donner une d\u00e9finition acad\u00e9mique, nous souhaitions plut\u00f4t partager avec vous les comp\u00e9tences acquises durant cette formation et plus particuli\u00e8rement notre projet fil rouge.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-736b84d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"736b84d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d55c870\" data-id=\"d55c870\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-871cc7c elementor-widget elementor-widget-text-editor\" data-id=\"871cc7c\" 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>Pour ce projet, nous avons choisi de nous mettre dans la peau de <strong class=\"kg ji\">Data Managers au service de <\/strong><a class=\"au lc\" href=\"https:\/\/www.msf.fr\/\" target=\"_blank\" rel=\"noopener ugc nofollow\">M\u00e9decins sans fronti\u00e8res<\/a>. Notre objectif \u00e9tait d\u2019analyser des donn\u00e9es d\u00e9mographiques issues de l\u2019Organisation Mondiale de la Sant\u00e9 (OMS) sous un angle pertinent, afin d\u2019orienter la d\u00e9finition du data manager autour d\u2019un projet concret et des comp\u00e9tences qu\u2019il met en pratique. La r\u00e9alisation de ce projet par ce sc\u00e9nario fictif nous a permis d\u2019adopter une vision d\u2019ensemble du management des donn\u00e9es. Nous avons r\u00e9alis\u00e9 que <strong class=\"kg ji\">nos r\u00f4les \u00e9taient centraux dans l\u2019analyse des donn\u00e9es<\/strong>. En effet, un Data Manager doit avoir cette vision macroscopique des sujets sur lesquels il travaille et \u00eatre en capacit\u00e9 de comprendre les enjeux des analyses de la data (data quality, data access\u2026). Le Data Manager doit aussi savoir <strong class=\"kg ji\">coordonner les projets avec les \u00e9quipes marketing, m\u00e9tier et business intelligence<\/strong> et \u00eatre en lien avec la r\u00e9alit\u00e9 terrain sur les plans juridique et r\u00e9glementaire.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-10fc3d6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"10fc3d6\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f459a6d\" data-id=\"f459a6d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-310f51c elementor-widget elementor-widget-text-editor\" data-id=\"310f51c\" 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 id=\"846e\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Nous sommes <strong class=\"kg ji\">Manale<\/strong> et <strong class=\"kg ji\">Fran\u00e7ois<\/strong>, et avons choisi de partager avec vous nos d\u00e9couvertes au travers de cet article.<\/p><p id=\"5803\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Moi, Manale, je suis <strong class=\"kg ji\">Data Strategist<\/strong> chez <a class=\"au lc\" href=\"https:\/\/www.airliquidehealthcare.fr\/\" target=\"_blank\" rel=\"noopener ugc nofollow\">Air Liquide Sant\u00e9 International<\/a> dans le Data Office. Concr\u00e8tement, mon r\u00f4le est de comprendre les enjeux de la donn\u00e9e dans la sant\u00e9 et ce que \u00e7a peut apporter \u00e0 la qualit\u00e9 de vie des patients puis de construire une vision et une feuille de route r\u00e9alistes avec diff\u00e9rentes \u00e9quipes (business, <strong>IT<\/strong>, juridique, r\u00e9glementaire\u2026). Sinon j\u2019ai fait un doctorat en Neurosciences \u00e0 l\u2019Institut du Cerveau et de la Moelle (ICM) \u00e0 l\u2019h\u00f4pital de la Piti\u00e9 Salp\u00eatri\u00e8re et un MBA au Coll\u00e8ge des Ing\u00e9nieurs. J\u2019ai rejoins le <strong>parcours de Data Manager de DataScientest<\/strong> afin de monter en comp\u00e9tences sur mon poste et bien appr\u00e9hender les enjeux de la data et tout particuli\u00e8rement comment mener \u00e0 bien des projets data en entreprise.<\/p><p id=\"bdc1\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Moi c\u2019est Fran\u00e7ois, je suis consultant chez <a class=\"au lc\" href=\"https:\/\/www.innopublica.fr\/\" target=\"_blank\" rel=\"noopener ugc nofollow\">Innopublica<\/a>, un cabinet conseil en strat\u00e9gie et valorisation des donn\u00e9es d\u2019int\u00e9r\u00eat g\u00e9n\u00e9ral. J\u2019ai un Master 2 en informatique appliqu\u00e9e aux G\u00e9osciences et j\u2019ai travaill\u00e9 dans la conception et la mise en \u0153uvre de Syst\u00e8mes d\u2019Information dans des organismes publics et parapublics, ainsi qu\u2019en collectivit\u00e9 territoriale pendant pr\u00e8s de 20 ans. Bien que je ne sois pas compl\u00e8tement \u00e9tranger au monde de la data, je recherchais depuis quelque temps une formation pour enrichir mes connaissances sur la mise en qualit\u00e9 et la valorisation des donn\u00e9es, et mieux <strong>appr\u00e9hender les attentes des Data Analysts et Engineers<\/strong>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1a2ba95 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1a2ba95\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d2c47c0\" data-id=\"d2c47c0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-07c528b elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"07c528b\" 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\/formations-data\">\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\">D\u00e9couvrir nos formations en data<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c3d1dc5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c3d1dc5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6836354\" data-id=\"6836354\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b98e64b elementor-widget elementor-widget-heading\" data-id=\"b98e64b\" 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\">Un peu de contexte<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-839ab03 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"839ab03\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2336b37\" data-id=\"2336b37\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c862d67 elementor-widget elementor-widget-text-editor\" data-id=\"c862d67\" 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>La formation en Data Management a la particularit\u00e9 d\u2019int\u00e9grer en plus des <strong>modules d\u2019apprentissage<\/strong>, qui se d\u00e9roulent \u00e0 distance, un projet devant \u00eatre r\u00e9alis\u00e9 en groupe de 2 \u00e0 3 personnes. Il a pour objectif de mettre en pratique les connaissances acquises durant la formation en r\u00e9solvant une probl\u00e9matique m\u00e9tier. Il repr\u00e9sente donc une part importante de la formation et d\u00e9bute tr\u00e8s t\u00f4t dans le planning. Nous avons choisi le sujet portant sur <a href=\"https:\/\/datascientest.com\/data-analysis-tout-savoir\">l\u2019analyse de donn\u00e9es<\/a> de sant\u00e9 issues de l\u2019OMS sans trop savoir dans quelle aventure nous nous embarquions. Nous nous sommes retrouv\u00e9s face \u00e0 39 jeux de donn\u00e9es (<strong>datasets<\/strong>) \u00e0 analyser dont la th\u00e9matique nous \u00e9tait totalement inconnue.<\/p><p>Chaque dataset correspondait \u00e0 l\u2019\u00e9volution d\u2019un indicateur sp\u00e9cifique, tel que le taux de mortalit\u00e9 ou de survie en fonction de tel ou tel param\u00e8tre, le nombre de personnes ayant acc\u00e8s \u00e0 l\u2019eau potable ou \u00e0 des sources d\u2019\u00e9nergie propres, etc. En grande majorit\u00e9 ces indicateurs sont pr\u00e9sent\u00e9s avec une r\u00e9partition g\u00e9ographique et temporelle variable : par pays \u00e0 l\u2019\u00e9chelle mondiale ou continentale, sur une ou plusieurs dizaines d\u2019ann\u00e9es. Vous pouvez retrouver ces datasets sur <strong>Kaggle <\/strong>:<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0e66909 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0e66909\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-aa731e4\" data-id=\"aa731e4\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a3e3807 elementor-widget elementor-widget-image\" data-id=\"a3e3807\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.kaggle.com\/utkarshxy\/who-worldhealth-statistics-2020-complete\">\n\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/720\/1*HPQailsH8HZ64sur4VWCDg.png\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Page d\u2019accueil de la source des datasets sur Kaggle<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3e75ccb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3e75ccb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4b47a82\" data-id=\"4b47a82\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9e2b360 elementor-widget elementor-widget-heading\" data-id=\"9e2b360\" 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\">Notre approche<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5a2fd6e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5a2fd6e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d5db59b\" data-id=\"d5db59b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-909083f elementor-widget elementor-widget-text-editor\" data-id=\"909083f\" 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 id=\"4821\" class=\"pw-post-body-paragraph ke kf jh kg b kh mb kj kk kl mc kn ko kp md kr ks kt me kv kw kx mf kz la lb ip fy\" data-selectable-paragraph=\"\">En abordant ce projet, nous avons choisi de nous mettre dans la peau de <strong>Data Managers au service de M\u00e9decins sans fronti\u00e8res<\/strong>. Cet angle original et parlant nous a permis de proposer une restitution int\u00e9ressante et valorisante du sujet en trouvant une probl\u00e9matique claire et coh\u00e9rente et en \u00e9vitant de faire une analyse simpliste, lin\u00e9aire et individuelle de chaque indicateur. En tant que data managers il nous \u00e9tait donc demand\u00e9 individuellement :<\/p><ul class=\"\"><li id=\"8083\" class=\"mp mq jh kg b kh ki kl km kp mr kt ms kx mt lb mu mv mw mx fy\" data-selectable-paragraph=\"\">D\u2019<strong class=\"kg ji\">analyser une situation<\/strong> \u00e0 partir de donn\u00e9es de l\u2019OMS mises \u00e0 disposition ;<\/li><li id=\"bf4d\" class=\"mp mq jh kg b kh my kl mz kp na kt nb kx nc lb mu mv mw mx fy\" data-selectable-paragraph=\"\">De <strong class=\"kg ji\">restituer cette analyse <\/strong>de fa\u00e7on claire et visuelle afin de mettre en avant les \u00e9l\u00e9ments critiques dans le but d\u2019une utilisation p\u00e9dagogique.<\/li><li id=\"842a\" class=\"mp mq jh kg b kh my kl mz kp na kt nb kx nc lb mu mv mw mx fy\" data-selectable-paragraph=\"\">D\u2019<strong class=\"kg ji\">identifier les causes possibles<\/strong> de cet \u00e9tat de fait ;<\/li><li id=\"6434\" class=\"mp mq jh kg b kh my kl mz kp na kt nb kx nc lb mu mv mw mx fy\" data-selectable-paragraph=\"\">Et enfin, de <strong class=\"kg ji\">proposer des solutions<\/strong> cr\u00e9dibles d\u2019am\u00e9lioration des situations constat\u00e9es. Nous avons \u00e9galement tent\u00e9 de d\u00e9gager des pistes de r\u00e9flexion au niveau des donn\u00e9es pour que des \u00e9quipes de Data Analysts et Scientists puissent approfondir les sujets abord\u00e9s.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e2e5d4f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e2e5d4f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-cc1e1d9\" data-id=\"cc1e1d9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0290710 elementor-widget elementor-widget-heading\" data-id=\"0290710\" 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\">Le d\u00e9roul\u00e9<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-758d59f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"758d59f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b13320b\" data-id=\"b13320b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5c9c222 elementor-widget elementor-widget-text-editor\" data-id=\"5c9c222\" 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>Nous avons r\u00e9alis\u00e9 ce projet en <strong class=\"kg ji\">3 \u00e9tapes principales<\/strong>, qui nous semblent \u00eatre conformes \u00e0 la classique <a href=\"\/pyramide-dikw\">pyramide DIKW<\/a>, c\u2019est-\u00e0-dire qu\u2019en partant de donn\u00e9es brutes nous avons pu proposer des \u00e9l\u00e9ments d\u2019aide \u00e0 une prise de d\u00e9cision \u00e9clair\u00e9e et factuelles.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ba25385 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ba25385\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-80703cd\" data-id=\"80703cd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-64a3220 elementor-widget elementor-widget-heading\" data-id=\"64a3220\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Etape 1 \u2014 le profilage des datasets<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a9f95b2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a9f95b2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-37aa577\" data-id=\"37aa577\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-976912d elementor-widget elementor-widget-text-editor\" data-id=\"976912d\" 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 id=\"ee40\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Cette \u00e9tape nous a permis d\u2019affiner la s\u00e9lection des datasets, de les mettre en qualit\u00e9 et de d\u00e9finir clairement le p\u00e9rim\u00e8tre de nos cas d\u2019usage, c\u2019est-\u00e0-dire d<strong class=\"kg ji\">\u2019identifier au niveau mondial l\u2019influence du manque de ressources m\u00e9dicales<\/strong>, d\u2019un acc\u00e8s restreint \u00e0 des conditions sanitaires \u00e9l\u00e9mentaires et enfin certains types de pollution, sur respectivement les mortalit\u00e9s maternelles et infantiles, l\u2019esp\u00e9rance de vie et l\u2019esp\u00e9rance de vie en bonne sant\u00e9.<\/p><p id=\"f42c\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Ce premier examen des donn\u00e9es nous a \u00e9galement permis de proposer des synth\u00e8ses exploitables de chacun des ces 3 cas d\u2019usage et donc d\u2019avoir une vision de la situation mondiale.<\/p><p id=\"1c8d\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Nous avons ici mis en application une grande partie des connaissances acquises en d\u00e9veloppement Python et plus particuli\u00e8rement la ma\u00eetrise des biblioth\u00e8ques incontournables pour le nettoyage et l\u2019analyse des donn\u00e9es, \u00e0 savoir <strong class=\"kg ji\">Pandas, Geopandas, Numpy, Matplotlib ou encore Seaborn<\/strong>.<\/p><p id=\"581c\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Il ressort que pour la quasi-totalit\u00e9 des indicateurs de nos 3 cas d\u2019usage, la situation est la plus critique en Afrique subsaharienne et en Asie centrale avec de forts \u00e9carts par rapport au reste du monde comme l\u2019illustrent les quelques <a href=\"https:\/\/datascientest.com\/quest-ce-la-dataviz-le-point-avec-nos-data-experts\">dataviz<\/a> suivantes :<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7ba1d99 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7ba1d99\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f7cf5b6\" data-id=\"f7cf5b6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bd27a90 elementor-widget elementor-widget-image\" data-id=\"bd27a90\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/720\/0*skVCTn2ZMFID-H-T\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">R\u00e9partition g\u00e9ographique des ratios de la mortalit\u00e9 maternelle pour 100 000 naissances entre 2011 et 2019<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-53854cd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"53854cd\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7fddf93\" data-id=\"7fddf93\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e047012 elementor-widget elementor-widget-image\" data-id=\"e047012\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/720\/0*BFgz5bFRvLDtAGVJ\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">R\u00e9partition g\u00e9ographique des ratios de la mortalit\u00e9 n\u00e9onatale pour 1 000 naissances entre 2011 et 2019<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6fb7ac9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6fb7ac9\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-71f2d33\" data-id=\"71f2d33\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a5b0059 elementor-widget elementor-widget-image\" data-id=\"a5b0059\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/720\/0*5sIqNqohpRcSJ7fi\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Evolution de l\u2019esp\u00e9rance de vie de 2000 \u00e0 2019 pour les 15 pays ayant les plus faibles valeurs<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-75bbf78 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75bbf78\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-62ca754\" data-id=\"62ca754\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f37929c elementor-widget elementor-widget-image\" data-id=\"f37929c\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/720\/0*Kih3rIP2qbUryiZf\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Evolution de l\u2019esp\u00e9rance de vie de 2000 \u00e0 2019 pour les 15 pays ayant les plus hautes valeurs<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2e6d379 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2e6d379\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a5124fc\" data-id=\"a5124fc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2b3094e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2b3094e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fc7b5ae\" data-id=\"fc7b5ae\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0921f75 elementor-widget elementor-widget-image\" data-id=\"0921f75\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/720\/0*K8ODZ9iDgtatH8Lg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">R\u00e9partition g\u00e9ographique de l\u2019esp\u00e9rance de vie en 2000<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-105caf4 elementor-widget elementor-widget-image\" data-id=\"105caf4\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/720\/0*fH4uhUaQVoNwAJdH\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">R\u00e9partition g\u00e9ographique de l\u2019esp\u00e9rance de vie en 2019<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-565e4d8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"565e4d8\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-28ea34c\" data-id=\"28ea34c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-630e526 elementor-widget elementor-widget-heading\" data-id=\"630e526\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Etape 2 \u2014 l\u2019analyse crois\u00e9e des donn\u00e9es<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f01b499 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f01b499\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5417f9e\" data-id=\"5417f9e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f916a98 elementor-widget elementor-widget-text-editor\" data-id=\"f916a98\" 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 id=\"d192\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Dans un second temps, suite \u00e0 <strong>l\u2019analyse des diff\u00e9rents datasets<\/strong> et les frappants r\u00e9sultats concernant l\u2019Afrique subsaharienne, nous avons voulu mettre en lumi\u00e8re les liens possibles entre les indicateurs d\u2019esp\u00e9rance de vie et de mortalit\u00e9 (mortalit\u00e9 li\u00e9e \u00e0 des maladies de type cancer, diab\u00e8tes et maladie respiratoires chroniques) avec les indicateurs refl\u00e9tant l\u2019acc\u00e8s \u00e0 des \u00e9quipements sanitaires basiques, l\u2019acc\u00e8s \u00e0 de l\u2019\u00e9nergie propre et l\u2019acc\u00e8s \u00e0 de l\u2019eau potable.<\/p><p class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Cette \u00e9tape nous a fait comprendre l\u2019importance de la qualit\u00e9 et de l\u2019homog\u00e9n\u00e9isation des donn\u00e9es. Durant notre analyse, nous nous sommes rendus compte que les donn\u00e9es de certains pays, ou rattach\u00e9es aux moyens d\u2019assainissement manquaient dans nos datasets. En cons\u00e9quence, nous n\u2019avons pas pu prendre en compte certains param\u00e8tres ce qui a d\u00e9grad\u00e9 la qualit\u00e9 de notre analyse.<\/p><p id=\"ddea\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Pour visualiser les liens, nous avons \u00e9valu\u00e9 les corr\u00e9lations entre chaque variable ensuite repr\u00e9sent\u00e9e dans une <strong>Heatmap <\/strong>et un <strong>Pairplot <\/strong>:<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4443f8e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4443f8e\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c35dc20\" data-id=\"c35dc20\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9385135 elementor-widget elementor-widget-image\" data-id=\"9385135\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"450\" height=\"172\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/06\/equation-eqm-1.jpg\" class=\"attachment-full size-full wp-image-164511\" alt=\"equation-eqm\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/06\/equation-eqm-1.jpg 450w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/06\/equation-eqm-1-300x115.jpg 300w\" sizes=\"(max-width: 450px) 100vw, 450px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Heatmap : visualisation data permettant de cr\u00e9er une table de corr\u00e9lation avec un code couleur en fonction de l\u2019indice de corr\u00e9lation<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e4587ad elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e4587ad\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d71f1cf\" data-id=\"d71f1cf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7ef3b97 elementor-widget elementor-widget-image\" data-id=\"7ef3b97\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"480\" src=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/06\/eqm1-1-1024x614.jpg\" class=\"attachment-large size-large wp-image-164512\" alt=\"eqm(1)\" srcset=\"https:\/\/datascientest.com\/wp-content\/uploads\/2022\/06\/eqm1-1-1024x614.jpg 1024w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/06\/eqm1-1-300x180.jpg 300w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/06\/eqm1-1-768x461.jpg 768w, https:\/\/datascientest.com\/wp-content\/uploads\/2022\/06\/eqm1-1.jpg 1520w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Pairplot : Repr\u00e9sentation graphique de la corr\u00e9lation entre les diff\u00e9rents param\u00e8tres ainsi que la distribution de chaque variable<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8447a40 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8447a40\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-128d658\" data-id=\"128d658\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dc14f0f elementor-widget elementor-widget-text-editor\" data-id=\"dc14f0f\" 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>Cette \u00e9tape nous a permis de d\u00e9terminer quelles variables \u00e9taient fortement corr\u00e9l\u00e9es. Il faut \u00eatre pr\u00e9cautionneux lors de ces analyses, car corr\u00e9lation ne veut pas dire causalit\u00e9. Cependant, cela nous donne des pistes int\u00e9ressantes pour identifier les pistes \u00e0 creuser plus en profondeur par des \u00e9quipes de <strong>data analysts ou data scientists<\/strong>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6c9fc8c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6c9fc8c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6e1c407\" data-id=\"6e1c407\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c747a2d elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"c747a2d\" 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\">D\u00e9couvrir la formation de 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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f2c9674 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f2c9674\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6dbe827\" data-id=\"6dbe827\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-462aa2b elementor-widget elementor-widget-text-editor\" data-id=\"462aa2b\" 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>Dans notre exemple, on observe une faible corr\u00e9lation entre la mortalit\u00e9 li\u00e9e \u00e0 des maladies type cancer et diab\u00e8te et les conditions sanitaires, l\u2019acc\u00e8s \u00e0 l\u2019eau potable et l\u2019acc\u00e8s \u00e0 de l\u2019\u00e9nergie propre. Par contre, ces 3 derniers param\u00e8tres sont tr\u00e8s fortement corr\u00e9l\u00e9s \u00e0 l\u2019esp\u00e9rance de vie et surtout l\u2019esp\u00e9rance de vie en bonne sant\u00e9. Ces r\u00e9sultats nous donnent une bonne id\u00e9e macroscopique des facteurs influant fortement sur l\u2019esp\u00e9rance de vie en Afrique subsaharienne ce qui permet de focaliser de futures \u00e9tudes plus pouss\u00e9es sur ces axes de travail.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e300dd1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e300dd1\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-750e819\" data-id=\"750e819\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-71eb7b3 elementor-widget elementor-widget-heading\" data-id=\"71eb7b3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-medium\">Etape 3 \u2014 formulation de propositions de solutions et l\u2019identification d\u2019axes d\u2019am\u00e9lioration<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7f0f601 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7f0f601\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ddd33f9\" data-id=\"ddd33f9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7691b2f elementor-widget elementor-widget-text-editor\" data-id=\"7691b2f\" 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 id=\"b8f3\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">L\u2019interpr\u00e9tation des analyses crois\u00e9es nous a permis de proposer quelques leviers qui pourraient permettre d\u2019am\u00e9liorer \u00e0 court et moyen terme les situations observ\u00e9es en Afrique subsaharienne et au Moyen-Orient, sans forc\u00e9ment n\u00e9cessiter des investissements importants. Ainsi, pour pallier le manque de personnel m\u00e9dical qualifi\u00e9 et de conditions sanitaires suffisantes, qui semblent \u00eatre les facteurs influen\u00e7ant le plus les indicateurs de mortalit\u00e9 et d\u2019esp\u00e9rance de vie, il pourrait \u00eatre int\u00e9ressant de renforcer les actions de sensibilisation\/formation \u00e0 destination des populations isol\u00e9es aux conditions d\u2019hygi\u00e8ne \u00e9l\u00e9mentaire, aux gestes de premiers secours et \u00e0 l\u2019accompagnement \u00e0 l\u2019accouchement. De plus, ces formations pourraient \u00eatre accompagn\u00e9es par la fourniture de sets de mat\u00e9riels incluant \u00e0 minima des masques et gants chirurgicaux et du gel hydro-alcoolique.<\/p><p id=\"ee8e\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Pour une am\u00e9lioration significative sur du plus long terme, il nous appara\u00eet \u00e9galement int\u00e9ressant de favoriser le d\u00e9veloppement d\u2019entreprenariats locaux portant sur les \u00e9nergies renouvelables et l\u2019acc\u00e8s \u00e0 l\u2019eau potable (acc\u00e8s, mise en qualit\u00e9 ou encore assainissement). Dans ce contexte, le d\u00e9veloppement de l\u2019inclusive business nous semble \u00eatre une d\u00e9marche pertinente pour ces cr\u00e9ations p\u00e9rennes de valeurs qui permettrait ainsi de faire rentrer ces populations fragilis\u00e9es dans un cercle vertueux.<\/p><p id=\"4aab\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Bien \u00e9videmment, nous avons conscience que ces recommandations s\u2019appuient sur des analyses r\u00e9alis\u00e9es sur une courte p\u00e9riode dans cadre d\u2019apprentissage, et souffrent donc de quelques lacunes qu\u2019il serait indispensable de combler dans un contexte professionnel. Nous pensons aux \u00e9l\u00e9ments suivants, qui ne sont pas exhaustifs :<\/p><ul class=\"\"><li id=\"0e2f\" class=\"mp mq jh kg b kh ki kl km kp mr kt ms kx mt lb mu mv mw mx fy\" data-selectable-paragraph=\"\">Travailler sur des \u00e9chelles temporelles plus importantes (si les donn\u00e9es disponibles le permettent), car pour certains de nos indicateurs elles \u00e9taient trop courtes pour \u00e9tablir des conclusions pertinentes, par exemple pour ce qui concerne les pollutions environnementales ou le changement climatique.<\/li><li id=\"bf25\" class=\"mp mq jh kg b kh my kl mz kp na kt nb kx nc lb mu mv mw mx fy\" data-selectable-paragraph=\"\">S\u2019appuyer sur des collaborateurs issus de diff\u00e9rents m\u00e9tiers (m\u00e9dical, social, environnement, etc.) afin d\u2019int\u00e9grer de nouveaux param\u00e8tres permettant d\u2019affiner les interpr\u00e9tations des analyses, par ex. le niveau de vie, la densit\u00e9 de population, etc.<\/li><li id=\"4e46\" class=\"mp mq jh kg b kh my kl mz kp na kt nb kx nc lb mu mv mw mx fy\" data-selectable-paragraph=\"\">Mettre en perspective les r\u00e9sultats au regard des diff\u00e9rents contextes g\u00e9o-politiques et historiques pour mieux appr\u00e9hender, entre autres, les donn\u00e9es extr\u00eames ou aberrantes.<\/li><\/ul><p id=\"681b\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">Pour aller plus loin, afin de pouvoir proposer des solutions pr\u00e9ventives plut\u00f4t que curatives, ou encore pour pouvoir mesurer le b\u00e9n\u00e9fice des actions mises en place par rapport aux sc\u00e9narios envisag\u00e9s, il serait \u00e9galement int\u00e9ressant de travailler sur des mod\u00e8les pr\u00e9dictifs d\u2019\u00e9volution des indicateurs avec des <strong>\u00e9quipes de Data Scientists<\/strong>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9346f13 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9346f13\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-83bb70a\" data-id=\"83bb70a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ce8cedb elementor-widget elementor-widget-heading\" data-id=\"ce8cedb\" 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\">Pour conclure<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7b42943 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7b42943\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-84f035c\" data-id=\"84f035c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-43f2457 elementor-widget elementor-widget-text-editor\" data-id=\"43f2457\" 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 id=\"0a5a\" class=\"pw-post-body-paragraph ke kf jh kg b kh mb kj kk kl mc kn ko kp md kr ks kt me kv kw kx mf kz la lb ip fy\" data-selectable-paragraph=\"\">Ce projet nous a permis de mettre en pratique relativement rapidement une grande majorit\u00e9 des concepts assimil\u00e9s au cours de la formation, dans des conditions qui semblent, par exp\u00e9rience, tr\u00e8s proches de celles que nous rencontrons au quotidien avec les data. Nous avons pu \u00e9tudier un nombre important de sources h\u00e9t\u00e9rog\u00e8nes, tant sur la volum\u00e9trie, que les th\u00e9matiques abord\u00e9s, ou sur les structures et la qualit\u00e9. \u00c0 noter \u00e9galement, que comme bien souvent, le manque de m\u00e9tadonn\u00e9es et de contexte m\u00e9tier ne nous ont pas facilit\u00e9 la t\u00e2che pour appr\u00e9hender ces donn\u00e9es.<\/p><p id=\"89ae\" class=\"pw-post-body-paragraph ke kf jh kg b kh ki kj kk kl km kn ko kp kq kr ks kt ku kv kw kx ky kz la lb ip fy\" data-selectable-paragraph=\"\">N\u00e9anmoins, nous avons r\u00e9ussi \u00e0 rassembler les m\u00e9thodes et les outils dont nous avions besoin ou \u00e0 les cr\u00e9er s\u2019ils n\u2019\u00e9taient pas disponibles. Ces m\u00e9thodes et outils nous ont permis de s\u00e9lectionner les datasets qui nous \u00e9taient utiles, les mettre en qualit\u00e9, r\u00e9aliser des analyses avanc\u00e9es et les restituer afin de faciliter une prise de d\u00e9cisions \u00e9clair\u00e9e et fiable. Ils nous ont permis \u00e9galement d\u2019envisager la mise en \u0153uvre d\u2019un projet de Data Sciences orient\u00e9 usage, ce qui nous semble faire pleinement partie des activit\u00e9s du <a href=\"https:\/\/datascientest.com\/data-manager\">Data Manager<\/a>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9db0c48 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9db0c48\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6aa8218\" data-id=\"6aa8218\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8efff37 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"8efff37\" 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=\"\/formation-data-manager\">\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\">D\u00e9couvrir la formation de Data Manager<\/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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u00c7a y est nous sommes officiellement dipl\u00f4m\u00e9s en Data Management ! Pendant 3 mois, nous avons suivi la formation d\u00e9di\u00e9e chez DataScientest et nous avons d\u00e9couvert ce m\u00e9tier passionnant. Plut\u00f4t que de vous en donner une d\u00e9finition acad\u00e9mique, nous souhaitions plut\u00f4t partager avec vous les comp\u00e9tences acquises durant cette formation et plus particuli\u00e8rement notre projet [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":173507,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[1417],"tags":[164],"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>Devenir Data Manager en 3 mois, c\u2019est possible !<\/title>\n<meta name=\"description\" content=\"Vous souhaitez devenir Data Manager, mais vous estimez ne pas y parvenir en seulement 3 mois. 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