{"id":66740,"date":"2022-07-13T17:07:00","date_gmt":"2022-07-13T15:07:00","guid":{"rendered":"https:\/\/www.calyps.ch\/?p=66740"},"modified":"2023-12-29T08:38:57","modified_gmt":"2023-12-29T07:38:57","slug":"feuille-de-route-pour-la-prediction-du-customer-churn-2-2","status":"publish","type":"post","link":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/","title":{"rendered":"Feuille de route pour pr\u00e9dire le customer churn (2\/2)"},"content":{"rendered":"\n<p>Dans notre <a href=\"https:\/\/www.calyps.ch\/fr\/customer-churn-avenement-du-marketing-quantitatif\/\" target=\"_blank\" rel=\"noreferrer noopener\">pr\u00e9c\u00e9dent article<\/a>, nous avons expliqu\u00e9 la notion de <em>customer churn<\/em> et compar\u00e9 les niveaux d\u2019attrition client &#8211; traduction francophone peu intuitive &#8211; constat\u00e9s entre diff\u00e9rentes r\u00e9gions du monde. Nous avons enfin conclu en pr\u00e9sentant les 4 types de <em>customer churn<\/em> applicables au domaine des m\u00e9dias.<\/p>\n\n\n\n<p>\u00c0 pr\u00e9sent, nous comptons d\u00e9crire le plan \u00e0 suivre pour analyser le taux de r\u00e9siliation au sein d\u2019une organisation de services. Mieux encore: des cl\u00e9s pour suivre le <em>predictive churn <\/em>comme indicateur pr\u00e9dictif seront donn\u00e9es.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-au-commencement-la-feuille-de-route\">Au commencement, la feuille de route<\/h3>\n\n\n\n<p>Une feuille de route est une repr\u00e9sentation visuelle permettant de comprendre et de communiquer les objectifs et les perspectives au sein d&rsquo;une entreprise. Bien communiqu\u00e9e, elle peut largement contribuer \u00e0 la bonne organisation des effectifs et \u00e0 l\u2019atteinte des buts fix\u00e9s.&nbsp;<\/p>\n\n\n\n<p>La feuille de route strat\u00e9gique pour l\u2019analyse et la pr\u00e9diction du <em>customer churn<\/em> fait souvent d\u00e9faut. Elle permet pourtant d\u2019\u00e9tablir les liens de causalit\u00e9 entre objectifs strat\u00e9giques et financiers de l&rsquo;entreprise, qui passent \u00e9galement par les objectifs fix\u00e9s aux fonctions commerciales. R\u00e9sumons ces objectifs en quatre perspectives :&nbsp;<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>l\u2019apprentissage et la croissance<\/li><li>les processus organisationnels<\/li><li>la vue du client<\/li><li>les finances de l\u2019entreprise<\/li><\/ol>\n\n\n\n<p>En r\u00e9f\u00e9rence \u00e0 l\u2019exemple ci-dessous (cf. A-B-C) nous avons imagin\u00e9 qu\u2019une formation du Service Client sp\u00e9cifique au renouvellement d\u2019un abonnement de courte dur\u00e9e pourrait conduire l\u2019organisation \u00e0 \u00e9laborer une offre <em>ad hoc<\/em> r\u00e9duisant le taux d\u2019attrition client apr\u00e8s la 1\u00e8re p\u00e9riode d\u2019essai:&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image is-style-default\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/7iZ512Xf4J_a3R-mrDecMqkKbS4aOXD8gQG0HXz-QY117JFr22WI5AyEwRktidCiu81nMgh2Y9OBdMSV1WEOV3-8Y62fw26RzwzWEQGZvA8D6FgcRdM9w3vyCt_zhMbVQPC0y3CX\" alt=\"Feuille de route pour analyser le customer churn\"\/><figcaption>Feuille de route pour analyser le customer churn<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Comment g\u00e9n\u00e9rer SA feuille de route pour analyser et pr\u00e9dire le <em>customer churn<\/em>&nbsp;<\/h3>\n\n\n\n<p>Avant de d\u00e9marrer l&rsquo;exercice, il est important de formuler les hypoth\u00e8ses commerciales de fond permettant de d\u00e9terminer les facteurs de r\u00e9ussite et les indicateurs pour la mesurer, par ex.:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>le taux de r\u00e9siliation est uniforme, ou pas, sur l\u2019ensemble des canaux de vente ;&nbsp;<\/li><li>la valeur de la perte mensuelle due \u00e0 la r\u00e9siliation est uniforme, ou pas, sur tous les canaux de vente ;<\/li><li>il y a une corr\u00e9lation entre le nombre de plaintes, selon leur type, et le taux de d\u00e9sabonnement.<\/li><\/ul>\n\n\n\n<p>Les objectifs des perspectives susmentionn\u00e9es pourront s\u2019articuler autour des questions suivantes, \u00e0 aborder en \u00e9quipe(s):<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><em>Perspective financi\u00e8re:<\/em><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>Quelles sont les attentes des parties prenantes &#8211; direction, actionnaires, investisseurs &#8211; en termes de r\u00e9sultats annuels ?<\/li><li>Quelles activit\u00e9s constituent les sources de revenus les plus importantes ?<\/li><li>La strat\u00e9gie de l&rsquo;entreprise et l\u2019ex\u00e9cution pr\u00e9vue dans chaque d\u00e9partement permettent-elles d&rsquo;atteindre les r\u00e9sultats attendus ?<\/li><li>Quelle est la strat\u00e9gie de fid\u00e9lisation des clients ?&nbsp;<\/li><li>Quelles sont les dimensions du co\u00fbt de la fid\u00e9lisation et comment r\u00e9duire ce co\u00fbt ?<\/li><\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><em>Perspective du client:<\/em><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>Pourquoi un client devrait-il s\u2019abonner aux services de l\u2019entreprise ?<\/li><li>Quelles sont les caract\u00e9ristiques primordiales des services vendus ?&nbsp;<\/li><li>Quel est le r\u00f4le jou\u00e9 par la relation client ? Et par le positionnement de marque ?<\/li><\/ul>\n\n\n\n<p>Ces objectifs contribuent \u00e0 d\u00e9terminer la <strong>valeur moyenne du cycle de vie clien<\/strong>t par rapport \u00e0 celle du bon client, exprim\u00e9e en francs:&nbsp;<\/p>\n\n\n\n<p><em>Cycle de vie client = [Ventes annuelles moyennes par client &#8211; Co\u00fbt de service moyen par client] \/ Taux de d\u00e9sabonnement annuel<\/em><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><em>Perspective interne (NB: fonctions commerciales uniquement):<\/em><\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>Comment simplifier la structure des produits et des prix ?<\/li><li>Comment am\u00e9liorer le site web s\u2019adressant aux clients ?<\/li><li>De quelle mani\u00e8re le service client peut-il \u00eatre am\u00e9lior\u00e9, \u00e0 moindre frais ?<\/li><\/ul>\n\n\n\n<p>Ce travail de conceptualisation, r\u00e9alis\u00e9 conjointement avec les d\u00e9partements concern\u00e9s en interne, fera la diff\u00e9rence au moment d\u2019initier le codage du mod\u00e8le pr\u00e9dictif. Viendra ensuite le moment de tester le mod\u00e8le pr\u00e9dictif (<em>test &amp; learn<\/em>)<em>. <\/em>&nbsp;<\/p>\n\n\n\n<p>CALYPS d\u00e9veloppe des algorithmes qui identifient les opportunit\u00e9s et recommandent la prochaine action \u00e0 entreprendre face aux utilisateurs d\u2019un service bancaire, m\u00e9dical ou m\u00e9dia. Gr\u00e2ce \u00e0 des indicateurs pr\u00e9dictifs, l\u2019organisation pilote son activit\u00e9 en fixant les bons objectifs, en anticipant les d\u00e9fis (<em>churn<\/em>, <em>lifetime value<\/em>, taux de d\u00e9sabonnement, etc.) et en tirant parti des facteurs influen\u00e7ant la r\u00e9tention des clients, comme le fait la solution native <em><a href=\"https:\/\/www.calyps.ch\/fr\/solutions-bancaires\/calyps-qockpit-pour-finnova\/\" target=\"_blank\" rel=\"noreferrer noopener\">Qockpit pour Finnova<\/a><\/em>, d\u00e9di\u00e9e \u00e0 l\u2019\u00e9cosyst\u00e8me bancaire.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Dans notre pr\u00e9c\u00e9dent article, nous avons expliqu\u00e9 la notion de customer churn et compar\u00e9 les niveaux d\u2019attrition client &#8211; traduction francophone peu intuitive &#8211; constat\u00e9s entre diff\u00e9rentes r\u00e9gions du monde. Nous avons enfin conclu en pr\u00e9sentant les 4 types de customer churn applicables au domaine des m\u00e9dias. \u00c0 pr\u00e9sent, nous comptons d\u00e9crire le plan \u00e0 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":66747,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[462],"tags":[429,430],"class_list":["post-66740","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-intelligence","tag-predictive-churn","tag-roadmap"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Feuille de route pour pr\u00e9dire le customer churn (2\/2) &#8226; CALYPS<\/title>\n<meta name=\"description\" content=\"Cet article r\u00e9sume le plan \u00e0 suivre pour analyser le customer churn. Mieux encore: il donne des cl\u00e9s pour suivre le &#039;predictive&#039; churn.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Feuille de route pour pr\u00e9dire le customer churn (2\/2) &#8226; CALYPS\" \/>\n<meta property=\"og:description\" content=\"Cet article r\u00e9sume le plan \u00e0 suivre pour analyser le customer churn. Mieux encore: il donne des cl\u00e9s pour suivre le &#039;predictive&#039; churn.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/\" \/>\n<meta property=\"og:site_name\" content=\"CALYPS\" \/>\n<meta property=\"article:published_time\" content=\"2022-07-13T15:07:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-12-29T07:38:57+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/calyps.ch\/wp-content\/uploads\/2022\/04\/Feuille-de-route-pour-la-prediction-du-customer-churn-2-2.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1684\" \/>\n\t<meta property=\"og:image:height\" content=\"850\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Marco BRIENZA\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Marco BRIENZA\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/\"},\"author\":{\"name\":\"Marco BRIENZA\",\"@id\":\"https:\/\/calyps.ch\/fr\/#\/schema\/person\/46ccb88f01e04d36038994d6d99f8cbc\"},\"headline\":\"Feuille de route pour pr\u00e9dire le customer churn (2\/2)\",\"datePublished\":\"2022-07-13T15:07:00+00:00\",\"dateModified\":\"2023-12-29T07:38:57+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/\"},\"wordCount\":750,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/calyps.ch\/fr\/#organization\"},\"image\":{\"@id\":\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/calyps.ch\/wp-content\/uploads\/2022\/04\/Feuille-de-route-pour-la-prediction-du-customer-churn-2-2.png\",\"keywords\":[\"predictive churn\",\"roadmap\"],\"articleSection\":[\"Data Intelligence\"],\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/\",\"url\":\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/\",\"name\":\"Feuille de route pour pr\u00e9dire le customer churn (2\/2) &#8226; CALYPS\",\"isPartOf\":{\"@id\":\"https:\/\/calyps.ch\/fr\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/calyps.ch\/wp-content\/uploads\/2022\/04\/Feuille-de-route-pour-la-prediction-du-customer-churn-2-2.png\",\"datePublished\":\"2022-07-13T15:07:00+00:00\",\"dateModified\":\"2023-12-29T07:38:57+00:00\",\"description\":\"Cet article r\u00e9sume le plan \u00e0 suivre pour analyser le customer churn. Mieux encore: il donne des cl\u00e9s pour suivre le 'predictive' churn.\",\"breadcrumb\":{\"@id\":\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#primaryimage\",\"url\":\"https:\/\/calyps.ch\/wp-content\/uploads\/2022\/04\/Feuille-de-route-pour-la-prediction-du-customer-churn-2-2.png\",\"contentUrl\":\"https:\/\/calyps.ch\/wp-content\/uploads\/2022\/04\/Feuille-de-route-pour-la-prediction-du-customer-churn-2-2.png\",\"width\":1684,\"height\":850},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/calyps.ch\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Data Intelligence\",\"item\":\"https:\/\/calyps.ch\/fr\/category\/data-intelligence\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Feuille de route pour pr\u00e9dire le customer churn (2\/2)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/calyps.ch\/fr\/#website\",\"url\":\"https:\/\/calyps.ch\/fr\/\",\"name\":\"CALYPS\",\"description\":\"Data Intelligence\",\"publisher\":{\"@id\":\"https:\/\/calyps.ch\/fr\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/calyps.ch\/fr\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/calyps.ch\/fr\/#organization\",\"name\":\"CALYPS\",\"url\":\"https:\/\/calyps.ch\/fr\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/calyps.ch\/fr\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.calyps.ch\/wp-content\/uploads\/2020\/09\/CALYPS-DATA-def-h-flag-no-background-e1601405282402.png\",\"contentUrl\":\"https:\/\/www.calyps.ch\/wp-content\/uploads\/2020\/09\/CALYPS-DATA-def-h-flag-no-background-e1601405282402.png\",\"width\":500,\"height\":153,\"caption\":\"CALYPS\"},\"image\":{\"@id\":\"https:\/\/calyps.ch\/fr\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/company\/calyps\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/calyps.ch\/fr\/#\/schema\/person\/46ccb88f01e04d36038994d6d99f8cbc\",\"name\":\"Marco BRIENZA\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/calyps.ch\/fr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/8e4caffafcae18a1de0c3371897ca809?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/8e4caffafcae18a1de0c3371897ca809?s=96&d=mm&r=g\",\"caption\":\"Marco BRIENZA\"},\"url\":\"https:\/\/calyps.ch\/fr\/author\/mabr\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Feuille de route pour pr\u00e9dire le customer churn (2\/2) &#8226; CALYPS","description":"Cet article r\u00e9sume le plan \u00e0 suivre pour analyser le customer churn. Mieux encore: il donne des cl\u00e9s pour suivre le 'predictive' churn.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/","og_locale":"fr_FR","og_type":"article","og_title":"Feuille de route pour pr\u00e9dire le customer churn (2\/2) &#8226; CALYPS","og_description":"Cet article r\u00e9sume le plan \u00e0 suivre pour analyser le customer churn. Mieux encore: il donne des cl\u00e9s pour suivre le 'predictive' churn.","og_url":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/","og_site_name":"CALYPS","article_published_time":"2022-07-13T15:07:00+00:00","article_modified_time":"2023-12-29T07:38:57+00:00","og_image":[{"width":1684,"height":850,"url":"https:\/\/calyps.ch\/wp-content\/uploads\/2022\/04\/Feuille-de-route-pour-la-prediction-du-customer-churn-2-2.png","type":"image\/png"}],"author":"Marco BRIENZA","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"Marco BRIENZA","Dur\u00e9e de lecture estim\u00e9e":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#article","isPartOf":{"@id":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/"},"author":{"name":"Marco BRIENZA","@id":"https:\/\/calyps.ch\/fr\/#\/schema\/person\/46ccb88f01e04d36038994d6d99f8cbc"},"headline":"Feuille de route pour pr\u00e9dire le customer churn (2\/2)","datePublished":"2022-07-13T15:07:00+00:00","dateModified":"2023-12-29T07:38:57+00:00","mainEntityOfPage":{"@id":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/"},"wordCount":750,"commentCount":0,"publisher":{"@id":"https:\/\/calyps.ch\/fr\/#organization"},"image":{"@id":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#primaryimage"},"thumbnailUrl":"https:\/\/calyps.ch\/wp-content\/uploads\/2022\/04\/Feuille-de-route-pour-la-prediction-du-customer-churn-2-2.png","keywords":["predictive churn","roadmap"],"articleSection":["Data Intelligence"],"inLanguage":"fr-FR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/","url":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/","name":"Feuille de route pour pr\u00e9dire le customer churn (2\/2) &#8226; CALYPS","isPartOf":{"@id":"https:\/\/calyps.ch\/fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#primaryimage"},"image":{"@id":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#primaryimage"},"thumbnailUrl":"https:\/\/calyps.ch\/wp-content\/uploads\/2022\/04\/Feuille-de-route-pour-la-prediction-du-customer-churn-2-2.png","datePublished":"2022-07-13T15:07:00+00:00","dateModified":"2023-12-29T07:38:57+00:00","description":"Cet article r\u00e9sume le plan \u00e0 suivre pour analyser le customer churn. Mieux encore: il donne des cl\u00e9s pour suivre le 'predictive' churn.","breadcrumb":{"@id":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#primaryimage","url":"https:\/\/calyps.ch\/wp-content\/uploads\/2022\/04\/Feuille-de-route-pour-la-prediction-du-customer-churn-2-2.png","contentUrl":"https:\/\/calyps.ch\/wp-content\/uploads\/2022\/04\/Feuille-de-route-pour-la-prediction-du-customer-churn-2-2.png","width":1684,"height":850},{"@type":"BreadcrumbList","@id":"https:\/\/calyps.ch\/fr\/feuille-de-route-pour-la-prediction-du-customer-churn-2-2\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/calyps.ch\/en\/"},{"@type":"ListItem","position":2,"name":"Data Intelligence","item":"https:\/\/calyps.ch\/fr\/category\/data-intelligence\/"},{"@type":"ListItem","position":3,"name":"Feuille de route pour pr\u00e9dire le customer churn (2\/2)"}]},{"@type":"WebSite","@id":"https:\/\/calyps.ch\/fr\/#website","url":"https:\/\/calyps.ch\/fr\/","name":"CALYPS","description":"Data Intelligence","publisher":{"@id":"https:\/\/calyps.ch\/fr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/calyps.ch\/fr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/calyps.ch\/fr\/#organization","name":"CALYPS","url":"https:\/\/calyps.ch\/fr\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/calyps.ch\/fr\/#\/schema\/logo\/image\/","url":"https:\/\/www.calyps.ch\/wp-content\/uploads\/2020\/09\/CALYPS-DATA-def-h-flag-no-background-e1601405282402.png","contentUrl":"https:\/\/www.calyps.ch\/wp-content\/uploads\/2020\/09\/CALYPS-DATA-def-h-flag-no-background-e1601405282402.png","width":500,"height":153,"caption":"CALYPS"},"image":{"@id":"https:\/\/calyps.ch\/fr\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/calyps"]},{"@type":"Person","@id":"https:\/\/calyps.ch\/fr\/#\/schema\/person\/46ccb88f01e04d36038994d6d99f8cbc","name":"Marco BRIENZA","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/calyps.ch\/fr\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/8e4caffafcae18a1de0c3371897ca809?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8e4caffafcae18a1de0c3371897ca809?s=96&d=mm&r=g","caption":"Marco BRIENZA"},"url":"https:\/\/calyps.ch\/fr\/author\/mabr\/"}]}},"_links":{"self":[{"href":"https:\/\/calyps.ch\/fr\/wp-json\/wp\/v2\/posts\/66740"}],"collection":[{"href":"https:\/\/calyps.ch\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/calyps.ch\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/calyps.ch\/fr\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/calyps.ch\/fr\/wp-json\/wp\/v2\/comments?post=66740"}],"version-history":[{"count":4,"href":"https:\/\/calyps.ch\/fr\/wp-json\/wp\/v2\/posts\/66740\/revisions"}],"predecessor-version":[{"id":67801,"href":"https:\/\/calyps.ch\/fr\/wp-json\/wp\/v2\/posts\/66740\/revisions\/67801"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/calyps.ch\/fr\/wp-json\/wp\/v2\/media\/66747"}],"wp:attachment":[{"href":"https:\/\/calyps.ch\/fr\/wp-json\/wp\/v2\/media?parent=66740"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/calyps.ch\/fr\/wp-json\/wp\/v2\/categories?post=66740"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/calyps.ch\/fr\/wp-json\/wp\/v2\/tags?post=66740"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}