[{"data":1,"prerenderedAt":998},["ShallowReactive",2],{"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fmenu\u002Ffooter-navigation?lang=en":3,"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fmenu\u002Fprimary-navigation?lang=en":250,"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fmenu\u002Flegal-navigation?lang=en":418,"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fcbtw\u002Fv1\u002Fregions-dropdown?lang=en":484,"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts?slug=making-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility&_embed&lang=en":494,"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fcbtw\u002Fv1\u002Fsocial-links?lang=en":977,"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fcbtw\u002Fv1\u002Finsights-posts\u002F?post_id=10187&region=global":996},[4,87,147,164,181,223],{"ID":5,"post_author":6,"post_date":7,"post_date_gmt":7,"post_content":8,"post_title":9,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":12,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":14,"menu_order":15,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":5,"menu_item_parent":17,"object_id":19,"object":20,"type":21,"type_label":22,"url":23,"title":9,"target":8,"attr_title":8,"description":8,"classes":24,"xfn":8,"layout_type":25,"children":26},13558,"32","2026-03-23 06:48:18","","Services","publish","closed","services-6",0,"https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F13558?p=13558&preview=true&post_type=nav_menu_item",1,"nav_menu_item","0","raw","12830","page","post_type","Page","https:\u002F\u002Fstaging.cbtw.tech\u002Fservice-overview\u002F",[8],"services",[27,36,49,59,68,77],{"ID":28,"post_author":6,"post_date":7,"post_date_gmt":7,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":30,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":31,"menu_order":32,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":28,"menu_item_parent":33,"object_id":19,"object":20,"type":21,"type_label":22,"url":23,"title":34,"target":8,"attr_title":8,"description":8,"classes":35,"xfn":8,"layout_type":25},13559," ","13559","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F13559?p=13559&preview=true&post_type=nav_menu_item",2,"13558","Services Overview",[8],{"ID":37,"post_author":38,"post_date":7,"post_date_gmt":39,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":40,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":41,"guid":42,"menu_order":43,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":37,"menu_item_parent":33,"object_id":44,"object":20,"type":21,"type_label":22,"url":45,"title":46,"target":8,"attr_title":8,"description":8,"classes":47,"xfn":8,"layout_type":48},8534,"22","2025-07-03 09:30:08","8534",12830,"https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8534?p=8534&preview=true&post_type=nav_menu_item",3,"7212","https:\u002F\u002Fstaging.cbtw.tech\u002Fservice-overview\u002Fsoftware-engineering\u002F","Software Engineering",[8],"default",{"ID":50,"post_author":38,"post_date":7,"post_date_gmt":51,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":52,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":41,"guid":53,"menu_order":54,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":50,"menu_item_parent":33,"object_id":55,"object":20,"type":21,"type_label":22,"url":56,"title":57,"target":8,"attr_title":8,"description":8,"classes":58,"xfn":8,"layout_type":48},13388,"2026-03-20 09:17:28","13388","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F13388?p=13388&preview=true&post_type=nav_menu_item",4,"13023","https:\u002F\u002Fstaging.cbtw.tech\u002Fservice-overview\u002Fai-data-platforms\u002F","AI & Data Platforms",[8],{"ID":60,"post_author":38,"post_date":7,"post_date_gmt":39,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":61,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":41,"guid":62,"menu_order":63,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":60,"menu_item_parent":33,"object_id":64,"object":20,"type":21,"type_label":22,"url":65,"title":66,"target":8,"attr_title":8,"description":8,"classes":67,"xfn":8,"layout_type":25},8531,"8531","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8531?p=8531&preview=true&post_type=nav_menu_item",5,"7500","https:\u002F\u002Fstaging.cbtw.tech\u002Fservice-overview\u002Fcloud-and-enterprise-platforms\u002F","Cloud & Enterprise Platforms",[8],{"ID":69,"post_author":38,"post_date":7,"post_date_gmt":51,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":70,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":71,"menu_order":72,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":69,"menu_item_parent":33,"object_id":73,"object":20,"type":21,"type_label":22,"url":74,"title":75,"target":8,"attr_title":8,"description":8,"classes":76,"xfn":8,"layout_type":48},13387,"13387","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F13387?p=13387&preview=true&post_type=nav_menu_item",6,"13141","https:\u002F\u002Fstaging.cbtw.tech\u002Fservice-overview\u002Fcybersecurity\u002F","Cybersecurity",[8],{"ID":78,"post_author":38,"post_date":7,"post_date_gmt":79,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":80,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":41,"guid":81,"menu_order":82,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":78,"menu_item_parent":33,"object_id":83,"object":20,"type":21,"type_label":22,"url":84,"title":85,"target":8,"attr_title":8,"description":8,"classes":86,"xfn":8,"layout_type":48},8535,"2025-07-03 09:30:09","8535","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8535?p=8535&preview=true&post_type=nav_menu_item",7,"7149","https:\u002F\u002Fstaging.cbtw.tech\u002Fservice-overview\u002Fstrategy-product-transformation\u002F","Strategy, Product & Transformation",[8],{"ID":88,"post_author":38,"post_date":7,"post_date_gmt":79,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":89,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":90,"menu_order":91,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":88,"menu_item_parent":17,"object_id":92,"object":20,"type":21,"type_label":22,"url":93,"title":94,"target":8,"attr_title":8,"description":8,"classes":95,"xfn":8,"layout_type":96,"children":97},8538,"8538","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8538?p=8538&preview=true&post_type=nav_menu_item",8,"6941","https:\u002F\u002Fstaging.cbtw.tech\u002Fsectors\u002F","Sectors",[8],"sectors",[98,109,118,128,137],{"ID":99,"post_author":38,"post_date":7,"post_date_gmt":100,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":101,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":102,"guid":103,"menu_order":104,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":99,"menu_item_parent":89,"object_id":105,"object":20,"type":21,"type_label":22,"url":106,"title":107,"target":8,"attr_title":8,"description":8,"classes":108,"xfn":8,"layout_type":48},8599,"2025-07-03 10:10:18","8599",6941,"https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8599?p=8599&preview=true&post_type=nav_menu_item",9,"8592","https:\u002F\u002Fstaging.cbtw.tech\u002Fsectors\u002Fbanking-and-finance\u002F","Banking & Finance",[8],{"ID":110,"post_author":38,"post_date":7,"post_date_gmt":79,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":111,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":102,"guid":112,"menu_order":113,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":110,"menu_item_parent":89,"object_id":114,"object":20,"type":21,"type_label":22,"url":115,"title":116,"target":8,"attr_title":8,"description":8,"classes":117,"xfn":8,"layout_type":48},8540,"8540","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8540?p=8540&preview=true&post_type=nav_menu_item",10,"8111","https:\u002F\u002Fstaging.cbtw.tech\u002Fsectors\u002Fenergy-utilities\u002F","Energy & Utilities",[8],{"ID":119,"post_author":38,"post_date":7,"post_date_gmt":120,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":121,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":102,"guid":122,"menu_order":123,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":119,"menu_item_parent":89,"object_id":124,"object":20,"type":21,"type_label":22,"url":125,"title":126,"target":8,"attr_title":8,"description":8,"classes":127,"xfn":8,"layout_type":48},8641,"2025-07-03 10:57:54","8641","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8641?p=8641&preview=true&post_type=nav_menu_item",11,"8473","https:\u002F\u002Fstaging.cbtw.tech\u002Fsectors\u002Fluxury\u002F","Luxury",[8],{"ID":129,"post_author":38,"post_date":7,"post_date_gmt":79,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":130,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":102,"guid":131,"menu_order":132,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":129,"menu_item_parent":89,"object_id":133,"object":20,"type":21,"type_label":22,"url":134,"title":135,"target":8,"attr_title":8,"description":8,"classes":136,"xfn":8,"layout_type":48},8539,"8539","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8539?p=8539&preview=true&post_type=nav_menu_item",12,"8191","https:\u002F\u002Fstaging.cbtw.tech\u002Fsectors\u002Fmanufacturing-industry\u002F","Manufacturing & Industry",[8],{"ID":138,"post_author":38,"post_date":7,"post_date_gmt":139,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":140,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":102,"guid":141,"menu_order":142,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":138,"menu_item_parent":89,"object_id":143,"object":20,"type":21,"type_label":22,"url":144,"title":145,"target":8,"attr_title":8,"description":8,"classes":146,"xfn":8,"layout_type":48},8952,"2025-07-09 11:41:39","8952","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8952?p=8952&preview=true&post_type=nav_menu_item",13,"8746","https:\u002F\u002Fstaging.cbtw.tech\u002Fsectors\u002Ftelecommunications-media\u002F","Telecommunications & Media",[8],{"ID":148,"post_author":38,"post_date":7,"post_date_gmt":79,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":149,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":150,"menu_order":151,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":148,"menu_item_parent":17,"object_id":152,"object":20,"type":21,"type_label":22,"url":153,"title":154,"target":8,"attr_title":8,"description":8,"classes":155,"xfn":8,"layout_type":48,"children":156},8529,"8529","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8529?p=8529&preview=true&post_type=nav_menu_item",14,"8384","https:\u002F\u002Fstaging.cbtw.tech\u002Fpartners\u002F","Partners",[8],[157],{"ID":158,"post_author":38,"post_date":7,"post_date_gmt":79,"post_content":8,"post_title":159,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":160,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":161,"menu_order":162,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":158,"menu_item_parent":149,"object_id":152,"object":20,"type":21,"type_label":22,"url":153,"title":159,"target":8,"attr_title":8,"description":8,"classes":163,"xfn":8,"layout_type":48},8542,"Ecosystem","ecosystem","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8542?p=8542&preview=true&post_type=nav_menu_item",15,[8],{"ID":165,"post_author":38,"post_date":7,"post_date_gmt":79,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":166,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":167,"menu_order":168,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":165,"menu_item_parent":17,"object_id":169,"object":20,"type":21,"type_label":22,"url":170,"title":171,"target":8,"attr_title":8,"description":8,"classes":172,"xfn":8,"layout_type":48,"children":173},8536,"8536","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8536?p=8536&preview=true&post_type=nav_menu_item",16,"7435","https:\u002F\u002Fstaging.cbtw.tech\u002Fabout\u002F","About",[8],[174],{"ID":175,"post_author":38,"post_date":7,"post_date_gmt":79,"post_content":8,"post_title":176,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":177,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":178,"menu_order":179,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":175,"menu_item_parent":166,"object_id":169,"object":20,"type":21,"type_label":22,"url":170,"title":176,"target":8,"attr_title":8,"description":8,"classes":180,"xfn":8,"layout_type":48},8544,"Company","company-2","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8544?p=8544&preview=true&post_type=nav_menu_item",17,[8],{"ID":182,"post_author":183,"post_date":7,"post_date_gmt":184,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":185,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":186,"menu_order":187,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":182,"menu_item_parent":17,"object_id":188,"object":20,"type":21,"type_label":22,"url":189,"title":190,"target":8,"attr_title":8,"description":8,"classes":191,"xfn":8,"layout_type":192,"children":193},6625,"31","2025-05-28 06:53:21","6625","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002F6625",18,"74","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002F","Insights",[8],"insights",[194,205,214],{"ID":195,"post_author":38,"post_date":7,"post_date_gmt":196,"post_content":8,"post_title":190,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":197,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":198,"menu_order":199,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":195,"menu_item_parent":185,"object_id":200,"object":201,"type":201,"type_label":202,"title":190,"url":203,"target":8,"attr_title":8,"description":8,"classes":204,"xfn":8,"layout_type":48},8754,"2025-07-08 05:23:38","insights-2","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8754?p=8754&preview=true&post_type=nav_menu_item",19,"8754","custom","Custom Link","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights?categories=insights",[8],{"ID":206,"post_author":38,"post_date":7,"post_date_gmt":196,"post_content":8,"post_title":207,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":208,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":209,"menu_order":210,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":206,"menu_item_parent":185,"object_id":211,"object":201,"type":201,"type_label":202,"title":207,"url":212,"target":8,"attr_title":8,"description":8,"classes":213,"xfn":8,"layout_type":48},8756,"Case Studies","case-studies-2","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8756?p=8756&preview=true&post_type=nav_menu_item",20,"8756","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights?categories=case-studies",[8],{"ID":215,"post_author":38,"post_date":7,"post_date_gmt":196,"post_content":8,"post_title":216,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":217,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":218,"menu_order":219,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":215,"menu_item_parent":185,"object_id":220,"object":201,"type":201,"type_label":202,"title":216,"url":221,"target":8,"attr_title":8,"description":8,"classes":222,"xfn":8,"layout_type":48},8755,"Resources","resources-2","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8755?p=8755&preview=true&post_type=nav_menu_item",21,"8755","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights?categories=resources",[8],{"ID":224,"post_author":38,"post_date":7,"post_date_gmt":79,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":225,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":226,"menu_order":227,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":224,"menu_item_parent":17,"object_id":228,"object":20,"type":21,"type_label":22,"url":229,"title":230,"target":8,"attr_title":8,"description":8,"classes":231,"xfn":8,"layout_type":48,"children":232},8537,"8537","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8537?p=8537&preview=true&post_type=nav_menu_item",22,"6937","https:\u002F\u002Fstaging.cbtw.tech\u002Fcareers\u002F","Careers",[8],[233,240],{"ID":234,"post_author":38,"post_date":7,"post_date_gmt":79,"post_content":8,"post_title":235,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":236,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":237,"menu_order":238,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":234,"menu_item_parent":225,"object_id":228,"object":20,"type":21,"type_label":22,"url":229,"title":235,"target":8,"attr_title":8,"description":8,"classes":239,"xfn":8,"layout_type":48},8547,"Culture","culture","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8547?p=8547&preview=true&post_type=nav_menu_item",23,[8],{"ID":241,"post_author":38,"post_date":7,"post_date_gmt":79,"post_content":8,"post_title":242,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":243,"to_ping":8,"pinged":8,"post_modified":7,"post_modified_gmt":7,"post_content_filtered":8,"post_parent":13,"guid":244,"menu_order":245,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":241,"menu_item_parent":225,"object_id":246,"object":201,"type":201,"type_label":202,"title":242,"url":247,"target":248,"attr_title":8,"description":8,"classes":249,"xfn":8,"layout_type":48},8549,"Open Positions","open-positions","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8549?p=8549&preview=true&post_type=nav_menu_item",24,"8549","https:\u002F\u002Fjobs-collaborationbetterstheworld.icims.com\u002Fjobs\u002Fsearch?hashed=-625911731","_blank",[8],[251,294,345,350,356,389,408],{"ID":252,"post_author":6,"post_date":253,"post_date_gmt":253,"post_content":8,"post_title":9,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":25,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":254,"menu_order":15,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":252,"menu_item_parent":17,"object_id":19,"object":20,"type":21,"type_label":22,"url":23,"title":9,"target":8,"attr_title":8,"description":8,"classes":255,"xfn":8,"layout_type":25,"children":256},13545,"2026-03-23 03:09:43","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F13545?p=13545&preview=true&post_type=nav_menu_item",[8],[257,264,271,277,283,289],{"ID":258,"post_author":6,"post_date":253,"post_date_gmt":259,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":260,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":261,"menu_order":32,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":258,"menu_item_parent":262,"object_id":19,"object":20,"type":21,"type_label":22,"url":23,"title":34,"target":8,"attr_title":8,"description":8,"classes":263,"xfn":8,"layout_type":25},13542,"2026-03-23 02:25:15","13542","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F13542?p=13542&preview=true&post_type=nav_menu_item","13545",[8],{"ID":265,"post_author":266,"post_date":253,"post_date_gmt":267,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":268,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":41,"guid":269,"menu_order":43,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":265,"menu_item_parent":262,"object_id":44,"object":20,"type":21,"type_label":22,"url":45,"title":46,"target":8,"attr_title":8,"description":8,"classes":270,"xfn":8,"layout_type":48},8444,"26","2025-07-02 17:13:28","8444","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002F8444",[8],{"ID":272,"post_author":38,"post_date":253,"post_date_gmt":273,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":274,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":275,"menu_order":54,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":272,"menu_item_parent":262,"object_id":55,"object":20,"type":21,"type_label":22,"url":56,"title":57,"target":8,"attr_title":8,"description":8,"classes":276,"xfn":8,"layout_type":48},13390,"2026-03-20 09:19:01","13390","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F13390?p=13390&preview=true&post_type=nav_menu_item",[8],{"ID":278,"post_author":38,"post_date":253,"post_date_gmt":279,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":280,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":281,"menu_order":63,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":278,"menu_item_parent":262,"object_id":64,"object":20,"type":21,"type_label":22,"url":65,"title":66,"target":8,"attr_title":8,"description":8,"classes":282,"xfn":8,"layout_type":25},8510,"2025-07-03 07:14:41","8510","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8510?p=8510&preview=true&post_type=nav_menu_item",[8],{"ID":284,"post_author":38,"post_date":253,"post_date_gmt":285,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":286,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":287,"menu_order":72,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":284,"menu_item_parent":262,"object_id":73,"object":20,"type":21,"type_label":22,"url":74,"title":75,"target":8,"attr_title":8,"description":8,"classes":288,"xfn":8,"layout_type":48},13389,"2026-03-20 09:19:02","13389","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F13389?p=13389&preview=true&post_type=nav_menu_item",[8],{"ID":290,"post_author":266,"post_date":253,"post_date_gmt":267,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":291,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":292,"menu_order":82,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":290,"menu_item_parent":262,"object_id":83,"object":20,"type":21,"type_label":22,"url":84,"title":85,"target":8,"attr_title":8,"description":8,"classes":293,"xfn":8,"layout_type":48},8445,"8445","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002F8445",[8],{"ID":295,"post_author":38,"post_date":253,"post_date_gmt":296,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":297,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":298,"menu_order":91,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":295,"menu_item_parent":17,"object_id":92,"object":20,"type":21,"type_label":22,"url":93,"title":94,"target":8,"attr_title":8,"description":8,"classes":299,"xfn":8,"layout_type":96,"children":300},8267,"2025-07-01 22:49:06","8267","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8267?p=8267&preview=true&post_type=nav_menu_item",[8],[301,308,314,319,325,330,336],{"ID":302,"post_author":38,"post_date":253,"post_date_gmt":303,"post_content":8,"post_title":304,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":305,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":306,"menu_order":104,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":302,"menu_item_parent":297,"object_id":92,"object":20,"type":21,"type_label":22,"url":93,"title":304,"target":8,"attr_title":8,"description":8,"classes":307,"xfn":8,"layout_type":96},9578,"2025-07-24 08:22:02","Sectors Overview","sectors-overview","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F9578?p=9578&preview=true&post_type=nav_menu_item",[8],{"ID":309,"post_author":38,"post_date":253,"post_date_gmt":310,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":311,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":102,"guid":312,"menu_order":113,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":309,"menu_item_parent":297,"object_id":105,"object":20,"type":21,"type_label":22,"url":106,"title":107,"target":8,"attr_title":8,"description":8,"classes":313,"xfn":8,"layout_type":48},8598,"2025-07-03 10:09:48","8598","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8598?p=8598&preview=true&post_type=nav_menu_item",[8],{"ID":315,"post_author":38,"post_date":253,"post_date_gmt":296,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":316,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":102,"guid":317,"menu_order":123,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":315,"menu_item_parent":297,"object_id":114,"object":20,"type":21,"type_label":22,"url":115,"title":116,"target":8,"attr_title":8,"description":8,"classes":318,"xfn":8,"layout_type":48},8268,"8268","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8268?p=8268&preview=true&post_type=nav_menu_item",[8],{"ID":320,"post_author":38,"post_date":253,"post_date_gmt":321,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":322,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":102,"guid":323,"menu_order":132,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":320,"menu_item_parent":297,"object_id":124,"object":20,"type":21,"type_label":22,"url":125,"title":126,"target":8,"attr_title":8,"description":8,"classes":324,"xfn":8,"layout_type":48},8642,"2025-07-03 10:58:18","8642","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8642?p=8642&preview=true&post_type=nav_menu_item",[8],{"ID":326,"post_author":38,"post_date":253,"post_date_gmt":279,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":327,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":102,"guid":328,"menu_order":142,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":326,"menu_item_parent":297,"object_id":133,"object":20,"type":21,"type_label":22,"url":134,"title":135,"target":8,"attr_title":8,"description":8,"classes":329,"xfn":8,"layout_type":48},8512,"8512","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8512?p=8512&preview=true&post_type=nav_menu_item",[8],{"ID":331,"post_author":38,"post_date":253,"post_date_gmt":332,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":333,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":102,"guid":334,"menu_order":151,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":331,"menu_item_parent":297,"object_id":143,"object":20,"type":21,"type_label":22,"url":144,"title":145,"target":8,"attr_title":8,"description":8,"classes":335,"xfn":8,"layout_type":48},8953,"2025-07-09 11:41:56","8953","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8953?p=8953&preview=true&post_type=nav_menu_item",[8],{"ID":337,"post_author":38,"post_date":253,"post_date_gmt":338,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":339,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":102,"guid":340,"menu_order":162,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":337,"menu_item_parent":297,"object_id":341,"object":20,"type":21,"type_label":22,"url":342,"title":343,"target":8,"attr_title":8,"description":8,"classes":344,"xfn":8,"layout_type":48},13463,"2026-03-20 14:08:59","13463","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F13463?p=13463&preview=true&post_type=nav_menu_item","13333","https:\u002F\u002Fstaging.cbtw.tech\u002Fsectors\u002Fretail-and-e-commerce\u002F","Retail & E-commerce",[8],{"ID":346,"post_author":38,"post_date":253,"post_date_gmt":279,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":347,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":348,"menu_order":168,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":346,"menu_item_parent":17,"object_id":152,"object":20,"type":21,"type_label":22,"url":153,"title":154,"target":8,"attr_title":8,"description":8,"classes":349,"xfn":8,"layout_type":48},8511,"8511","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8511?p=8511&preview=true&post_type=nav_menu_item",[8],{"ID":351,"post_author":38,"post_date":253,"post_date_gmt":352,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":353,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":354,"menu_order":179,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":351,"menu_item_parent":17,"object_id":169,"object":20,"type":21,"type_label":22,"url":170,"title":171,"target":8,"attr_title":8,"description":8,"classes":355,"xfn":8,"layout_type":48},8269,"2025-07-01 22:50:12","8269","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8269?p=8269&preview=true&post_type=nav_menu_item",[8],{"ID":357,"post_author":266,"post_date":253,"post_date_gmt":358,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":359,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":360,"menu_order":187,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":357,"menu_item_parent":17,"object_id":188,"object":20,"type":21,"type_label":22,"url":189,"title":190,"target":8,"attr_title":8,"description":8,"classes":361,"xfn":8,"layout_type":192,"children":362},6754,"2025-05-28 15:17:46","6754","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F6754?p=6754&preview=true&post_type=nav_menu_item",[8],[363,370,377,383],{"ID":364,"post_author":38,"post_date":253,"post_date_gmt":365,"post_content":8,"post_title":366,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":367,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":368,"menu_order":199,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":364,"menu_item_parent":359,"object_id":188,"object":20,"type":21,"type_label":22,"url":189,"title":366,"target":8,"attr_title":8,"description":8,"classes":369,"xfn":8,"layout_type":192},9662,"2025-07-28 13:56:12","Insights Overview","insights-overview","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F9662?p=9662&preview=true&post_type=nav_menu_item",[8],{"ID":371,"post_author":38,"post_date":253,"post_date_gmt":372,"post_content":8,"post_title":373,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":192,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":374,"menu_order":210,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":371,"menu_item_parent":359,"object_id":375,"object":201,"type":201,"type_label":202,"title":373,"url":203,"target":8,"attr_title":8,"description":8,"classes":376,"xfn":8,"layout_type":48},8753,"2025-07-08 05:22:38","Expert Articles","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8753?p=8753&preview=true&post_type=nav_menu_item","8753",[8],{"ID":378,"post_author":38,"post_date":253,"post_date_gmt":372,"post_content":8,"post_title":207,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":379,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":380,"menu_order":219,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":378,"menu_item_parent":359,"object_id":381,"object":201,"type":201,"type_label":202,"title":207,"url":212,"target":8,"attr_title":8,"description":8,"classes":382,"xfn":8,"layout_type":48},8751,"case-studies","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8751?p=8751&preview=true&post_type=nav_menu_item","8751",[8],{"ID":384,"post_author":38,"post_date":253,"post_date_gmt":372,"post_content":8,"post_title":216,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":385,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":386,"menu_order":227,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":384,"menu_item_parent":359,"object_id":387,"object":201,"type":201,"type_label":202,"title":216,"url":221,"target":8,"attr_title":8,"description":8,"classes":388,"xfn":8,"layout_type":48},8752,"resources","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8752?p=8752&preview=true&post_type=nav_menu_item","8752",[8],{"ID":390,"post_author":38,"post_date":253,"post_date_gmt":352,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":391,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":392,"menu_order":238,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":390,"menu_item_parent":17,"object_id":228,"object":20,"type":21,"type_label":22,"url":229,"title":230,"target":8,"attr_title":8,"description":8,"classes":393,"xfn":8,"layout_type":48,"children":394},8270,"8270","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8270?p=8270&preview=true&post_type=nav_menu_item",[8],[395,400],{"ID":396,"post_author":38,"post_date":253,"post_date_gmt":303,"post_content":8,"post_title":235,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":397,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":398,"menu_order":245,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":396,"menu_item_parent":391,"object_id":228,"object":20,"type":21,"type_label":22,"url":229,"title":235,"target":8,"attr_title":8,"description":8,"classes":399,"xfn":8,"layout_type":48},9579,"culture-2","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F9579?p=9579&preview=true&post_type=nav_menu_item",[8],{"ID":401,"post_author":38,"post_date":253,"post_date_gmt":402,"post_content":8,"post_title":242,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":403,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":404,"menu_order":405,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":401,"menu_item_parent":391,"object_id":406,"object":201,"type":201,"type_label":202,"title":242,"url":247,"target":248,"attr_title":8,"description":8,"classes":407,"xfn":8,"layout_type":48},8380,"2025-07-02 16:19:28","job-opportunities","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F8380?p=8380&preview=true&post_type=nav_menu_item",25,"8380",[8],{"ID":409,"post_author":266,"post_date":253,"post_date_gmt":358,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":410,"to_ping":8,"pinged":8,"post_modified":253,"post_modified_gmt":253,"post_content_filtered":8,"post_parent":13,"guid":411,"menu_order":412,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":409,"menu_item_parent":17,"object_id":413,"object":20,"type":21,"type_label":22,"url":414,"title":415,"target":8,"attr_title":8,"description":8,"classes":416,"xfn":8,"layout_type":417},6755,"6755","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F6755?p=6755&preview=true&post_type=nav_menu_item",26,"6718","https:\u002F\u002Fstaging.cbtw.tech\u002Fcontact\u002F","Contact",[8],"contact",[419,430,439,448,458,467,476],{"ID":420,"post_author":421,"post_date":422,"post_date_gmt":423,"post_content":8,"post_title":424,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":425,"to_ping":8,"pinged":8,"post_modified":422,"post_modified_gmt":422,"post_content_filtered":8,"post_parent":13,"guid":426,"menu_order":15,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":420,"menu_item_parent":17,"object_id":427,"object":201,"type":201,"type_label":202,"title":424,"url":428,"target":8,"attr_title":8,"description":8,"classes":429,"xfn":8,"layout_type":48},1375,"7","2025-05-13 06:56:54","2024-01-17 10:16:49","Cookie Settings","cookie-settings","https:\u002F\u002Fstaging-admin.cbtw.tech\u002F?p=1375","1375","?cookie-settings",[8],{"ID":431,"post_author":421,"post_date":422,"post_date_gmt":423,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":432,"to_ping":8,"pinged":8,"post_modified":422,"post_modified_gmt":422,"post_content_filtered":8,"post_parent":13,"guid":433,"menu_order":32,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":431,"menu_item_parent":17,"object_id":434,"object":20,"type":21,"type_label":22,"url":435,"title":436,"target":8,"attr_title":8,"description":8,"classes":437,"xfn":8,"layout_type":438},1370,"1370","https:\u002F\u002Fstaging-admin.cbtw.tech\u002F?p=1370","616","https:\u002F\u002Fstaging.cbtw.tech\u002Fterms-of-use\u002F","General terms of use",[8],"terms-of-use",{"ID":440,"post_author":421,"post_date":422,"post_date_gmt":423,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":441,"to_ping":8,"pinged":8,"post_modified":422,"post_modified_gmt":422,"post_content_filtered":8,"post_parent":13,"guid":442,"menu_order":43,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":440,"menu_item_parent":17,"object_id":443,"object":20,"type":21,"type_label":22,"url":444,"title":445,"target":8,"attr_title":8,"description":8,"classes":446,"xfn":8,"layout_type":447},1371,"1371","https:\u002F\u002Fstaging-admin.cbtw.tech\u002F?p=1371","687","https:\u002F\u002Fstaging.cbtw.tech\u002Fcookie-policy\u002F","Cookies Policy",[8],"cookie-policy",{"ID":449,"post_author":421,"post_date":450,"post_date_gmt":423,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":451,"to_ping":8,"pinged":8,"post_modified":450,"post_modified_gmt":450,"post_content_filtered":8,"post_parent":13,"guid":452,"menu_order":54,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":449,"menu_item_parent":17,"object_id":453,"object":20,"type":21,"type_label":22,"url":454,"title":455,"target":8,"attr_title":8,"description":8,"classes":456,"xfn":8,"layout_type":457},1372,"2025-05-13 06:56:55","1372","https:\u002F\u002Fstaging-admin.cbtw.tech\u002F?p=1372","255","https:\u002F\u002Fstaging.cbtw.tech\u002Fprivacy-policy\u002F","Privacy Policy",[8],"privacy-policy",{"ID":459,"post_author":421,"post_date":450,"post_date_gmt":423,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":460,"to_ping":8,"pinged":8,"post_modified":450,"post_modified_gmt":450,"post_content_filtered":8,"post_parent":13,"guid":461,"menu_order":63,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":459,"menu_item_parent":17,"object_id":462,"object":20,"type":21,"type_label":22,"url":463,"title":464,"target":8,"attr_title":8,"description":8,"classes":465,"xfn":8,"layout_type":466},1373,"1373","https:\u002F\u002Fstaging-admin.cbtw.tech\u002F?p=1373","403","https:\u002F\u002Fstaging.cbtw.tech\u002Fwhistleblowing-policy\u002F","Whistleblowing Policy",[8],"whistleblowing-policy",{"ID":468,"post_author":421,"post_date":450,"post_date_gmt":423,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":469,"to_ping":8,"pinged":8,"post_modified":450,"post_modified_gmt":450,"post_content_filtered":8,"post_parent":13,"guid":470,"menu_order":72,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":468,"menu_item_parent":17,"object_id":471,"object":20,"type":21,"type_label":22,"url":472,"title":473,"target":8,"attr_title":8,"description":8,"classes":474,"xfn":8,"layout_type":475},1374,"1374","https:\u002F\u002Fstaging-admin.cbtw.tech\u002F?p=1374","257","https:\u002F\u002Fstaging.cbtw.tech\u002Flodge-a-complaint\u002F","Lodge a complaint",[8],"lodge-a-complaint",{"ID":477,"post_author":6,"post_date":450,"post_date_gmt":450,"post_content":29,"post_title":8,"post_excerpt":8,"post_status":10,"comment_status":11,"ping_status":11,"post_password":8,"post_name":478,"to_ping":8,"pinged":8,"post_modified":450,"post_modified_gmt":450,"post_content_filtered":8,"post_parent":13,"guid":479,"menu_order":82,"post_type":16,"post_mime_type":8,"comment_count":17,"filter":18,"db_id":477,"menu_item_parent":17,"object_id":480,"object":20,"type":21,"type_label":22,"url":481,"title":482,"target":8,"attr_title":8,"description":8,"classes":483,"xfn":8,"layout_type":48},6322,"6322","https:\u002F\u002Fstaging.cbtw.tech\u002Fpreview\u002Fpost\u002F6322?p=6322&preview=true&post_type=nav_menu_item","2152","https:\u002F\u002Fstaging.cbtw.tech\u002Findex-egalite-femmes-hommes-de-72-100\u002F","Index égalité femmes-hommes de 72\u002F100",[8],{"items":485,"count":54},[486,488,490,492],{"value":487,"label":487},"EMEA",{"value":489,"label":489},"APAC",{"value":491,"label":491},"Americas",{"value":493,"label":493},"Africa",[495],{"id":496,"date":497,"date_gmt":497,"guid":498,"modified":499,"modified_gmt":499,"slug":500,"status":10,"type":501,"link":502,"title":503,"content":505,"excerpt":508,"author":510,"featured_media":511,"comment_status":512,"ping_status":512,"sticky":507,"template":8,"format":513,"meta":514,"categories":515,"tags":516,"cbtw_industries":517,"cbtw_services":519,"class_list":521,"acf":531,"yoast_head":549,"yoast_head_json":550,"lang":650,"translations":651,"cbtw_post_categories":652,"header":654,"layout_builder":655,"featured_image":663,"industries":669,"services":673,"cbtw_post_author":570,"breadcrumb":677,"primary_category_name":207,"post_region":532,"featured_image_url":568,"primary_industry_name":671,"primary_service_name":57,"pll_sync_post":683,"_links":684,"_embedded":731},10187,"2025-09-04T16:29:20",{"rendered":189},"2025-09-04T16:31:57","making-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility","post","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility",{"rendered":504},"Making Canal+ Churn Prediction Models Explainable with Machine Learning Intelligibility",{"rendered":506,"protected":507},"\n\u003Cp>Discover how we transformed Canal+ existing churn prediction model from a “black box” into a \u003Cstrong>relevant and meaningful solution\u003C\u002Fstrong>. Now our client’s marketing teams are able to know \u003Cstrong>why their customers churn\u003C\u002Fstrong> and \u003Cstrong>take appropriate actions\u003C\u002Fstrong> to retain them.\u003C\u002Fp>\n\n\n\n\u003Cp>The existing Canal+ approach could only output the probability of a customer to churn within six months. However, the likelihood of a Canal+ customer to churn was predicted without any concrete reasons or causes. In short, the model was just spitting out a number. This naturally led to a relatively low adoption rate by the international marketing teams.\u003C\u002Fp>\n\n\n\u003Ch2 class=\"wp-block-heading\" id=\"h-context-amp-key-challenges-from-numbers-to-insights\">Context & Key Challenges: From Numbers to Insights\u003C\u002Fh2>\n\n\n\u003Cp>Canal+ Group, a leading French audiovisual media group present in 40 countries and serves more than 22 million subscribers with television channels, the MyCanal streaming platform, and original content production.\u003C\u002Fp>\n\n\n\n\u003Cp>Their marketing teams had been \u003Cstrong>using a “fragility score”\u003C\u002Fstrong> for some time now—a simple percentage from 0% to 100% indicating how likely a customer was to churn within six months. This score was use to spot an number of customers with a higher risk to leave in order to retain them through specific commercial offers. While the model worked, it left teams with a critical gap: they knew \u003Cem>who\u003C\u002Fem> might leave, but not \u003Cem>why\u003C\u002Fem>.\u003C\u002Fp>\n\n\n\n\u003Cp>Therefore, our client was facing three main challenges:\u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>No explanation for model’s decisions:\u003C\u002Fstrong> Marketing teams couldn’t understand why specific customers were flagged as “fragile”\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>Low adoption across regions:\u003C\u002Fstrong> International entities hesitated to use the score due to concerns about country-specific behavior (i.e., sensitivity to the training data) and lack of transparency\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>Limited improvement opportunities:\u003C\u002Fstrong> Few indicators and metrics were available to enhance the model or identify weaknesses\u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cp>The result? Telemarketers were making random retention attempts without clear, relevant arguments to keep customers engaged.\u003C\u002Fp>\n\n\n\n\u003Cp>Our client’s goal:\u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>Deep understanding\u003C\u002Fstrong> of their existing model and churn predictions\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>Concrete insights\u003C\u002Fstrong> about why customers might leave, enabling targeted retention strategies\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>Increased trust \u003C\u002Fstrong>in the model across international marketing teams through explainability\u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\u003Ch2 class=\"wp-block-heading\" id=\"h-our-approach-churn-prediction-model-explainable-with-machine-learning-intelligibility-mli-implementation\">Our Approach: Churn Prediction Model explainable with Machine Learning Intelligibility (MLI) Implementation\u003C\u002Fh2>\n\n\n\u003Cp>We implemented a comprehensive 8-week Machine Learning Intelligibility solution. With a holistic approach that aims to bring clear and relevant explainability, interpretability, and intelligibility of a Machine Learning (ML) model.\u003C\u002Fp>\n\n\n\n\u003Cp>In close collaboration with Canal+ IT and Architecture Teams, we went through these three key phases:\u003C\u002Fp>\n\n\n\n\u003Col class=\"wp-block-list\">\n\u003Cli>Model & Data Quality Assessments\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cspan style=\"color: initial;\">Explainability (XAI) Indicators Implementation\u003C\u002Fspan>\u003C\u002Fli>\n\n\n\n\u003Cli>Operationalization of the explained model\u003C\u002Fli>\n\u003C\u002Fol>\n\n\n\u003Ch3 class=\"wp-block-heading\" id=\"h-1-model-amp-data-quality-assessments\">1. Model & data quality assessments\u003C\u002Fh3>\n\n\n\u003Cp>We conducted \u003Cstrong>a thorough evaluation\u003C\u002Fstrong> of the ML model’s performance and the training \u003Ca href=\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fboosting-business-decisions-with-modular-data-quality-management-and-machine-learning\">data quality\u003C\u002Fa>\u003Cstrong> \u003C\u002Fstrong>to identify potential biases that could impact predictions (such as geographic location factors).\u003C\u002Fp>\n\n\n\u003Ch3 class=\"wp-block-heading\" id=\"h-2-explainability-indicators-implementation\">2. Explainability indicators implementation\u003C\u002Fh3>\n\n\n\u003Cp>Although this model was from the Random Forest Models (a family of models that already possess a form of built-in explainability), it was necessary to \u003Cstrong>determine what indicator would suit best the use case’s context\u003C\u002Fstrong>.\u003C\u002Fp>\n\n\n\n\u003Cfigure class=\"wp-block-image size-full\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FChurn-Prediction-Model-Before-After.png\" alt=\"Before and after comparison diagram showing churn prediction model improvements through MLI\u002FXAI implementation, demonstrating how explainable AI transforms telemarketing from blind calls with 77.4% churn probability to informed, relevant calls with same probability but clear reasoning: equipment age, long-standing client status, and low service usage over 30 days.\" class=\"wp-image-10288\" srcset=\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FChurn-Prediction-Model-Before-After.png 1280w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FChurn-Prediction-Model-Before-After-800x450.png 800w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FChurn-Prediction-Model-Before-After-1024x576.png 1024w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FChurn-Prediction-Model-Before-After-100x56.png 100w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \u002F>\u003C\u002Ffigure>\n\n\n\n\u003Cp>Based on our experience with similar use cases, we chose to use Shapley values for the local explainability, and the PDP & PFI methods for the global explainability. The difference between them is the explanation scope:\u003C\u002Fp>\n\n\n\n\u003Cp>A \u003Cstrong>Local Explainability Indicator (Shapley values)\u003C\u002Fstrong> explains individual customer predictions—why does John Doe have a 77.4% churn probability? While a \u003Cstrong>Global Explainability Indicator (PDP & PFI methods)\u003C\u002Fstrong> reveals overall model behavior—which variables most influence predictions?\u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>Before: “John Doe has a 77.4% chance to churn. (No context provided)”.\u003C\u002Fli>\n\n\n\n\u003Cli>After: John Doe has a 77.4% chance to churn because he subscribed long ago and his decoder is likely outdated. (Actionable insight: offer decoder replacement and loyalty rewards).\u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cfigure class=\"wp-block-image size-full\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FChurn-Prediction-Model-Global-Explanation.png\" alt=\"Table showing global explanation of churn prediction model variables with importance and incertitude percentages, featuring Age of Equipment (33% importance), Time to end subscription (12%), Subscription to specific service\u002FFeature (8%), Customer Service contacts about contract termination (7%), Customer Seniority (4%), and Customer Service problem resolution contacts (2%).\" class=\"wp-image-10287\" srcset=\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FChurn-Prediction-Model-Global-Explanation.png 1280w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FChurn-Prediction-Model-Global-Explanation-800x450.png 800w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FChurn-Prediction-Model-Global-Explanation-1024x576.png 1024w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FChurn-Prediction-Model-Global-Explanation-100x56.png 100w\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" \u002F>\u003C\u002Ffigure>\n\n\n\n\u003Cp>The telecom marketing department can now create a \u003Cstrong>tailored response \u003C\u002Fstrong>to this client such as offering to replace their decoder and a special promotion to reward their loyalty.\u003C\u002Fp>\n\n\n\u003Ch3 class=\"wp-block-heading\" id=\"h-3-operationalization-of-the-churn-prediction-model\">3. Operationalization of the Churn Prediction Model\u003C\u002Fh3>\n\n\n\u003Cp>Once the XAI indicators were implemented, it was crucial to make them available to all the business teams, no matter if they were using the churn model directly or not.\u003C\u002Fp>\n\n\n\n\u003Cp>Canal+ DevOps and MLOps teams to operationalize our developments into their existing infrastructure. We ensured that all business teams could access the enhanced explanations and ensure we provided a code that fully complies with the technical requirements of the IT infrastructure of our client.\u003C\u002Fp>\n\n\n\u003Ch2 class=\"wp-block-heading\" id=\"h-benefits-actionable-churn-insights-and-improved-model-performance\">Benefits: Actionable Churn Insights and Improved Model Performance\u003C\u002Fh2>\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>10% improvement\u003C\u002Fstrong> in churn prediction performance\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>Concrete retention strategies\u003C\u002Fstrong> usable by end-user of the model (telemarketers and marketing teams)\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>Increased \u003Ca href=\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fensuring-ai-adoption-through-model-understanding-and-explanation-xai\">model understanding and trust\u003C\u002Fa>\u003C\u002Fstrong> across international business teams\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>Complete explainability of the model\u003C\u002Fstrong> through both global and local explanations\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>Indicators operationalization\u003C\u002Fstrong> into existing MLOps pipelines\u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cp>Marketing teams can now understand that a customer is “fragile” because they haven’t used the service for 31 days, or their equipment needs updating.\u003C\u002Fp>\n\n\n\n\u003Cp>Now, our client is able to see that a customer is ‘fragile’ because they have not used the service for the last 31 days, or because their equipment is too old, for instance—enabling targeted, effective retention campaigns.\u003C\u002Fp>\n\n\n\u003Ch2 class=\"wp-block-heading\" id=\"h-team-involved\">Team Involved\u003C\u002Fh2>\n\n\n\u003Cp>The project was successfully delivered through the collaborative efforts of our specialized team over an 8-week engagement. The compact timeline required focused expertise and efficient coordination between our specialists and the client’s team.\u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>Data Scientist:\u003C\u002Fstrong> Our data science specialist brought comprehensive expertise in statistical analysis, data modeling, and machine learning methodologies. They were responsible for designing \u003Ca href=\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fhow-to-successfully-drive-your-csrd-esg-initiative-with-a-data-driven-approach\">data-driven solutions\u003C\u002Fa>, validating model performance, and ensuring the analytical framework met the project’s specific requirements.\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>XAI Expert:\u003C\u002Fstrong> The Explainable AI specialist played a crucial role in developing transparent and interpretable machine learning solutions. They focused on implementing XAI methodologies, developing explanation mechanisms, and ensuring stakeholders could understand and trust the AI-driven outcomes.\u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cp>\u003Cstrong>Collaborative Partnership:\u003C\u002Fstrong> The 8-week engagement fostered intensive collaboration between our specialized team and the client, ensuring rapid knowledge transfer and efficient project delivery within the compressed timeline.\u003C\u002Fp>\n\n\n\u003Ch2 class=\"wp-block-heading\" id=\"h-technologies-used\">Technologies Used\u003C\u002Fh2>\n\n\n\u003Cp>The project implementation leveraged a carefully selected technology stack designed for efficient data processing, analysis, and explainable AI capabilities. Each technology was chosen for its specific role in delivering a comprehensive and transparent solution:\u003C\u002Fp>\n\n\n\n\u003Cul class=\"wp-block-list\">\n\u003Cli>\u003Cstrong>Python\u003C\u002Fstrong> served as the primary programming language, providing the foundation for all data science and machine learning development.\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>Amazon Redshift\u003C\u002Fstrong> was utilized as our cloud-based data warehouse solution, providing scalable and high-performance analytics capabilities.\u003C\u002Fli>\n\n\n\n\u003Cli>\u003Cstrong>Atlassian Bitbucket\u003C\u002Fstrong> provided our version control and collaborative development platform, enabling secure code management, peer review processes, and seamless collaboration between team members.\u003C\u002Fli>\n\u003C\u002Ful>\n\n\n\n\u003Cfigure class=\"wp-block-image size-full\">\u003Ca href=\"https:\u002F\u002Fhubs.la\u002FQ03GWjjG0\" target=\"_blank\" rel=\" noreferrer noopener\">\u003Cimg loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"627\" src=\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FWHite-Paper-Banner-Website-Customer-Analytics_B_Insights_01.png\" alt=\"Hyper-personalization with Modern AI: The Next Generation of Customer Orientation - White Paper Banner Website Customer Analytics\" class=\"wp-image-10298\" srcset=\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FWHite-Paper-Banner-Website-Customer-Analytics_B_Insights_01.png 1200w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FWHite-Paper-Banner-Website-Customer-Analytics_B_Insights_01-800x418.png 800w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FWHite-Paper-Banner-Website-Customer-Analytics_B_Insights_01-1024x535.png 1024w, https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FWHite-Paper-Banner-Website-Customer-Analytics_B_Insights_01-100x52.png 100w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \u002F>\u003C\u002Fa>\u003C\u002Ffigure>\n\n\n\n\u003Cp>\u003Ca id=\"_msocom_1\">\u003C\u002Fa>\u003C\u002Fp>\n\n\n\n\u003Cp>\u003C\u002Fp>\n",false,{"rendered":509,"protected":507},"\u003Cp>CBTW transformed Canal+’s churn prediction model from an unexplainable “black box” into a powerful solution that marketing teams can actually use. Serving 22 million subscribers across 40 countries, Canal+ needed more than just churn probabilities—they needed to understand why customers leave.\u003C\u002Fp>\n",43,10290,"open","standard",{"_acf_changed":507,"content-type":8,"inline_featured_image":507,"footnotes":8},[43],[],[518],60,[520],129,[522,501,523,524,525,526,527,528,529,530],"post-10187","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-case-studies","cbtw_industries-telecom-media","cbtw_services-ai-data-platforms",{"authors":8,"article_authors":507,"direct_external_link":8,"post_region":532,"layout_builder":533},"global",[534],{"acf_fc_layout":535,"title":190,"ui_v2":536,"short_description":537,"cbtw_related_group_filters":538,"items":507,"link":545,"hubspot_form_id":8,"mainPostId":496,"region":532},"block_insights",true,"Access related expert insights",{"cbtw_related_category_filter":539,"cbtw_related_tag_filter":540,"cbtw_related_industry_filter":541,"cbtw_related_service_filter":543},[379],[],[542],"telecom-media",[544],"ai-data-platforms",{"title":546,"url":547,"target":548},"View all insights","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights","_self","\u003C!-- This site is optimized with the Yoast SEO Premium plugin v25.4 (Yoast SEO v25.4) - https:\u002F\u002Fyoast.com\u002Fwordpress\u002Fplugins\u002Fseo\u002F -->\n\u003Ctitle>Churn Prediction Model with MLI for Canal+ - CBTW\u003C\u002Ftitle>\n\u003Cmeta name=\"description\" content=\"Discover how we made Canal+ churn prediction model explainable. They now get to know the concrete and real reasons making the customer churn.\" \u002F>\n\u003Cmeta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \u002F>\n\u003Clink rel=\"canonical\" href=\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility\" \u002F>\n\u003Cmeta property=\"og:locale\" content=\"en_US\" \u002F>\n\u003Cmeta property=\"og:type\" content=\"article\" \u002F>\n\u003Cmeta property=\"og:title\" content=\"Making Canal+ Churn Prediction Models Explainable with Machine Learning Intelligibility\" \u002F>\n\u003Cmeta property=\"og:description\" content=\"Discover how we made Canal+ churn prediction model explainable. They now get to know the concrete and real reasons making the customer churn.\" \u002F>\n\u003Cmeta property=\"og:url\" content=\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility\" \u002F>\n\u003Cmeta property=\"og:site_name\" content=\"CBTW\" \u002F>\n\u003Cmeta property=\"article:published_time\" content=\"2025-09-04T16:29:20+00:00\" \u002F>\n\u003Cmeta property=\"article:modified_time\" content=\"2025-09-04T16:31:57+00:00\" \u002F>\n\u003Cmeta property=\"og:image\" content=\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Fglenn-carstens-peters-churn-prediction-model-unsplash-scaled.jpg\" \u002F>\n\t\u003Cmeta property=\"og:image:width\" content=\"2560\" \u002F>\n\t\u003Cmeta property=\"og:image:height\" content=\"1703\" \u002F>\n\t\u003Cmeta property=\"og:image:type\" content=\"image\u002Fjpeg\" \u002F>\n\u003Cmeta name=\"author\" content=\"Victoire Goarin\" \u002F>\n\u003Cmeta name=\"twitter:card\" content=\"summary_large_image\" \u002F>\n\u003Cmeta name=\"twitter:label1\" content=\"Written by\" \u002F>\n\t\u003Cmeta name=\"twitter:data1\" content=\"Victoire Goarin\" \u002F>\n\t\u003Cmeta name=\"twitter:label2\" content=\"Est. reading time\" \u002F>\n\t\u003Cmeta name=\"twitter:data2\" content=\"6 minutes\" \u002F>\n\u003Cscript type=\"application\u002Fld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\u002F\u002Fschema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility#article\",\"isPartOf\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility\"},\"author\":{\"name\":\"Victoire Goarin\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Fperson\u002Ff5aafe48b3af0222f5bfb95e227643c2\"},\"headline\":\"Making Canal+ Churn Prediction Models Explainable with Machine Learning Intelligibility\",\"datePublished\":\"2025-09-04T16:29:20+00:00\",\"dateModified\":\"2025-09-04T16:31:57+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility\"},\"wordCount\":1050,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#organization\"},\"image\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility#primaryimage\"},\"thumbnailUrl\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Fglenn-carstens-peters-churn-prediction-model-unsplash-scaled.jpg\",\"articleSection\":[\"Case Studies\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility\",\"name\":\"Churn Prediction Model with MLI for Canal+ - CBTW\",\"isPartOf\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility#primaryimage\"},\"image\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility#primaryimage\"},\"thumbnailUrl\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Fglenn-carstens-peters-churn-prediction-model-unsplash-scaled.jpg\",\"datePublished\":\"2025-09-04T16:29:20+00:00\",\"dateModified\":\"2025-09-04T16:31:57+00:00\",\"description\":\"Discover how we made Canal+ churn prediction model explainable. They now get to know the concrete and real reasons making the customer churn.\",\"breadcrumb\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility#primaryimage\",\"url\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Fglenn-carstens-peters-churn-prediction-model-unsplash-scaled.jpg\",\"contentUrl\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Fglenn-carstens-peters-churn-prediction-model-unsplash-scaled.jpg\",\"width\":2560,\"height\":1703,\"caption\":\"Hand holding black streaming device remote control pointed at blurred smart TV displaying content grid interface, illustrating viewer engagement data used in churn prediction model analysis for Telecom & Media services.\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Making Canal+ Churn Prediction Models Explainable with Machine Learning Intelligibility\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#website\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\",\"name\":\"CBTW\",\"description\":\"Collaboration Betters The World\",\"publisher\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#organization\",\"name\":\"CBTW\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Flogo\u002Fimage\u002F\",\"url\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FPrimary_Classic.png\",\"contentUrl\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FPrimary_Classic.png\",\"width\":1001,\"height\":538,\"caption\":\"CBTW\"},\"image\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Flogo\u002Fimage\u002F\"},\"sameAs\":[\"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fcollaboration-betters-the-world\",\"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fcbtw-it-and-technology\u002F\"]},{\"@type\":\"Person\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Fperson\u002Ff5aafe48b3af0222f5bfb95e227643c2\",\"name\":\"Victoire Goarin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Fperson\u002Fimage\u002F\",\"url\":\"https:\u002F\u002Fsecure.gravatar.com\u002Favatar\u002F3be4e19e9c8336daffb8e9400628e719?s=96&d=mm&r=g\",\"contentUrl\":\"https:\u002F\u002Fsecure.gravatar.com\u002Favatar\u002F3be4e19e9c8336daffb8e9400628e719?s=96&d=mm&r=g\",\"caption\":\"Victoire Goarin\"},\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fauthor\u002Fvgoarincbtw-tech\u002F\"}]}\u003C\u002Fscript>\n\u003C!-- \u002F Yoast SEO Premium plugin. -->",{"title":551,"description":552,"robots":553,"canonical":502,"og_locale":559,"og_type":560,"og_title":504,"og_description":552,"og_url":502,"og_site_name":561,"article_published_time":562,"article_modified_time":563,"og_image":564,"author":570,"twitter_card":571,"twitter_misc":572,"schema":574},"Churn Prediction Model with MLI for Canal+ - CBTW","Discover how we made Canal+ churn prediction model explainable. They now get to know the concrete and real reasons making the customer churn.",{"index":554,"follow":555,"max-snippet":556,"max-image-preview":557,"max-video-preview":558},"index","follow","max-snippet:-1","max-image-preview:large","max-video-preview:-1","en_US","article","CBTW","2025-09-04T16:29:20+00:00","2025-09-04T16:31:57+00:00",[565],{"width":566,"height":567,"url":568,"type":569},2560,1703,"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Fglenn-carstens-peters-churn-prediction-model-unsplash-scaled.jpg","image\u002Fjpeg","Victoire Goarin","summary_large_image",{"Written by":570,"Est. reading time":573},"6 minutes",{"@context":575,"@graph":576},"https:\u002F\u002Fschema.org",[577,597,609,612,620,633,644],{"@type":578,"@id":579,"isPartOf":580,"author":581,"headline":504,"datePublished":562,"dateModified":563,"mainEntityOfPage":583,"wordCount":584,"commentCount":13,"publisher":585,"image":587,"thumbnailUrl":568,"articleSection":589,"inLanguage":590,"potentialAction":591},"Article","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility#article",{"@id":502},{"name":570,"@id":582},"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Fperson\u002Ff5aafe48b3af0222f5bfb95e227643c2",{"@id":502},1050,{"@id":586},"https:\u002F\u002Fstaging.cbtw.tech\u002F#organization",{"@id":588},"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility#primaryimage",[207],"en-US",[592],{"@type":593,"name":594,"target":595},"CommentAction","Comment",[596],"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility#respond",{"@type":598,"@id":502,"url":502,"name":551,"isPartOf":599,"primaryImageOfPage":601,"image":602,"thumbnailUrl":568,"datePublished":562,"dateModified":563,"description":552,"breadcrumb":603,"inLanguage":590,"potentialAction":605},"WebPage",{"@id":600},"https:\u002F\u002Fstaging.cbtw.tech\u002F#website",{"@id":588},{"@id":588},{"@id":604},"https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility#breadcrumb",[606],{"@type":607,"target":608},"ReadAction",[502],{"@type":610,"inLanguage":590,"@id":588,"url":568,"contentUrl":568,"width":566,"height":567,"caption":611},"ImageObject","Hand holding black streaming device remote control pointed at blurred smart TV displaying content grid interface, illustrating viewer engagement data used in churn prediction model analysis for Telecom & Media services.",{"@type":613,"@id":604,"itemListElement":614},"BreadcrumbList",[615,619],{"@type":616,"position":15,"name":617,"item":618},"ListItem","Home","https:\u002F\u002Fstaging.cbtw.tech\u002F",{"@type":616,"position":32,"name":504},{"@type":621,"@id":600,"url":618,"name":561,"description":622,"publisher":623,"potentialAction":624,"inLanguage":590},"WebSite","Collaboration Betters The World",{"@id":586},[625],{"@type":626,"target":627,"query-input":630},"SearchAction",{"@type":628,"urlTemplate":629},"EntryPoint","https:\u002F\u002Fstaging.cbtw.tech\u002F?s={search_term_string}",{"@type":631,"valueRequired":536,"valueName":632},"PropertyValueSpecification","search_term_string",{"@type":634,"@id":586,"name":561,"url":618,"logo":635,"image":640,"sameAs":641},"Organization",{"@type":610,"inLanguage":590,"@id":636,"url":637,"contentUrl":637,"width":638,"height":639,"caption":561},"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Flogo\u002Fimage\u002F","https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FPrimary_Classic.png",1001,538,{"@id":636},[642,643],"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fcollaboration-betters-the-world","https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fcbtw-it-and-technology\u002F",{"@type":645,"@id":582,"name":570,"image":646,"url":649},"Person",{"@type":610,"inLanguage":590,"@id":647,"url":648,"contentUrl":648,"caption":570},"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Fperson\u002Fimage\u002F","https:\u002F\u002Fsecure.gravatar.com\u002Favatar\u002F3be4e19e9c8336daffb8e9400628e719?s=96&d=mm&r=g","https:\u002F\u002Fstaging.cbtw.tech\u002Fauthor\u002Fvgoarincbtw-tech\u002F","en",{"en":496},[653],{"name":207,"slug":379,"term_id":43},{"title":8,"image":507},[656],{"acf_fc_layout":535,"title":190,"ui_v2":536,"short_description":537,"cbtw_related_group_filters":657,"items":507,"link":662,"hubspot_form_id":8},{"cbtw_related_category_filter":658,"cbtw_related_tag_filter":659,"cbtw_related_industry_filter":660,"cbtw_related_service_filter":661},[379],[],[542],[544],{"title":546,"url":547,"target":548},{"alt":611,"caption":8,"description":8,"id":511,"sizes":664,"title":668},{"full":568,"thumbnail":665,"medium":666,"medium_large":568,"large":667,"1536x1536":568,"2048x2048":568},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Fglenn-carstens-peters-churn-prediction-model-unsplash-100x67.jpg","https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Fglenn-carstens-peters-churn-prediction-model-unsplash-800x532.jpg","https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002Fglenn-carstens-peters-churn-prediction-model-unsplash-1024x681.jpg","b61db62eb649c005daa5bb000f52a4bb08ffc3a7 (1)",[670],{"term_id":518,"name":671,"slug":542,"term_group":13,"term_taxonomy_id":518,"taxonomy":672,"description":8,"parent":13,"count":162,"filter":18,"term_order":17},"Telecom & Media","cbtw_industries",[674],{"term_id":520,"name":57,"slug":544,"term_group":13,"term_taxonomy_id":520,"taxonomy":675,"description":8,"parent":13,"count":676,"filter":18,"term_order":17},"cbtw_services",61,[678,680,682],{"title":617,"url":618,"id":13,"type":679},"home",{"title":190,"url":189,"id":681,"type":20},74,{"title":504,"url":502,"id":496,"type":501},[],{"self":685,"collection":691,"about":694,"author":697,"replies":700,"version-history":703,"predecessor-version":706,"wp:featuredmedia":710,"wp:attachment":713,"wp:term":716,"curies":727},[686],{"href":687,"targetHints":688},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F10187",{"allow":689},[690],"GET",[692],{"href":693},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts",[695],{"href":696},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Ftypes\u002Fpost",[698],{"embeddable":536,"href":699},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fusers\u002F43",[701],{"embeddable":536,"href":702},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcomments?post=10187",[704],{"count":151,"href":705},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F10187\u002Frevisions",[707],{"id":708,"href":709},10367,"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts\u002F10187\u002Frevisions\u002F10367",[711],{"embeddable":536,"href":712},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia\u002F10290",[714],{"href":715},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia?parent=10187",[717,720,723,725],{"taxonomy":718,"embeddable":536,"href":719},"category","https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcategories?post=10187",{"taxonomy":721,"embeddable":536,"href":722},"post_tag","https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Ftags?post=10187",{"taxonomy":672,"embeddable":536,"href":724},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcbtw_industries?post=10187",{"taxonomy":675,"embeddable":536,"href":726},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcbtw_services?post=10187",[728],{"name":729,"href":730,"templated":536},"wp","https:\u002F\u002Fapi.w.org\u002F{rel}",{"author":732,"wp:featuredmedia":783,"wp:term":832},[733],{"id":510,"name":570,"url":8,"description":8,"link":649,"slug":734,"avatar_urls":735,"pll_duplicate_content":507,"yoast_head":738,"yoast_head_json":739,"acf":774,"_links":775},"vgoarincbtw-tech",{"24":736,"48":737,"96":648},"https:\u002F\u002Fsecure.gravatar.com\u002Favatar\u002F3be4e19e9c8336daffb8e9400628e719?s=24&d=mm&r=g","https:\u002F\u002Fsecure.gravatar.com\u002Favatar\u002F3be4e19e9c8336daffb8e9400628e719?s=48&d=mm&r=g","\u003C!-- This site is optimized with the Yoast SEO Premium plugin v25.4 (Yoast SEO v25.4) - https:\u002F\u002Fyoast.com\u002Fwordpress\u002Fplugins\u002Fseo\u002F -->\n\u003Ctitle>Victoire GoarinCBTW\u003C\u002Ftitle>\n\u003Cmeta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \u002F>\n\u003Clink rel=\"canonical\" href=\"https:\u002F\u002Fstaging.cbtw.tech\u002Fauthor\u002Fvgoarincbtw-tech\u002F\" \u002F>\n\u003Cmeta property=\"og:locale\" content=\"en_US\" \u002F>\n\u003Cmeta property=\"og:type\" content=\"profile\" \u002F>\n\u003Cmeta property=\"og:title\" content=\"Victoire Goarin\" \u002F>\n\u003Cmeta property=\"og:url\" content=\"https:\u002F\u002Fstaging.cbtw.tech\u002Fauthor\u002Fvgoarincbtw-tech\u002F\" \u002F>\n\u003Cmeta property=\"og:site_name\" content=\"CBTW\" \u002F>\n\u003Cmeta property=\"og:image\" content=\"https:\u002F\u002Fsecure.gravatar.com\u002Favatar\u002F3be4e19e9c8336daffb8e9400628e719?s=500&d=mm&r=g\" \u002F>\n\u003Cmeta name=\"twitter:card\" content=\"summary_large_image\" \u002F>\n\u003Cscript type=\"application\u002Fld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\u002F\u002Fschema.org\",\"@graph\":[{\"@type\":\"ProfilePage\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fauthor\u002Fvgoarincbtw-tech\u002F\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fauthor\u002Fvgoarincbtw-tech\u002F\",\"name\":\"Victoire GoarinCBTW\",\"isPartOf\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#website\"},\"breadcrumb\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fauthor\u002Fvgoarincbtw-tech\u002F#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\u002F\u002Fstaging.cbtw.tech\u002Fauthor\u002Fvgoarincbtw-tech\u002F\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fauthor\u002Fvgoarincbtw-tech\u002F#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Archives for Victoire Goarin\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#website\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\",\"name\":\"CBTW\",\"description\":\"Collaboration Betters The World\",\"publisher\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#organization\",\"name\":\"CBTW\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Flogo\u002Fimage\u002F\",\"url\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FPrimary_Classic.png\",\"contentUrl\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FPrimary_Classic.png\",\"width\":1001,\"height\":538,\"caption\":\"CBTW\"},\"image\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Flogo\u002Fimage\u002F\"},\"sameAs\":[\"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fcollaboration-betters-the-world\",\"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fcbtw-it-and-technology\u002F\"]},{\"@type\":\"Person\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Fperson\u002Ff5aafe48b3af0222f5bfb95e227643c2\",\"name\":\"Victoire Goarin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Fperson\u002Fimage\u002F\",\"url\":\"https:\u002F\u002Fsecure.gravatar.com\u002Favatar\u002F3be4e19e9c8336daffb8e9400628e719?s=96&d=mm&r=g\",\"contentUrl\":\"https:\u002F\u002Fsecure.gravatar.com\u002Favatar\u002F3be4e19e9c8336daffb8e9400628e719?s=96&d=mm&r=g\",\"caption\":\"Victoire Goarin\"},\"mainEntityOfPage\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fauthor\u002Fvgoarincbtw-tech\u002F\"}}]}\u003C\u002Fscript>\n\u003C!-- \u002F Yoast SEO Premium plugin. -->",{"title":740,"robots":741,"canonical":649,"og_locale":559,"og_type":742,"og_title":570,"og_url":649,"og_site_name":561,"og_image":743,"twitter_card":571,"schema":746},"Victoire GoarinCBTW",{"index":554,"follow":555,"max-snippet":556,"max-image-preview":557,"max-video-preview":558},"profile",[744],{"url":745,"type":8,"width":8,"height":8},"https:\u002F\u002Fsecure.gravatar.com\u002Favatar\u002F3be4e19e9c8336daffb8e9400628e719?s=500&d=mm&r=g",{"@context":575,"@graph":747},[748,756,761,767,771],{"@type":749,"@id":649,"url":649,"name":740,"isPartOf":750,"breadcrumb":751,"inLanguage":590,"potentialAction":753},"ProfilePage",{"@id":600},{"@id":752},"https:\u002F\u002Fstaging.cbtw.tech\u002Fauthor\u002Fvgoarincbtw-tech\u002F#breadcrumb",[754],{"@type":607,"target":755},[649],{"@type":613,"@id":752,"itemListElement":757},[758,759],{"@type":616,"position":15,"name":617,"item":618},{"@type":616,"position":32,"name":760},"Archives for Victoire Goarin",{"@type":621,"@id":600,"url":618,"name":561,"description":622,"publisher":762,"potentialAction":763,"inLanguage":590},{"@id":586},[764],{"@type":626,"target":765,"query-input":766},{"@type":628,"urlTemplate":629},{"@type":631,"valueRequired":536,"valueName":632},{"@type":634,"@id":586,"name":561,"url":618,"logo":768,"image":769,"sameAs":770},{"@type":610,"inLanguage":590,"@id":636,"url":637,"contentUrl":637,"width":638,"height":639,"caption":561},{"@id":636},[642,643],{"@type":645,"@id":582,"name":570,"image":772,"mainEntityOfPage":773},{"@type":610,"inLanguage":590,"@id":647,"url":648,"contentUrl":648,"caption":570},{"@id":649},[],{"self":776,"collection":780},[777],{"href":699,"targetHints":778},{"allow":779},[690],[781],{"href":782},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fusers",[784],{"id":511,"date":785,"slug":786,"type":787,"link":788,"title":789,"author":510,"featured_media":13,"acf":790,"caption":791,"alt_text":611,"media_type":792,"mime_type":569,"media_details":793,"source_url":568,"_links":816},"2025-09-04T15:06:18","glenn-carstens-peters-churn-prediction-model-unsplash","attachment","https:\u002F\u002Fstaging.cbtw.tech\u002Finsights\u002Fmaking-canal-churn-prediction-models-explainable-with-machine-learning-intelligibility\u002Fglenn-carstens-peters-churn-prediction-model-unsplash\u002F",{"rendered":786},{"layout_builder":507},{"rendered":8},"image",{"width":566,"height":567,"file":794,"filesize":795,"sizes":796,"image_meta":813,"original_image":815},"glenn-carstens-peters-churn-prediction-model-unsplash-scaled.jpg",250123,{"medium":797,"large":802,"thumbnail":807,"full":812},{"file":798,"width":799,"height":800,"filesize":801,"mime_type":569,"source_url":666},"glenn-carstens-peters-churn-prediction-model-unsplash-800x532.jpg",800,532,39000,{"file":803,"width":804,"height":805,"filesize":806,"mime_type":569,"source_url":667},"glenn-carstens-peters-churn-prediction-model-unsplash-1024x681.jpg",1024,681,55289,{"file":808,"width":809,"height":810,"filesize":811,"mime_type":569,"source_url":665},"glenn-carstens-peters-churn-prediction-model-unsplash-100x67.jpg",100,67,3005,{"file":794,"width":566,"height":567,"mime_type":569,"source_url":568},{"aperture":17,"credit":8,"camera":8,"caption":8,"created_timestamp":17,"copyright":8,"focal_length":17,"iso":17,"shutter_speed":17,"title":8,"orientation":17,"keywords":814},[],"glenn-carstens-peters-churn-prediction-model-unsplash.jpg",{"self":817,"collection":821,"about":824,"author":827,"replies":829},[818],{"href":712,"targetHints":819},{"allow":820},[690],[822],{"href":823},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fmedia",[825],{"href":826},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Ftypes\u002Fattachment",[828],{"embeddable":536,"href":699},[830],{"embeddable":536,"href":831},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcomments?post=10290",[833,882,883,932],[834],{"id":43,"link":835,"name":207,"slug":379,"taxonomy":718,"yoast_head":836,"yoast_head_json":837,"lang":650,"translations":862,"acf":864,"_links":865},"https:\u002F\u002Fstaging.cbtw.tech\u002Fcategory\u002Fcase-studies\u002F","\u003C!-- This site is optimized with the Yoast SEO Premium plugin v25.4 (Yoast SEO v25.4) - https:\u002F\u002Fyoast.com\u002Fwordpress\u002Fplugins\u002Fseo\u002F -->\n\u003Ctitle>Case Studies - CBTW\u003C\u002Ftitle>\n\u003Cmeta name=\"robots\" content=\"noindex, follow\" \u002F>\n\u003Cmeta property=\"og:locale\" content=\"en_US\" \u002F>\n\u003Cmeta property=\"og:type\" content=\"article\" \u002F>\n\u003Cmeta property=\"og:title\" content=\"Case Studies\" \u002F>\n\u003Cmeta property=\"og:url\" content=\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcategory\u002Fcase-studies\u002F\" \u002F>\n\u003Cmeta property=\"og:site_name\" content=\"CBTW\" \u002F>\n\u003Cmeta name=\"twitter:card\" content=\"summary_large_image\" \u002F>\n\u003Cscript type=\"application\u002Fld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\u002F\u002Fschema.org\",\"@graph\":[{\"@type\":\"CollectionPage\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcategory\u002Fcase-studies\u002F\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcategory\u002Fcase-studies\u002F\",\"name\":\"Case Studies - CBTW\",\"isPartOf\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#website\"},\"breadcrumb\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcategory\u002Fcase-studies\u002F#breadcrumb\"},\"inLanguage\":\"en-US\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcategory\u002Fcase-studies\u002F#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Case Studies\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#website\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\",\"name\":\"CBTW\",\"description\":\"Collaboration Betters The World\",\"publisher\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#organization\",\"name\":\"CBTW\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Flogo\u002Fimage\u002F\",\"url\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FPrimary_Classic.png\",\"contentUrl\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FPrimary_Classic.png\",\"width\":1001,\"height\":538,\"caption\":\"CBTW\"},\"image\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Flogo\u002Fimage\u002F\"},\"sameAs\":[\"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fcollaboration-betters-the-world\",\"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fcbtw-it-and-technology\u002F\"]}]}\u003C\u002Fscript>\n\u003C!-- \u002F Yoast SEO Premium plugin. -->",{"title":838,"robots":839,"og_locale":559,"og_type":560,"og_title":207,"og_url":835,"og_site_name":561,"twitter_card":571,"schema":841},"Case Studies - CBTW",{"index":840,"follow":555},"noindex",{"@context":575,"@graph":842},[843,848,852,858],{"@type":844,"@id":835,"url":835,"name":838,"isPartOf":845,"breadcrumb":846,"inLanguage":590},"CollectionPage",{"@id":600},{"@id":847},"https:\u002F\u002Fstaging.cbtw.tech\u002Fcategory\u002Fcase-studies\u002F#breadcrumb",{"@type":613,"@id":847,"itemListElement":849},[850,851],{"@type":616,"position":15,"name":617,"item":618},{"@type":616,"position":32,"name":207},{"@type":621,"@id":600,"url":618,"name":561,"description":622,"publisher":853,"potentialAction":854,"inLanguage":590},{"@id":586},[855],{"@type":626,"target":856,"query-input":857},{"@type":628,"urlTemplate":629},{"@type":631,"valueRequired":536,"valueName":632},{"@type":634,"@id":586,"name":561,"url":618,"logo":859,"image":860,"sameAs":861},{"@type":610,"inLanguage":590,"@id":636,"url":637,"contentUrl":637,"width":638,"height":639,"caption":561},{"@id":636},[642,643],{"en":43,"de":863},42,[],{"self":866,"collection":871,"about":874,"wp:post_type":877,"curies":880},[867],{"href":868,"targetHints":869},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcategories\u002F3",{"allow":870},[690],[872],{"href":873},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcategories",[875],{"href":876},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Ftaxonomies\u002Fcategory",[878],{"href":879},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts?categories=3",[881],{"name":729,"href":730,"templated":536},[],[884],{"id":518,"link":885,"name":671,"slug":542,"taxonomy":672,"yoast_head":886,"yoast_head_json":887,"acf":910,"_links":911},"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_industries\u002Ftelecom-media\u002F","\u003C!-- This site is optimized with the Yoast SEO Premium plugin v25.4 (Yoast SEO v25.4) - https:\u002F\u002Fyoast.com\u002Fwordpress\u002Fplugins\u002Fseo\u002F -->\n\u003Ctitle>Telecom & Media - CBTW\u003C\u002Ftitle>\n\u003Cmeta name=\"robots\" content=\"noindex, follow\" \u002F>\n\u003Cmeta property=\"og:locale\" content=\"en_US\" \u002F>\n\u003Cmeta property=\"og:type\" content=\"article\" \u002F>\n\u003Cmeta property=\"og:title\" content=\"Telecom & Media\" \u002F>\n\u003Cmeta property=\"og:url\" content=\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_industries\u002Ftelecom-media\u002F\" \u002F>\n\u003Cmeta property=\"og:site_name\" content=\"CBTW\" \u002F>\n\u003Cmeta name=\"twitter:card\" content=\"summary_large_image\" \u002F>\n\u003Cscript type=\"application\u002Fld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\u002F\u002Fschema.org\",\"@graph\":[{\"@type\":\"CollectionPage\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_industries\u002Ftelecom-media\u002F\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_industries\u002Ftelecom-media\u002F\",\"name\":\"Telecom & Media - CBTW\",\"isPartOf\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#website\"},\"breadcrumb\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_industries\u002Ftelecom-media\u002F#breadcrumb\"},\"inLanguage\":\"en-US\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_industries\u002Ftelecom-media\u002F#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Telecom & Media\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#website\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\",\"name\":\"CBTW\",\"description\":\"Collaboration Betters The World\",\"publisher\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#organization\",\"name\":\"CBTW\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Flogo\u002Fimage\u002F\",\"url\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FPrimary_Classic.png\",\"contentUrl\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FPrimary_Classic.png\",\"width\":1001,\"height\":538,\"caption\":\"CBTW\"},\"image\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Flogo\u002Fimage\u002F\"},\"sameAs\":[\"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fcollaboration-betters-the-world\",\"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fcbtw-it-and-technology\u002F\"]}]}\u003C\u002Fscript>\n\u003C!-- \u002F Yoast SEO Premium plugin. -->",{"title":888,"robots":889,"og_locale":559,"og_type":560,"og_title":671,"og_url":885,"og_site_name":561,"twitter_card":571,"schema":890},"Telecom & Media - CBTW",{"index":840,"follow":555},{"@context":575,"@graph":891},[892,896,900,906],{"@type":844,"@id":885,"url":885,"name":888,"isPartOf":893,"breadcrumb":894,"inLanguage":590},{"@id":600},{"@id":895},"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_industries\u002Ftelecom-media\u002F#breadcrumb",{"@type":613,"@id":895,"itemListElement":897},[898,899],{"@type":616,"position":15,"name":617,"item":618},{"@type":616,"position":32,"name":671},{"@type":621,"@id":600,"url":618,"name":561,"description":622,"publisher":901,"potentialAction":902,"inLanguage":590},{"@id":586},[903],{"@type":626,"target":904,"query-input":905},{"@type":628,"urlTemplate":629},{"@type":631,"valueRequired":536,"valueName":632},{"@type":634,"@id":586,"name":561,"url":618,"logo":907,"image":908,"sameAs":909},{"@type":610,"inLanguage":590,"@id":636,"url":637,"contentUrl":637,"width":638,"height":639,"caption":561},{"@id":636},[642,643],[],{"self":912,"collection":917,"about":920,"wp:post_type":923,"curies":930},[913],{"href":914,"targetHints":915},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcbtw_industries\u002F60",{"allow":916},[690],[918],{"href":919},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcbtw_industries",[921],{"href":922},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Ftaxonomies\u002Fcbtw_industries",[924,926,928],{"href":925},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts?cbtw_industries=60",{"href":927},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcbtw_job?cbtw_industries=60",{"href":929},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcbtw_delivery_center?cbtw_industries=60",[931],{"name":729,"href":730,"templated":536},[933],{"id":520,"link":934,"name":57,"slug":544,"taxonomy":675,"yoast_head":935,"yoast_head_json":936,"acf":959,"_links":960},"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_services\u002Fai-data-platforms\u002F","\u003C!-- This site is optimized with the Yoast SEO Premium plugin v25.4 (Yoast SEO v25.4) - https:\u002F\u002Fyoast.com\u002Fwordpress\u002Fplugins\u002Fseo\u002F -->\n\u003Ctitle>AI & Data Platforms - CBTW\u003C\u002Ftitle>\n\u003Cmeta name=\"robots\" content=\"noindex, follow\" \u002F>\n\u003Cmeta property=\"og:locale\" content=\"en_US\" \u002F>\n\u003Cmeta property=\"og:type\" content=\"article\" \u002F>\n\u003Cmeta property=\"og:title\" content=\"AI & Data Platforms\" \u002F>\n\u003Cmeta property=\"og:url\" content=\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_services\u002Fai-data-platforms\u002F\" \u002F>\n\u003Cmeta property=\"og:site_name\" content=\"CBTW\" \u002F>\n\u003Cmeta name=\"twitter:card\" content=\"summary_large_image\" \u002F>\n\u003Cscript type=\"application\u002Fld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\u002F\u002Fschema.org\",\"@graph\":[{\"@type\":\"CollectionPage\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_services\u002Fai-data-platforms\u002F\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_services\u002Fai-data-platforms\u002F\",\"name\":\"AI & Data Platforms - CBTW\",\"isPartOf\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#website\"},\"breadcrumb\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_services\u002Fai-data-platforms\u002F#breadcrumb\"},\"inLanguage\":\"en-US\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_services\u002Fai-data-platforms\u002F#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI & Data Platforms\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#website\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\",\"name\":\"CBTW\",\"description\":\"Collaboration Betters The World\",\"publisher\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#organization\",\"name\":\"CBTW\",\"url\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Flogo\u002Fimage\u002F\",\"url\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FPrimary_Classic.png\",\"contentUrl\":\"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FPrimary_Classic.png\",\"width\":1001,\"height\":538,\"caption\":\"CBTW\"},\"image\":{\"@id\":\"https:\u002F\u002Fstaging.cbtw.tech\u002F#\u002Fschema\u002Flogo\u002Fimage\u002F\"},\"sameAs\":[\"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fcollaboration-betters-the-world\",\"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fcbtw-it-and-technology\u002F\"]}]}\u003C\u002Fscript>\n\u003C!-- \u002F Yoast SEO Premium plugin. -->",{"title":937,"robots":938,"og_locale":559,"og_type":560,"og_title":57,"og_url":934,"og_site_name":561,"twitter_card":571,"schema":939},"AI & Data Platforms - CBTW",{"index":840,"follow":555},{"@context":575,"@graph":940},[941,945,949,955],{"@type":844,"@id":934,"url":934,"name":937,"isPartOf":942,"breadcrumb":943,"inLanguage":590},{"@id":600},{"@id":944},"https:\u002F\u002Fstaging.cbtw.tech\u002Fcbtw_services\u002Fai-data-platforms\u002F#breadcrumb",{"@type":613,"@id":944,"itemListElement":946},[947,948],{"@type":616,"position":15,"name":617,"item":618},{"@type":616,"position":32,"name":57},{"@type":621,"@id":600,"url":618,"name":561,"description":622,"publisher":950,"potentialAction":951,"inLanguage":590},{"@id":586},[952],{"@type":626,"target":953,"query-input":954},{"@type":628,"urlTemplate":629},{"@type":631,"valueRequired":536,"valueName":632},{"@type":634,"@id":586,"name":561,"url":618,"logo":956,"image":957,"sameAs":958},{"@type":610,"inLanguage":590,"@id":636,"url":637,"contentUrl":637,"width":638,"height":639,"caption":561},{"@id":636},[642,643],[],{"self":961,"collection":966,"about":969,"wp:post_type":972,"curies":975},[962],{"href":963,"targetHints":964},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcbtw_services\u002F129",{"allow":965},[690],[967],{"href":968},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fcbtw_services",[970],{"href":971},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Ftaxonomies\u002Fcbtw_services",[973],{"href":974},"https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-json\u002Fwp\u002Fv2\u002Fposts?cbtw_services=129",[976],{"name":729,"href":730,"templated":536},[978,992,994],{"region_name":979,"social_list":980},"Global",[981,985,988],{"title":982,"link":983,"icon":984},"Instagram","https:\u002F\u002Fwww.instagram.com\u002Fcollaborationbetterstheworld\u002F","https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FinsAsset-1@2x.png",{"title":986,"link":642,"icon":987},"LinkedIn","https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FlkAsset-2@2x.png",{"title":989,"link":990,"icon":991},"Youtube","https:\u002F\u002Fwww.youtube.com\u002F@collaborationbetterstheworld","https:\u002F\u002Fstaging-admin.cbtw.tech\u002Fwp-content\u002Fuploads\u002FyoutubeAsset-3@2x.png",{"region_name":8,"social_list":993},[],{"region_name":8,"social_list":995},[],{"posts":997},[],1786592002750]