{"id":3491,"date":"2025-12-18T15:53:12","date_gmt":"2025-12-18T14:53:12","guid":{"rendered":"https:\/\/heydata.fr\/?p=3491"},"modified":"2025-12-19T10:56:12","modified_gmt":"2025-12-19T09:56:12","slug":"anonymiser-des-individus-tout-en-conservant-les-totaux-une-astuce-section-access","status":"publish","type":"post","link":"https:\/\/heydata.fr\/en\/2025\/12\/18\/anonymiser-des-individus-tout-en-conservant-les-totaux-une-astuce-section-access\/","title":{"rendered":"Anonymizing Individuals While Preserving Totals: a Section Access Tip"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"3491\" class=\"elementor elementor-3491\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f469544 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f469544\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a350580\" data-id=\"a350580\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3279ffa elementor-widget elementor-widget-text-editor\" data-id=\"3279ffa\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><span data-contrast=\"auto\">In a Qlik dashboard, <\/span><b><span data-contrast=\"auto\">it<\/span><\/b><span data-contrast=\"auto\">'s often necessary to find <\/span><b><span data-contrast=\"auto\">the right balance between<\/span><\/b><span data-contrast=\"auto\"> data analysis <\/span><b><span data-contrast=\"auto\">and the protection of sensitive information<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">For example, each salesperson may need access <\/span><b><span data-contrast=\"auto\">to their own detailed results<\/span><\/b><span data-contrast=\"auto\">while only seeing anonymized indicators <\/span><b><span data-contrast=\"auto\">for others<\/span><\/b><span data-contrast=\"auto\">This approach makes it possible to compare performance or calculate <\/span><b><span data-contrast=\"auto\">global totals<\/span><\/b><span data-contrast=\"auto\">without ever exposing colleagues\u2019 individual data.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">In this article, we will see how to implement a dynamic <\/span><b><span data-contrast=\"auto\">Section Access in Qlik<\/span><\/b><span data-contrast=\"auto\">to<\/span><b><span data-contrast=\"auto\">anonymize all or part of the sales<\/span><\/b><span data-contrast=\"auto\"> while keeping <\/span><b><span data-contrast=\"auto\">the entire dataset intact<\/span><\/b><span data-contrast=\"auto\"> within the data model.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p>\u00a0<\/p><h6><b><span data-contrast=\"auto\">Below is the result obtained before and after anonymization:<\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/h6><p>\u00a0<\/p><hr data-start=\"1358\" data-end=\"1361\" \/>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a054c0e elementor-widget elementor-widget-image\" data-id=\"a054c0e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"491\" src=\"https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Before-1024x491.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Before-1024x491.png 1024w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Before-300x144.png 300w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Before-768x368.png 768w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Before-1536x737.png 1536w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Before-18x9.png 18w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Before-209x100.png 209w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Before-167x80.png 167w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Before-394x189.png 394w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Before-915x439.png 915w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Before-1240x595.png 1240w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Before.png 1912w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-005ab4c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"005ab4c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c159c6f\" data-id=\"c159c6f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a0f022c elementor-widget elementor-widget-text-editor\" data-id=\"a0f022c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><em>Dashboard before anonymization<\/em><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-45e854a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"45e854a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fbb14c9\" data-id=\"fbb14c9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f983eb7 elementor-widget elementor-widget-image\" data-id=\"f983eb7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"494\" src=\"https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/After-1024x494.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/After-1024x494.png 1024w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/After-300x145.png 300w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/After-768x371.png 768w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/After-1536x741.png 1536w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/After-18x9.png 18w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/After-207x100.png 207w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/After-166x80.png 166w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/After-394x190.png 394w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/After-915x441.png 915w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/After-1240x598.png 1240w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/After.png 1911w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ae44a27 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ae44a27\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-76baba6\" data-id=\"76baba6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-21c159f elementor-widget elementor-widget-text-editor\" data-id=\"21c159f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><em>Dashboard after anonymization<\/em><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7715c8f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7715c8f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e66580a\" data-id=\"e66580a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5a728b4 elementor-widget elementor-widget-text-editor\" data-id=\"5a728b4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<h5 aria-level=\"2\"><span style=\"color: #008080;\" data-contrast=\"none\">Objectives<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:299}\">\u00a0<\/span><\/h5><p><span data-contrast=\"auto\">The goal of this approach is to reconcile <\/span><b><span data-contrast=\"auto\">business analysis<\/span><\/b><span data-contrast=\"auto\"> with <\/span><b><span data-contrast=\"auto\">the protection of sensitive data.<\/span><\/b><span data-contrast=\"auto\">More specifically, it aims to:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Keep all salespeople<\/span><\/b><span data-contrast=\"auto\"> in the main table in order to calculate <\/span><b><span data-contrast=\"auto\">totaux<\/span><\/b><span data-contrast=\"auto\"> reliable <\/span><b><span data-contrast=\"auto\">totals and global<\/span><\/b><span data-contrast=\"auto\"> indicators.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Anonymize certain salespeople<\/span><\/b><span data-contrast=\"auto\"> for users who are not authorized to view detailed data.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Enable analyses such as:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"o\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"2\"><i><span data-contrast=\"auto\">\u201cMy sales compared to the total of other salespeople\u201d<\/span><\/i><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"o\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"2\"><i><span data-contrast=\"auto\">\u201cAll salespeople except me\u201d<\/span><\/i><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"o\" data-font=\"Symbol\" data-listid=\"1\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"2\"><i><span data-contrast=\"auto\">\u201cAll salespeople anonymized\u201d<\/span><\/i><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><\/ul><p><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;134245418&quot;:true,&quot;134245529&quot;:true,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:299}\">\u00a0<\/span><\/p><h5 aria-level=\"2\"><span style=\"color: #008080;\">How It Works\u00a0<\/span><\/h5><p><span data-contrast=\"auto\">The script is based <\/span><b><span data-contrast=\"auto\">on three main concepts.<\/span><\/b><span data-contrast=\"auto\">.<\/span>\u00a0<br \/><span data-contrast=\"auto\"> The first consists <\/span><b><span data-contrast=\"auto\">of creating an anonymous copy of the salespeople.<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><h6 aria-level=\"3\"><strong>Creating an Anonymous Copy of Salespeople\u00a0<\/strong><\/h6><p><span data-contrast=\"auto\">Each salesperson is <\/span><b><span data-contrast=\"auto\">duplicated<\/span><\/b><span data-contrast=\"auto\"> in the data model under an anonymized identity:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Salespeople are renamed using generic identifiers (<\/span><i><span data-contrast=\"auto\">Seller_1, Seller_2, etc.<\/span><\/i><span data-contrast=\"auto\">).<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Personal information (last name, first name, office, title) is <\/span><b><span data-contrast=\"auto\">replaced<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"2\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Individual salary is replaced with the global average salary to ensure confidentiality.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><\/ul><p><span data-contrast=\"auto\">The data remains complete and fully usable; only individual <\/span><b><span data-contrast=\"auto\">identification is neutralized<\/span><\/b><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">.<\/span><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-49ee2ca elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"49ee2ca\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f65f3fb\" data-id=\"f65f3fb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ec94d90 elementor-widget elementor-widget-image\" data-id=\"ec94d90\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"651\" height=\"1024\" src=\"https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.49.50-651x1024.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.49.50-651x1024.png 651w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.49.50-191x300.png 191w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.49.50-768x1207.png 768w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.49.50-8x12.png 8w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.49.50-64x100.png 64w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.49.50-51x80.png 51w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.49.50-193x303.png 193w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.49.50-445x700.png 445w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.49.50-604x950.png 604w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.49.50-687x1080.png 687w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.49.50.png 804w\" sizes=\"auto, (max-width: 651px) 100vw, 651px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-52772cc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"52772cc\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3d4c2b2\" data-id=\"3d4c2b2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9793386 elementor-widget elementor-widget-text-editor\" data-id=\"9793386\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<h6><b><span data-contrast=\"none\">Building a \u201cBridge\u201d Table for Section Access <\/span><\/b><span data-contrast=\"auto\">:<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0}\">\u00a0<\/span><\/h6><p><span data-contrast=\"auto\">This table defines <\/span><b><span data-contrast=\"auto\">access rights per salesperson<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559685&quot;:0}\">\u00a0<\/span><\/p><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">It contains all possible combinations:<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"o\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"2\"><span data-contrast=\"auto\">Access to all salespeople<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"o\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"2\"><span data-contrast=\"auto\">Access to all except the current salesperson<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"o\" data-font=\"Symbol\" data-listid=\"3\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:1,&quot;335559684&quot;:-2,&quot;335559685&quot;:1440,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[9675],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;o&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"2\"><span data-contrast=\"auto\">Access only to the current salesperson<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li><\/ul>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-71ad965 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"71ad965\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9cc0170\" data-id=\"9cc0170\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-09a72cb elementor-widget elementor-widget-image\" data-id=\"09a72cb\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"582\" height=\"1024\" src=\"https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.53.43-582x1024.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.53.43-582x1024.png 582w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.53.43-171x300.png 171w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.53.43-7x12.png 7w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.53.43-57x100.png 57w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.53.43-45x80.png 45w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.53.43-172x303.png 172w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.53.43-398x700.png 398w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.53.43-540x950.png 540w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.53.43-614x1080.png 614w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.53.43.png 688w\" sizes=\"auto, (max-width: 582px) 100vw, 582px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5abc975 elementor-widget elementor-widget-text-editor\" data-id=\"5abc975\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<h6><b><span data-contrast=\"none\">Defining Section Access<\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/h6><p><span data-contrast=\"auto\">Users are associated either with salesperson keys or with anonymized combinations. <\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Access restriction rules are then applied automatically when the application is loaded, ensuring consistent and transparent access control.<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b35cd5c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b35cd5c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3932b30\" data-id=\"3932b30\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4fa4038 elementor-widget elementor-widget-image\" data-id=\"4fa4038\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"794\" height=\"482\" src=\"https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.54.32.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.54.32.png 794w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.54.32-300x182.png 300w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.54.32-768x466.png 768w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.54.32-18x12.png 18w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.54.32-165x100.png 165w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.54.32-132x80.png 132w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Capture-decran-2025-12-18-a-15.54.32-394x239.png 394w\" sizes=\"auto, (max-width: 794px) 100vw, 794px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2cb21d7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2cb21d7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a89b6c2\" data-id=\"a89b6c2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-82a692f elementor-widget elementor-widget-text-editor\" data-id=\"82a692f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<h5 aria-level=\"2\"><span style=\"color: #008080;\">Managing Access Rights via the Bridge Table\u00a0<\/span><\/h5><p><span data-contrast=\"auto\">The script automatically generates all possible combinations for each salesperson:<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Full access<\/span><\/b><span data-contrast=\"auto\"> (ALL)<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Access to all except oneself<\/span><\/b><span data-contrast=\"auto\"> (ALL EXCEPT)<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Access only to oneself<\/span><\/b><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li><\/ul><p><span data-contrast=\"auto\">This information is then used by <\/span><b><span data-contrast=\"auto\">Section Access<\/span><\/b><span data-contrast=\"auto\"> to dynamically control data visibility.<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">A diagram of the modeling steps is shown below : <\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-31f1866 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"31f1866\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-76ee0c5\" data-id=\"76ee0c5\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5d1068f elementor-widget elementor-widget-image\" data-id=\"5d1068f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-image\">\n\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Schema-11.jpeg\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Schema-11.jpeg 800w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Schema-11-300x200.jpeg 300w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Schema-11-768x512.jpeg 768w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Schema-11-18x12.jpeg 18w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Schema-11-150x100.jpeg 150w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Schema-11-120x80.jpeg 120w, https:\/\/heydata.fr\/wp-content\/uploads\/2025\/12\/Schema-11-394x263.jpeg 394w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-19c3c5b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"19c3c5b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b6c1c18\" data-id=\"b6c1c18\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c229b86 elementor-widget elementor-widget-text-editor\" data-id=\"c229b86\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<h5 aria-level=\"2\"><span style=\"color: #008080;\">Benefits of This Method\u00a0<\/span><\/h5><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Enables comparative analysis <\/span><b><span data-contrast=\"auto\">without exposing sensitive data.<\/span><\/b><span data-contrast=\"auto\">.<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Keeps <\/span><b><span data-contrast=\"auto\">all salespeople<\/span><\/b><span data-contrast=\"auto\"> in the table for totals and KPIs.<\/span><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/li><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"5\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;multilevel&quot;}\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Compatible with <\/span><b><span data-contrast=\"auto\">dynamic data<\/span><\/b><span data-contrast=\"auto\"> : new salespeople can be added without modifying the script.<\/span><\/li><\/ul><p><span data-ccp-props=\"{&quot;335551550&quot;:6,&quot;335551620&quot;:6}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">This method allows sales teams to compare their performance with that of others without ever accessing confidential individual data. Each user can position themselves relative to averages or global trends while respecting colleagues\u2019 privacy.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-contrast=\"auto\">Combining anonymization with dynamic Section Access offers an excellent compromise between security and analysis: sensitive data is protected while Qlik\u2019s analytical value is fully preserved.<\/span><\/p><p>\u00a0<\/p><h6><b><span data-contrast=\"auto\">Before \/ After Anonymization: Understanding the Impact of Section Access<\/span><\/b>\u00a0<\/h6><p><span data-contrast=\"auto\"> To fully understand the value of this approach, it is essential to compare the same dashboard in two situations:<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Before anonymization<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><\/ul><ul><li aria-setsize=\"-1\" data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"6\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559683&quot;:0,&quot;335559684&quot;:-2,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">After applying Section Access<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li><\/ul><p><span data-contrast=\"auto\">The goal is not simply to hide names, but to ensure that analyses remain relevant, readable, and actionable, despite access restrictions.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><p><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335551550&quot;:6,&quot;335551620&quot;:6,&quot;335559738&quot;:0,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Dans le cadre d\u2019un tableau de bord Qlik, il est fr\u00e9quent de devoir prot\u00e9ger les informations personnelles des individus, tout en laissant aux utilisateurs la possibilit\u00e9 de r\u00e9aliser des analyses globales et comparatives.\u00a0 Par exemple, on peut souhaiter que chaque &hellip; 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