{"id":13227,"date":"2026-05-21T01:00:04","date_gmt":"2026-05-20T22:00:04","guid":{"rendered":"https:\/\/the-african-renaissance.org\/new\/?page_id=13227"},"modified":"2026-05-23T19:15:49","modified_gmt":"2026-05-23T16:15:49","slug":"crowdsourced-analytics-new","status":"publish","type":"page","link":"https:\/\/the-african-renaissance.org\/new\/crowdsourced-analytics-new\/","title":{"rendered":"Crowdsourced Analytics New"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"13227\" class=\"elementor elementor-13227\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e8e772b elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"e8e772b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-105791f\" data-id=\"105791f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-918dab2 elementor-widget elementor-widget-art-subhero\" data-id=\"918dab2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"art-subhero.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<section class=\"subhero\">\n\t\t\t<div class=\"container reveal in\">\n\t\t\t\t\t\t\t\t\t<span class=\"eyebrow\">Insights \u00b7 Crowdsourced Analytics<\/span>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h1>Crowdsourced Analytics<\/h1>\n\t\t\t\t\n\t\t\t\t<hr class=\"rule\">\n\n\t\t\t\t\t\t\t\t\t<p class=\"lead\">Community-contributed data and analysis from civil society organisations, researchers, and citizen monitors across Africa \u2014 enriching continental accountability beyond what official statistics capture.<\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8ea4e4c elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"8ea4e4c\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ef09c4e\" data-id=\"ef09c4e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-86c860a elementor-widget elementor-widget-art-two-col\" data-id=\"86c860a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"art-two-col.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<section style=\"background: var(--sand);\">\n\t\t\t<div class=\"container\">\n\t\t\t\t<div class=\"two-col\">\n\t\t\t\t\t\n\t\t\t\t\t<div class=\"prose reveal in\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"eyebrow\">Why crowdsourced data matters<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"reveal in\"><h2>Official data has gaps. Communities fill them.<\/h2><p>National statistics offices in many African countries publish data that is delayed by two or more years, incomplete at the subnational level, or missing for the specific indicators civil society needs to hold governments to continental commitments.<\/p><p>Crowdsourced analytics fills those gaps \u2014 community health monitors, parliamentary tracking coalitions, budget monitors, and civil society researchers contributing verified subnational data that sits alongside official sources in the Renaissance Vault.<\/p><\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-722e1c6 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"722e1c6\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-17f6979\" data-id=\"17f6979\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-efcd588 elementor-widget elementor-widget-art-how-steps-grid\" data-id=\"efcd588\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"art-how-steps-grid.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<section>\n\t\t\t<div class=\"container\">\n\n\t\t\t\t<div class=\"section-head reveal\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"eyebrow\">How it works<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h2>Three steps from contribution to publication.<\/h2>\n\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t<div class=\"how-grid reveal\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"how-card\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"how-step\" aria-hidden=\"true\">01<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>Submit<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Contributors submit datasets, monitoring reports, or analytical notes through the submission form. All submissions include a source declaration and methodology note.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"how-card\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"how-step\" aria-hidden=\"true\">02<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>Review<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Our analytics team reviews each submission for methodology, source quality, and consistency with existing data. Contributors are notified of the outcome within ten working days.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"how-card\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"how-step\" aria-hidden=\"true\">03<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>Publish<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Accepted contributions are attributed and published in this library and \u2014 where spatial data is included \u2014 integrated as a layer in the Renaissance Vault.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t<div class=\"integrity-box reveal\">\n\t\t\t\t\t\t<div class=\"integrity-icon\" aria-hidden=\"true\"><svg width=\"18\" height=\"18\" viewBox=\"0 0 20 20\" fill=\"currentColor\"><path fill-rule=\"evenodd\" d=\"M2.166 4.999A11.954 11.954 0 0010 1.944 11.954 11.954 0 0017.834 5c.11.65.166 1.32.166 2.001 0 5.225-3.34 9.67-8 11.317C5.34 16.67 2 12.225 2 7c0-.682.057-1.35.166-2.001zm11.541 3.708a1 1 0 00-1.414-1.414L9 10.586 7.707 9.293a1 1 0 00-1.414 1.414l2 2a1 1 0 001.414 0l4-4z\" clip-rule=\"evenodd\"\/><\/svg><\/div>\n\t\t\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4>Data integrity standards<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>All published contributions carry a clear attribution to the contributing organisation and a methodology disclosure. Contributions that cannot be verified against a primary source are not published. Crowdsourced data is always displayed distinctly from official government or AU statistical sources in the Renaissance Vault.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ae35d2a elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"ae35d2a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-817fb63\" data-id=\"817fb63\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-967b33f elementor-widget elementor-widget-art-submission-types\" data-id=\"967b33f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"art-submission-types.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<section style=\"background: var(--sand);\">\n\t\t\t<div class=\"container\">\n\t\t\t\t<div class=\"section-head reveal\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"eyebrow\">What we accept<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h2>Types of contribution by pillar.<\/h2>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Contributions must be original, documented, and attributable to an organisation or research team. We accept data, monitoring reports, and analytical notes.<\/p>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"submission-types reveal\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"type-card ge\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"type-label\">Gender Equality<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4>Gender parity and rights monitoring<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Subnational gender parity data, Maputo Protocol domestication monitoring reports, parliamentary representation tracking, and gender-based violence incidence data from community monitors.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"type-card he\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"type-label\">Health Equity<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4>Health budget and service access data<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Subnational health facility access data, budget tracking from parliamentary monitors, community health worker coverage mapping, and immunisation delivery reports from civil society observers.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"type-card se\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"type-label\">Socio-Economic Justice<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4>Trade, fiscal, and economic access data<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Cross-border trade corridor monitoring, domestic revenue tracking, economic inclusion data for marginalised communities, and African Continental Free Trade Area implementation monitoring at the subnational level.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"type-card all\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"type-label\">Cross-Cutting<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4>Continental commitment domestication tracking<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Legislative progress monitoring, budget appropriation tracking, and civil society shadow reports on state party compliance with AU frameworks \u2014 applicable across all three pillars.<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-59475b8 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"59475b8\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-101862a\" data-id=\"101862a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4cab1ec elementor-widget elementor-widget-art-cta\" data-id=\"4cab1ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"art-cta.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<section class=\"cta-block\">\n\t\t\t<div class=\"container reveal in\">\n\t\t\t\t<div>\n\t\t\t\t\t\t\t\t\t\t\t<h2>Submit your data or analysis<\/h2>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Civil society organisations, researchers, and community monitors are invited to contribute. Write to us with your dataset or monitoring report and we will guide you through the submission process.<\/p>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"actions\">\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn btn-maroon\" href=\"#\">\n\t\t\t\t\t\t\tSubmit a contribution <span class=\"arrow\">\u2192<\/span>\n\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"btn-link\" href=\"https:\/\/the-african-renaissance.org\/new\/renaissance-vault-new\/\">\n\t\t\t\t\t\t\tRenaissance Vault\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Insights \u00b7 Crowdsourced Analytics Crowdsourced Analytics Community-contributed data and analysis from civil society organisations, researchers, and citizen monitors across Africa \u2014 enriching continental accountability beyond what official statistics capture. Why crowdsourced data matters Official data has gaps. Communities fill them. National statistics offices in many African countries publish data that is delayed by two or [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"parent":0,"menu_order":17,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-13227","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/the-african-renaissance.org\/new\/wp-json\/wp\/v2\/pages\/13227","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/the-african-renaissance.org\/new\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/the-african-renaissance.org\/new\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/the-african-renaissance.org\/new\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/the-african-renaissance.org\/new\/wp-json\/wp\/v2\/comments?post=13227"}],"version-history":[{"count":22,"href":"https:\/\/the-african-renaissance.org\/new\/wp-json\/wp\/v2\/pages\/13227\/revisions"}],"predecessor-version":[{"id":13770,"href":"https:\/\/the-african-renaissance.org\/new\/wp-json\/wp\/v2\/pages\/13227\/revisions\/13770"}],"wp:attachment":[{"href":"https:\/\/the-african-renaissance.org\/new\/wp-json\/wp\/v2\/media?parent=13227"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}