{"id":12366,"date":"2024-05-09T11:19:10","date_gmt":"2024-05-09T10:19:10","guid":{"rendered":"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/?page_id=12366"},"modified":"2025-12-01T10:01:31","modified_gmt":"2025-12-01T10:01:31","slug":"ai4i-global-insights-report","status":"publish","type":"page","link":"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/ai4i-global-insights-report\/","title":{"rendered":"AI4I Global Insights Report"},"content":{"rendered":"\n<div class=\"wp-block-gsma-main-page-hero hero_block gsma-load-hidden  half-width\">\n<div class=\"wp-block-cover is-light hero_container\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim-0 has-background-dim\"><\/span><img loading=\"lazy\" decoding=\"async\" width=\"616\" height=\"450\" class=\"wp-block-cover__image-background wp-image-12388\" alt=\"\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/city_connectivity_616x450.png\" data-object-fit=\"cover\" srcset=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/city_connectivity_616x450.png 616w, https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/city_connectivity_616x450-300x219.png 300w\" sizes=\"auto, (max-width: 616px) 100vw, 616px\" \/><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<h1 class=\"wp-block-heading hero_title\" id=\"h-utilising-mobile-big-data-and-ai-to-benefit-society\">Utilising mobile big data and AI to benefit society<\/h1>\n\n\n\n<p class=\"hero_sub-title wp-block-paragraph\">Insights from the Covid-19 response<\/p>\n\n\n\n\n\n<div class=\"wp-block-group hero_group_container\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\"><\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">The Covid-19 pandemic has had a profound impact on health and economies across the globe. It has also been a watershed moment for mobile big data (MBD) analytics, one which has brought MNOs, governments and international agencies together to develop effective responses. Multiple use cases illustrate how analytics products can help inform critical decisions, shape intervention plans and assess the impact of actions, whilst respecting data privacy. The full report presents MBD implementations from over 40 countries; recommendations based upon detailed case studies; and outlines the potential for MBD analytics to tackle a broader set of global challenges in local settings in the long term.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"http:\/\/chrome-extension:\/\/efaidnbmnnnibpcajpcglclefindmkaj\/https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2021\/03\/GSMA-AI4I-Covid-Response-Report_March2021.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Download the report<\/a><\/div>\n\n\n\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\">Download the summary<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">                <script src=\"https:\/\/platform.vixyvideo.com\/p\/557\/sp\/55700\/embedIframeJs\/uiconf_id\/23455624\/partner_id\/557\"><\/script>\r\n                <div style=\"padding-bottom: 56.25%; position: relative;\"><div id=\"vixy_player_6a8947ad73462\" style=\"position:absolute; width:100%; height:100%\"><\/div><\/div>\r\n                <script>\r\n                    kWidget.embed({\r\n                      \"targetId\": \"vixy_player_6a8947ad73462\",\r\n                      \"wid\": \"_557\",\r\n                      \"uiconf_id\": 23459939,\r\n                      \"flashvars\": {},\r\n                      \"entry_id\": \"0_5gl8z1pj\"\r\n                    });\r\n                <\/script>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">                <script src=\"https:\/\/platform.vixyvideo.com\/p\/557\/sp\/55700\/embedIframeJs\/uiconf_id\/23455624\/partner_id\/557\"><\/script>\r\n                <div style=\"padding-bottom: 56.25%; position: relative;\"><div id=\"vixy_player_6a8947ad734af\" style=\"position:absolute; width:100%; height:100%\"><\/div><\/div>\r\n                <script>\r\n                    kWidget.embed({\r\n                      \"targetId\": \"vixy_player_6a8947ad734af\",\r\n                      \"wid\": \"_557\",\r\n                      \"uiconf_id\": 23459939,\r\n                      \"flashvars\": {},\r\n                      \"entry_id\": \"0_i2ang3e3\"\r\n                    });\r\n                <\/script>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">Watch the webinar to hear from in-country stakeholders:&nbsp;DRC&nbsp;&amp;&nbsp;Benin<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">                <script src=\"https:\/\/platform.vixyvideo.com\/p\/557\/sp\/55700\/embedIframeJs\/uiconf_id\/23455624\/partner_id\/557\"><\/script>\r\n                <div style=\"padding-bottom: 56.25%; position: relative;\"><div id=\"vixy_player_6a8947ad734e1\" style=\"position:absolute; width:100%; height:100%\"><\/div><\/div>\r\n                <script>\r\n                    kWidget.embed({\r\n                      \"targetId\": \"vixy_player_6a8947ad734e1\",\r\n                      \"wid\": \"_557\",\r\n                      \"uiconf_id\": 23459939,\r\n                      \"flashvars\": {},\r\n                      \"entry_id\": \"0_9nkibp80\"\r\n                    });\r\n                <\/script>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">Watch the webinar to hear from in-country stakeholders:&nbsp;Rwanda<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-gsma-banner-img-bg-1-col banner_img-bg-1-col_block\">\n<div class=\"wp-block-cover is-light banner_img-bg-1-col_container gsma-load-hidden\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-background-dim\"><\/span><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"688\" class=\"wp-block-cover__image-background wp-image-12389\" alt=\"\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/high_exposure_motorway_1440x688.png\" data-object-fit=\"cover\" srcset=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/high_exposure_motorway_1440x688.png 1440w, https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/high_exposure_motorway_1440x688-300x143.png 300w, https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/high_exposure_motorway_1440x688-1024x489.png 1024w, https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/high_exposure_motorway_1440x688-768x367.png 768w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><div class=\"wp-block-cover__inner-container is-layout-flow wp-block-cover-is-layout-flow\">\n<h2 class=\"wp-block-heading banner_img-bg-1-col_title\" id=\"h-about-ai4i\">About AI4I<\/h2>\n\n\n\n<p class=\"banner_img-bg-1-col_blurb wp-block-paragraph\">The AI for Impact initiative is delivering public-private partnerships to sustainably scale mobile big data analytics and AI for a better future.<\/p>\n\n\n<\/div><\/div>\n<\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-gsma-tiles-2-col tiles-2-col_block gsma-load-hidden\">\n<div class=\"wp-block-columns tiles-2-col_columns gsma-load-hidden is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column tiles-2-col_column_left is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-cover\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-gsma-dark-red-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\">Global Task Force<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">21 mobile operators accounting for over 2 billion connections in more than 100 countries.<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column tiles-2-col_column_right is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-cover\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-gsma-red-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\">Advisory Panel<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Global thought leaders from UN agencies, international organisations and partners, providing on-the-ground insights and needs.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-gsma-tiles-2-col tiles-2-col_block gsma-load-hidden\">\n<div class=\"wp-block-columns tiles-2-col_columns gsma-load-hidden is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column tiles-2-col_column_left is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-cover\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-gsma-dark-red-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\">Think globally<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A common framework for international collaboration on technology, policy, ecosystem and business models \u2014 driving scale<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column tiles-2-col_column_right is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-cover\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-gsma-red-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-large-font-size wp-block-paragraph\">Act locally<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Market-shaping and mobile big data analytics and AI implementations that enable effective decision-making and greater impact.<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\" id=\"our-programmes\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer med_spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-covid-19-response-examples\">COVID-19 Response Examples<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Some examples of government response measures to the Covid-19 outbreak.<\/p>\n\n\n\n<div class=\"wp-block-columns benefit_columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"195\" height=\"180\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/icon-lockdowns.png\" alt=\"\" class=\"wp-image-12368\" style=\"aspect-ratio:1;object-fit:contain;width:75px\"\/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading has-gsma-red-color has-text-color\" id=\"h-lockdowns\"><strong><strong>Lockdowns<\/strong><\/strong><\/h5>\n\n\n\n<p class=\"has-gsma-black-color has-text-color wp-block-paragraph\">Lockdowns and curfews have been deployed to limit disease spread through population movement, and governments sought a way to gauge the impact of their interventions.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"180\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/icon-medical.png\" alt=\"\" class=\"wp-image-12369\" style=\"aspect-ratio:1;object-fit:contain;width:75px\" srcset=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/icon-medical.png 180w, https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/icon-medical-150x150.png 150w\" sizes=\"auto, (max-width: 180px) 100vw, 180px\" \/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading has-gsma-red-color has-text-color\" id=\"h-medical-staff\"><strong>Medical staff<\/strong><\/h5>\n\n\n\n<p class=\"has-gsma-black-color has-text-color wp-block-paragraph\">The changing scale and location of outbreaks have required medical staff to test, treat and vaccinate; requiring data and predictions for optimal deployment of staff.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"204\" height=\"180\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/icon-test-kits.png\" alt=\"\" class=\"wp-image-12370\" style=\"aspect-ratio:1;object-fit:contain;width:75px\"\/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading has-gsma-red-color has-text-color\" id=\"h-test-kits\"><strong><strong>Test kits<\/strong><\/strong><\/h5>\n\n\n\n<p class=\"has-gsma-black-color has-text-color wp-block-paragraph\">Many millions of test kits are needed to identify who has contracted the virus, and where the disease is prevalent. Data and forecasting is used to plan supplies and distribute them optimally.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"162\" height=\"180\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/icon-social.png\" alt=\"\" class=\"wp-image-12371\" style=\"aspect-ratio:1;object-fit:contain;width:75px\"\/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading has-gsma-red-color has-text-color\" id=\"h-social-support\"><strong><strong><strong><strong>Social support<\/strong><\/strong><\/strong><\/strong><\/h5>\n\n\n\n<p class=\"has-gsma-black-color has-text-color wp-block-paragraph\">The pandemic has affected the health, wealth and well-being of many people. Locations of vulnerable communities have been derived from data so that support can be targeted.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"141\" height=\"180\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/icon-transport.png\" alt=\"\" class=\"wp-image-12372\" style=\"aspect-ratio:1;object-fit:contain;width:75px\"\/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading has-gsma-red-color has-text-color\" id=\"h-transport\"><strong><strong>Transport<\/strong><\/strong><\/h5>\n\n\n\n<p class=\"has-gsma-black-color has-text-color wp-block-paragraph\">Travel has been significantly disrupted by the pandemic and interventions deployed to contain it. Mobility data is key to understanding changes in travel patterns and transport usage.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:5px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns benefit_columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"177\" height=\"180\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/icon-exit.png\" alt=\"\" class=\"wp-image-12373\" style=\"aspect-ratio:1;object-fit:contain;width:75px\"\/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading has-gsma-red-color has-text-color\" id=\"h-exit-strategy\">Exit strategy<br><\/h5>\n\n\n\n<p class=\"has-gsma-black-color has-text-color wp-block-paragraph\">Decisions concerning when and how to lift lockdowns have to be made carefully. Mobility data can help to model and monitor the effectiveness of each lockdown exit strategy.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"108\" height=\"180\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/icon-wash.png\" alt=\"\" class=\"wp-image-12374\" style=\"aspect-ratio:1;object-fit:contain;width:75px\"\/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading has-gsma-red-color has-text-color\" id=\"h-wash-facilities\">WASH facilities<\/h5>\n\n\n\n<p class=\"has-gsma-black-color has-text-color wp-block-paragraph\">Hygiene plays an important part in limiting the spread of the virus. Sanitation, population and mobility data can help to identify where additional WASH facilities may be needed.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"195\" height=\"180\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/icon-hospital.png\" alt=\"\" class=\"wp-image-12375\" style=\"aspect-ratio:1;object-fit:contain;width:75px\"\/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading has-gsma-red-color has-text-color\" id=\"h-hospital-beds\"><strong><strong>Hospital beds<\/strong><\/strong><\/h5>\n\n\n\n<p class=\"has-gsma-black-color has-text-color wp-block-paragraph\">Demand for hospital beds grows rapidly during outbreaks. Data and predictions help health experts plan where hospital beds are required, and whether additional capacity is needed.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"186\" height=\"180\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/icon-public.png\" alt=\"\" class=\"wp-image-12376\" style=\"aspect-ratio:1;object-fit:contain;width:75px\"\/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading has-gsma-red-color has-text-color\" id=\"h-public-advice\"><strong><strong><strong><strong>Public advice<\/strong><\/strong><\/strong><\/strong><\/h5>\n\n\n\n<p class=\"has-gsma-black-color has-text-color wp-block-paragraph\">Public health messages play an important role in encouraging people to limit their exposure to the virus. Insights from data can help target public health messages more effectively.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"189\" height=\"180\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/icon-financial.png\" alt=\"\" class=\"wp-image-12377\" style=\"aspect-ratio:1;object-fit:contain;width:75px\"\/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading has-gsma-red-color has-text-color\" id=\"h-financial-support\">Financial support<\/h5>\n\n\n\n<p class=\"has-gsma-black-color has-text-color wp-block-paragraph\">Many individuals and businesses have been unable to work during the pandemic. Data analysis can identify economically impacted areas so that financial support can be targeted.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer med_spacer\"><\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-case-studies\">Case studies<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The GSMA AI4I Covid-19 response programme facilitated in-country collaborations between multiple demand-side and supply-side partners in four primary countries \u2013 the DRC, Benin, Burkina Faso and Rwanda. The GSMA\u2019s approach was to co-create solutions, using the AI4I engagement process, to build up a base of local expertise and understanding of the benefit of data-driven tools.<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-gsma-block-tabs gsma-block_tabs_container layout-horizontal\"><div class=\"gsma-block_tabs_nav\"><div class=\"tabs-content-wrapper\"><\/div><\/div><div class=\"gsma-block_tabs_inner\">\n<div class=\"wp-block-gsma-block-tab gsma-block_tab_panel\">\n<p class=\"tab_name wp-block-paragraph\"><strong>Benin<\/strong><\/p>\n\n\n\n<div class=\"wp-block-group tab_container\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"wp-block-paragraph\">GSMA knowledge sharing and local stakeholder engagement developed an illustrative dashboard with population mobility and Covid-19 risk modelling, used to demonstrate the potential value of MBD analytics to government agencies and development partners<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"80\" height=\"80\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/benin.png\" alt=\"\" class=\"wp-image-12379\"\/><\/figure>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-gsma-block-tab gsma-block_tab_panel\">\n<p class=\"tab_name wp-block-paragraph\"><strong>Burkina Faso<\/strong><\/p>\n\n\n\n<div class=\"wp-block-group tab_container\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"wp-block-paragraph\"><strong>Improving the Covid-19 response and preparation for other disease outbreaks<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The creation of a dynamic mobile big data analytics driven dashboard for the MoH\u2019s Centre of Health Emergency Response Operations (CORUS) to provide insights on population mobility patterns for decision-making and to help to meet the challenge of Covid-19 and other disease outbreaks.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"80\" height=\"80\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/burkina-faso.png\" alt=\"\" class=\"wp-image-12380\"\/><\/figure>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-gsma-block-tab gsma-block_tab_panel\">\n<p class=\"tab_name wp-block-paragraph\"><strong>DRC<\/strong><\/p>\n\n\n\n<div class=\"wp-block-group tab_container\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"wp-block-paragraph\">MBD insights provided health authorities insights into how movement patterns changed in response to government measures and other factors, such as economic pressures.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"80\" height=\"80\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/democratic-republic-of-congo.png\" alt=\"\" class=\"wp-image-12381\"\/><\/figure>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-gsma-block-tab gsma-block_tab_panel\">\n<p class=\"tab_name wp-block-paragraph\"><strong>Rwanda<\/strong><\/p>\n\n\n\n<div class=\"wp-block-group tab_container\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"wp-block-paragraph\">Mobile Big Data analytics provided insights into transport usage, allowing the government to redirect public transport to routes which risked being too crowded&nbsp;<em>to allow for social distancing<\/em>; and&nbsp;prioritise road infrastructure improvements, by identifying sections of road with high demand&nbsp;<em>and slow travel times<\/em>.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"80\" height=\"80\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/rwanda.png\" alt=\"\" class=\"wp-image-12382\"\/><\/figure>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-opportunities-and-solutions\">Opportunities and solutions<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The mobile big data analytics framework opens up a world of opportunity<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/Screenshot-2024-05-09-at-10.32.36-1024x664.png\" alt=\"\" class=\"wp-image-12386\" style=\"width:840px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-to-deliver-local-solutions-to-global-challenges\">To deliver local solutions to global challenges<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1507\" height=\"372\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/Screenshot-2024-05-09-at-11.14.27.png\" alt=\"Set of 17 colorful icons, each representing one of the united nations' sustainable development goals, such as no poverty, quality education, and climate action.\" class=\"wp-image-12428\" srcset=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/Screenshot-2024-05-09-at-11.14.27.png 1507w, https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/Screenshot-2024-05-09-at-11.14.27-300x74.png 300w, https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/Screenshot-2024-05-09-at-11.14.27-1024x253.png 1024w, https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/Screenshot-2024-05-09-at-11.14.27-768x190.png 768w\" sizes=\"auto, (max-width: 1507px) 100vw, 1507px\" \/><\/figure>\n<\/div>\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-resources\">Resources<\/h2>\n\n\n\n<div class=\"wp-block-gsma-portrait-tiles-2-col portrait-tiles-2-col_block gsma-load-hidden\">\n<div class=\"wp-block-columns portrait-tiles-2-col_columns gsma-load-hidden is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column portrait-tiles-2-col_column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full portrait-tile_image\"><img loading=\"lazy\" decoding=\"async\" width=\"392\" height=\"548\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/using_mobile_Report_392x548.png\" alt=\"\" class=\"wp-image-12425\" srcset=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/using_mobile_Report_392x548.png 392w, https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/using_mobile_Report_392x548-215x300.png 215w\" sizes=\"auto, (max-width: 392px) 100vw, 392px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group portrait-tile_details\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h6 class=\"wp-block-heading portrait-tile_heading\" id=\"h-download-the-full-report\">Download the full report<\/h6>\n\n\n\n<div class=\"wp-block-buttons portrait-tile_buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2021\/03\/GSMA-AI4I-Covid-Response-Report_March2021.pdf\">Download<\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column portrait-tiles-2-col_column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full portrait-tile_image\"><img loading=\"lazy\" decoding=\"async\" width=\"392\" height=\"548\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/digital_toolkit_39x548.png\" alt=\"\" class=\"wp-image-12426\" srcset=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/digital_toolkit_39x548.png 392w, https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/digital_toolkit_39x548-215x300.png 215w\" sizes=\"auto, (max-width: 392px) 100vw, 392px\" \/><\/figure>\n\n\n\n<div class=\"wp-block-group portrait-tile_details\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h6 class=\"wp-block-heading portrait-tile_heading\" id=\"h-ai4i-digital-toolkit\">AI4I Digital Toolkit<\/h6>\n\n\n\n<div class=\"wp-block-buttons portrait-tile_buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/aiforimpacttoolkit.gsma.com\/\">Visit resource<\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-find-out-more-about-ai-for-impact\"><a href=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/aiforimpact\/\">Find out more about AI for Impact<\/a><\/h4>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><\/div>\n<\/div>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"120\" height=\"130\" src=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/disclaimer-ukaid.png\" alt=\"\" class=\"wp-image-12421\"\/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<p class=\"wp-block-paragraph\">This initiative was funded by the UK Foreign, Commonwealth &amp; Development Office (FCDO) and supported by the GSMA and its members.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The views expressed do not necessarily reflect the UK Government\u2019s official policies.<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>The Covid-19 pandemic has had a profound impact on health and economies across the globe. It has also been a watershed moment for mobile big data (MBD) analytics, one which has brought MNOs, governments and international agencies together to develop effective responses. Multiple use cases illustrate how analytics products can help inform critical decisions, shape [&hellip;]<\/p>\n","protected":false},"author":52,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_oasis_is_in_workflow":0,"_oasis_original":0,"_oasis_task_priority":"","footnotes":""},"tags":[],"class_list":["post-12366","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.3 (Yoast SEO v28.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI for Impact Global Insights Report | External Affairs | GSMA<\/title>\n<meta name=\"description\" content=\"Utilising mobile big data and AI to benefit society. Insights from the Covid-19 response with MBD implementations from over 40 countries.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/ai4i-global-insights-report\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI4I Global Insights Report\" \/>\n<meta property=\"og:description\" content=\"Utilising mobile big data and AI to benefit society. Insights from the Covid-19 response with MBD implementations from over 40 countries.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/ai4i-global-insights-report\/\" \/>\n<meta property=\"og:site_name\" content=\"External Affairs\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/gsma\/\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-01T10:01:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.gsma.com\/solutions-and-impact\/connectivity-for-good\/external-affairs\/wp-content\/uploads\/2024\/05\/city_connectivity_616x450.png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@GSMA\" \/>\n<meta name=\"twitter:label1\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"8 minutes\" \/>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"AI for Impact Global Insights Report | External Affairs | GSMA","description":"Utilising mobile big data and AI to benefit society. 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