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  • Global initiatives are generally larger benchmarking research projects which typically involve the majority of member organisations across all regions, as well as a range of global and regional partners (e.g. Global Data Barometer, Global Index on Responsible AI).

  • Regional and local projects are developed across the Global South by member organisations working collaboratively within each of 6 regions that make up the D4D portfolio: Asia, Latin America, the Middle East and North Africa, Francophone Sub-Saharan Africa, Anglophone Sub-Saharan Africa, and the Caribbean.