Using Mobile Phone and Satellite Data to Target Emergency Cash Transfers in Togo
Innovations for Poverty Action
Ref: SRC-004-TGO-001
Accessed: 3/27/2026
Summary
IPA explainer describing the Novissi targeting pipeline in non-technical terms. Confirms the government selected the 100 poorest cantons using a deep-learning pipeline based on satellite data, that a September 2020 phone survey of roughly 10,000 individuals was used as ground truth, and that approximately 57,000 beneficiaries were enrolled using the satellite-plus-phone approach. It also documents planned fairness and exclusion-error assessment through follow-up surveys and qualitative interviews.
View Harvard reference
Innovations for Poverty Action (2021) 'Using Mobile Phone and Satellite Data to Target Emergency Cash Transfers in Togo', 12 January. Available at: https://poverty-action.org/using-mobile-phone-and-satellite-data-target-emergency-cash-transfers-togo (Accessed: 27 March 2026).