Haiti Mobile Money Initiative — Building a National Mobile Money Market (MonCash & T-Cash)
Haiti
USAID and the Gates Foundation seeded Haiti's mobile-money market in 2010 with a $10m milestone-prize fund. Digicel's MonCash grew to …
Togo · Lomé · See the Togo profile
Togo built a fully digital, mobile-money cash-transfer system using satellite imagery and phone data to target its poorest citizens during COVID-19, then turned it into a permanent, independently evaluated social-protection platform now scaling to 1.24 million people.
Togo launched Novissi in April 2020 as one of the world's first fully digital, mobile-money-based social protection programmes, created in response to COVID-19 income shocks among informal workers with no formal safety net. The programme used self-registration by mobile phone and mobile-money delivery to reach over 920,000 people between 2020 and 2022.
From September 2020, the Togolese government worked with researchers from UC Berkeley's CEGA and J-PAL to extend the programme into rural areas that lacked prior survey data, aiming to identify and reach the poorest households more precisely than simple geographic targeting could.
Machine-learning models trained on satellite imagery (roof material, plot size) and mobile-phone metadata (call patterns, mobile-money balances) were used to rank poverty across Togo's 100 poorest cantons, reaching 154,238 additional beneficiaries between December 2020 and April 2021 with $20 a month for three months. Building on this experience, Togo's government subsequently launched ASTRE, a national social-protection programme backed by the World Bank that combines a biometric ID system, an AI-updated dynamic social registry and an interoperable digital payment platform.
A peer-reviewed evaluation (Aiken, Bellue, Blumenstock, Karlan & Udry, published in the Journal of Development Economics and covered by Nature in 2022) found that phone-based targeting cut exclusion errors by 4-21% compared with simple geographic targeting and improved targeting precision by 42%. The same study was explicit about the approach's limits: compared with a full social registry, which Togo did not have, the ML method still produced 9-35% higher exclusion errors, and it could not reach anyone without a mobile phone. A new cash-transfer round under ASTRE launched in December 2025, delivering CFAF 25,000 to a first wave within a programme targeting 700,000 households, with plans to reach 1.24 million people by 2029.
World Bank monitoring in 2025 noted a slower-than-planned rollout of ASTRE's Programme Coordination Unit and Independent Verification Agent, though a new government appointed in October 2025 was expected to accelerate delivery — illustrating that institutionalising an emergency digital-cash innovation into permanent infrastructure remains a work in progress.
Implementation detail (cost, timeline, staffing, conditions for success) is not yet available for this practice.
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Haiti
USAID and the Gates Foundation seeded Haiti's mobile-money market in 2010 with a $10m milestone-prize fund. Digicel's MonCash grew to …
Kenya
Safaricom's M-Pesa turned basic phones into bank accounts across Kenya. A landmark Science study found it lifted 194,000 households out …
Somalia
A train-the-trainer cascade - 21 WFP partner organisations to community mobilisers - delivered two rounds of mobile-money and digital-literacy training …
Fiji
Launched in 2010, Vodafone Fiji's M-PAiSA mobile wallet became the country's leading digital-payment channel, reaching 632,123 users (two-thirds of Fijians) …
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