Top 94%
dans ce catalogue (1067 pratiques notées)
Les scores se concentrent dans le haut de l’échelle ; la position au sein du catalogue est donc souvent plus parlante que le chiffre seul.
Evidence of impact / measured public value1/3
UNICEF describes the tool's 'potential' to catch fraud and protect a 9.6-million-person programme, but no independently verified accuracy figure or amount of fraud caught has been published.
Transparency, fairness & accountability1/3
UNICEF has published a general description of the in-house model's purpose and design choices, but not technical documentation, an external audit, or fairness testing.
Transferability / demonstrated replication0/3
UNICEF itself frames this as 'one of the first attempts' of its kind in a complex humanitarian setting, with no documented replication elsewhere yet.
Scalability beyond pilot1/3
The pilot sits within an already-national programme, but the anomaly-detection layer itself only finished its first pilot phase in late 2024 and was still being refined through 2025.
Governance, capability & sustainability1/3
The model was built in-house by UNICEF's own Yemen country office with grant-funded, structured backing and a stated human-review safeguard for sensitive cases, but long-term funding and institutional ownership beyond the pilot grant are not yet documented.
Evidoria. Le Fonds Social du Yémen Teste une IA Interne pour Surveiller un Programme de Transferts Monétaires de 9,6 Millions de Bénéficiaires. ID persistant: 86fac526-a534-4ae7-a3b5-1f5ebe5f2d31.