
Savings groups, mobile money and credit risk: what bank histories miss
October 2026 · 30 pages · PDFMany adults save in a rotating savings group without ever having had a bank loan. Do these behaviours carry information on default risk? Using Kenya’s 2024 FinAccess survey, we show that active savings-group members repay more reliably and that this information modestly improves default prediction. Global Findex microdata then measure the population concerned in WAEMU.
- default rate among borrowers who save in a group / among others
- 11.6% / 18.0%
- lower odds of default for a member who saves and borrows in the group
- −49%
- WAEMU adults save in a group without formal borrowing
- 21.3 M
Data and methods
- Data :
- FinAccess 2024 (Kenya: 20,871 adults, including 13,095 borrowers); World Bank, Global Findex 2025 (7 WAEMU countries, 7,002 adults).
- Methods :
- Survey-weighted logistic regressions, gradient boosting, cluster cross-validation, Shapley values (R, Python).





