SCORE360
Request a demo
SCORE360Sounder SME credit decisions
Demo
Federated Learning blog

SME credit scoring and Federated Learning,
explained for banks and MFIs.

Insights and practical guides for leaders of banks, MFIs, SFDs and fintechs: how Federated Learning and the BCEAO’s PI-SPI finally open up credit to African SMEs, without ever exposing your client data.

See the animated architecture →
Economic impact · 2 min readFinancing African SMEs: what the BCEAO’s PI-SPI and Federated Learning changeSMEs drive African economies, yet struggle to access credit. Two levers change the game: interoperable instant payments that make their activity visible, and an AI that learns without ever exposing the data.Read the article →
Basics · 2 min readFederated Learning, explained simply for financial institution leadersTraining an AI without pooling the data: the idea fits in one sentence. Here is what it concretely changes for a bank, an MFI or a fintech.Read the article →
Credit risk · 4 min readMicrofinance credit scoring: financing more SMEs without taking on more riskHigh analysis costs, SMEs with no credit history, portfolio at risk under scrutiny: dynamic scoring and PI-SPI flows help MFIs lend more, while keeping full control of their data.Read the article →
Security & compliance · 2 min readWhy your client data never needs to leave your institutionBanking secrecy, personal data protection, regulatory requirements: what Federated Learning actually transmits, and what it never does.Read the article →
Performance · 3 min readHow to reduce SME non-performing loans with dynamic credit scoringNon-performing loans often stem from a one-off assessment at origination and monitoring that comes too late. A living score, fed by PI-SPI flows and paired with early warnings, lets banks act before the missed payment.Read the article →
Performance · 2 min readNetwork effect: why every new institution improves everyone’s scoreA model trained on a single portfolio sees the world through its own clients. A federated model learns from a whole network’s diversity, without ever seeing a single file.Read the article →
Credit risk · 2 min readFederated Learning or data pooling: what changes for SME credit riskCentral database, credit bureau, federated learning: three ways to understand risk better, with very different trade-offs.Read the article →
Rollout · 2 min readAdopting Federated Learning without overhauling your IT systemsLocal node, connectors, pilot phase, human validation: what rolling out federated scoring in a bank or an MFI actually looks like.Read the article →

Let’s see what Federated Learning can change for your institution.

Request a demo →