Sparkle CEO says transaction data can replace collateral
Sparkle MFB chief Uzoma Dozie told TechCabal that cash-flow data and AI can help banks lend to small businesses at lower cost than collateral-based models.

The facts
- According to TechCabal, small enterprises get less than 1% of total bank lending in Nigeria, even though they make up a substantial share of the deposit base.
- Uzoma Dozie, CEO of Sparkle Microfinance Bank and former Diamond Bank chief, argued at AFIS 2026 in Luanda that transaction data should count as collateral for small businesses.
- Sparkle says it focuses on one-to-many payments, payroll and batch transfers rather than one-to-one transfers.
- Dozie said machine learning on customers' cash flows helps Sparkle make better credit decisions and could allow lower interest rates. These are his claims, not independently verified results.
Case notes · Danny's take
Why it matters
Banks lean on land and property because paper is easy to verify. Small businesses often have none, so they get priced out or turned away. Dozie's argument is that the evidence already exists in their daily transactions. If lenders can read it reliably, collateral stops being the gate. Note that this is a CEO describing his own bank's approach, so treat the lower-rate promise as a claim to test, not a result.
For builders
Tools that turn messy small-business payment records into credit signals are the opening here. Payroll, bulk payouts and many-to-one collections generate richer data than simple peer-to-peer transfers. Build for those flows, and for consented data sharing that lenders can trust.
Not financial advice. Do your own investigation.
This story was summarised with AI from TechCabal's reporting and checked against our editorial policy. Danny's take reflects his views. Disclaimer.
