Credit Scoring for the Unbanked: Lessons from Philippine Financial Inclusion

When Purlieu Management first began working on credit scoring for unbanked Filipinos, the concept of "financial inclusion" was not yet the mainstream conversation it is today. The Philippines had a large, mostly-urban formal banking sector and a vast underserved majority who had no meaningful access to formal credit — not because they were poor credit risks, but because the systems to evaluate them did not exist.

This is a distinction that matters enormously, and one that is still misunderstood in development finance circles.

The Problem Wasn't Poverty — It Was Invisibility

The unbanked population in the Philippines was not predominantly high-risk. Millions of Filipinos had stable income streams — from agriculture, from OFW (Overseas Filipino Worker) remittances, from the informal economy — but no formal credit history. Without credit history, formal lenders could not extend formal credit. Without formal credit, credit history could not be built.

This is the financial inclusion paradox. And it is not unique to the Philippines.

The work required was not primarily financial. It was infrastructural: building the data collection systems, the alternative scoring methodologies, the regulatory frameworks, and the institutional partnerships that could make invisible Filipinos visible to the formal financial system.

What Was Built — and Why It Took Time

The credit scoring initiative developed in partnership with Philippine banks and BSP stakeholders was among the first in the country to incorporate alternative data sources — mobile usage, utility payments, cooperative membership — into formal credit evaluation. This work was eventually integrated into the ecosystem surrounding CIBI Holdings, which became one of the Philippines' leading credit information providers. It contributed to APEC-level engagement on financial inclusion standards.

None of this happened quickly. None of it was straightforward. The regulatory pathway had to be negotiated over years. The institutional partnerships required sustained relationship-building at the highest levels. The technical development required adapting global tools to local data realities.

The Lesson

The Philippine fintech boom that followed — the GCash era, the digital banking licenses, the rapid expansion of formal credit access — was built on this foundational infrastructure. The apps came later. The infrastructure had to come first.

For any business operating in financial services across Southeast Asia: the window for infrastructure-building is now. The markets that will dominate the next decade of ASEAN financial services are being shaped today — by those willing to do the foundational work.