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What does modern underwriting look like when durable signals meet cash flow data?

Credit underwriting is evolving fast. Real time cash flow data, alternative signals, and advanced machine learning models are reshaping how lenders understand risk — but the real shift isn’t a choice between “traditional scores” and “real time underwriting.” It’s how institutions combine stable, explainable risk ranking with more dynamic signals, without creating new governance or model risk headaches.

This session brings together experts from FICO’s analytics and client teams to explore where cash flow data consistently adds value, where it can mislead if overweighted, and how leading lenders are designing decision stacks that hold up across economic cycles. We’ll also examine how these choices affect consumers — and why a clear, consistent risk language remains essential for transparency and trust.

Takeaways:
• How cash flow insights fit into modern underwriting alongside durable, stable credit risk ranking
• How lenders evaluate new signals with rigor and integrate them into existing frameworks
• Why odds shift across the credit cycle even when rank ordering remains stable — and how to use that insight strategically
• Why explainability and a shared risk language matter for both lenders and consumers
 


Tuesday 31 March 1:05 PM - 1:50 PM Lending

Add to calendar 03/31/2026 13:05 03/31/2026 13:50 What does modern underwriting look like when durable signals meet cash flow data? Credit underwriting is evolving fast. Real time cash flow data, alternative signals, and advanced machine learning models are reshaping how lenders understand risk — but the real shift isn’t a choice between “traditional scores” and “real time underwriting.” It’s how institutions combine stable, explainable risk ranking with more dynamic signals, without creating new governance or model risk headaches.

This session brings together experts from FICO’s analytics and client teams to explore where cash flow data consistently adds value, where it can mislead if overweighted, and how leading lenders are designing decision stacks that hold up across economic cycles. We’ll also examine how these choices affect consumers — and why a clear, consistent risk language remains essential for transparency and trust.

Takeaways:
• How cash flow insights fit into modern underwriting alongside durable, stable credit risk ranking
• How lenders evaluate new signals with rigor and integrate them into existing frameworks
• Why odds shift across the credit cycle even when rank ordering remains stable — and how to use that insight strategically
• Why explainability and a shared risk language matter for both lenders and consumers
 
Lending US/Pacific
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Speakers

Can Arkali

Senior Director - Scores Analytics, FICO

Jonathan Gurwitz

Credit Lead, Plaid