Panel

What Actually Works?

October 22, 2026

Testing and measuring better strategies across the lending lifecycle. Lending teams have more data and more ways to optimize than ever, but knowing what actually drives better outcomes requires experimentation. A new acquisition channel can bring in more customers while worsening credit quality. A tighter approval rule can lower losses while turning away profitable borrowers. A collections campaign can improve short-term payments without changing eventual recoveries. These trade-offs are difficult to see without disciplined testing. This panel examines how lenders design experiments across acquisition, underwriting, pricing, line management and servicing; choose the right measures; and separate a strategy’s effect from changes in the economy or the borrower mix.

Speakers

Moderator
Brent Reynolds

Brent Reynolds

CEO | Founder

Brent Reynolds company
Speaker
Melissa Carnovale

Melissa Carnovale

Head of Bank Programs Delivery & Operations

Speaker
Sapna Handa

Sapna Handa

Credit Solutions Partner

Speaker
Samantha Simpson

Samantha Simpson

Analytics Lead

Samantha Simpson company
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