Steven Wood

AUC can improve without moving profit and loss (P&L). Use contribution-weighted evaluation to tie decision changes to dollars with assumptions stakeholders can defend.

Pricing changes revenue per dollar. Limits control dollars at risk. Learn when each lever works—and how to measure impact without fooling yourself.

A practical credit risk glossary for modern underwriting: risk and loss metrics, cash flow signals, servicing and early warning, decision governance, and model validation—plus pitfalls and quick examples.

PD is often treated as fixed, but risk changes when exposure changes. Here’s why limit setting is a risk decision—and what lenders should consider.

Grocery spend totals can hide meaningful differences in repayment capacity. Cash flow underwriting improves credit risk decisions when it moves beyond spend categorization to behavior.