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The AI LendScape Blog
Exploring how AI is reshaping consumer lending - and what regulators, compliance teams, and counsel need to know.
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Unsafe and Unsound: A New Analysis of the CFPB's Use of BISG Race Proxies For Disparate Impact Enforcement
More than once, the CFPB has paired novel analytical technology with an equally novel theory of discrimination while skipping the model-validation discipline federal regulators expect of supervised banks. This is the earlier and costliest instance: a BISG-based regression estimator that, under the disparate impact theory the agencies pled, roughly doubled the pricing disparities behind $160M+ in indirect-auto settlements—then became a default fair-lending test for industry co

Richard Pace, PhD
12 hours ago47 min read


Regulation B(eware): Is Algorithmic Debiasing Now Intentional Proxy Discrimination?
The headline of the CFPB's new Regulation B is that ECOA no longer bars disparate impact. But for non-mortgage lenders, a quieter clause matters more: its intent-based proxy test is direction-agnostic, reaching variables used to advantage or disadvantage a protected class alike. That language captures exactly how modern algorithmically-debiased "less discriminatory alternative" credit models work—recasting a former compliance tool as potential disparate treatment.

Richard Pace, PhD
Jun 114 min read


Disparate Impact is Dead. Long Live Disparate Impact.
The 2025 EO didn't kill disparate impact — SCOTUS settled that in Inclusive Communities. But agency enforcement overreach may have invited the blow.

Richard Pace, PhD
Jul 11, 202543 min read
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