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Sunday, September 27, 2026

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Affirm reports more completed purchases from a hybrid underwriting model

Affirm announced a transformer-based underwriting model on September 17 and reported 3.4% more completed purchases against a control group. Its technical account describes a transformer feeding learned credit representations into an XGBoost risk model.

Why it matters

Analysis

Analysis: distinguish the relative conversion increase from a percentage-point approval gain. Evaluate the incremental loans, customer mix, pricing, duration and repayment maturity—not just a headline model metric. The new deep dive separates predictive lift from the economics and governance of the decision.

What remains uncertain

The results and explainability claims are company-reported. Public materials do not provide an independent audit or enough information to reproduce lifetime profitability and subgroup outcomes.

Sources

Affirm — underwriting model announcement, September 17Affirm Technology — hybrid model design and evaluation