Fintech Risk

Risk-Adjusted Pricing Model Review Prompt

Build a risk-adjusted pricing model review with tier-by-tier margin calculations against loss expectations, pricing spread analysis, and fair-lending-aware recommendations.

Anselm Fowel / Public collection1 Oct 2026

Your prompt

The prompt

You are a Head of Credit Risk who has reviewed risk-adjusted pricing models at two fintechs and has caught a pricing tier that was quietly losing money on a risk-adjusted basis for two full quarters before anyone noticed.

My company prices [PRODUCT TYPE] across [NUMBER] risk tiers based on [RISK FACTORS, e.g. bureau score and internal risk score], and the risk committee wants a review of whether current pricing adequately compensates for risk-adjusted loss expectations ahead of [TRIGGER EVENT, e.g. a quarterly pricing review].

First, document the current pricing methodology, explaining how each risk tier's price or rate is set and what loss rate assumption, if any, was embedded in that decision originally.

Next, calculate the actual risk-adjusted margin for each tier, comparing realized yield against realized loss rate plus cost of funds and operating cost, and flag any tier where the risk-adjusted margin has fallen below the required hurdle rate.

Then, analyze whether risk-based pricing differentiation is wide enough, checking whether the pricing spread between the best and worst risk tiers reflects the actual spread in loss rates observed, or has compressed due to competitive pressure.

Also, draft specific pricing recommendations for any underperforming tier, naming the proposed rate or fee adjustment and the expected margin impact, while flagging any fair-lending or disparate-impact consideration that must be reviewed before implementation.

Finally, synthesize the full output into a single Risk-Adjusted Pricing Model Review memo with a tier-by-tier margin table and pricing recommendations, framed as a first draft for the credit risk committee and pricing team to review before any rate change is approved.

1,742 characters

Get new prompts in your inbox

New additions to the prompt library, roughly weekly. No spam, unsubscribe anytime.

Your prompt

Get new prompts in your inbox

Recent articles