Identify and mitigate risks to break-even

Break-even Risk Assessment for the RH Partnership Offer

Context

You are evaluating a break-even (BE) analysis for a partnership offer with RH (e.g., a promotional discount or financing offer). The BE model estimates whether the promotion produces enough incremental profit to cover its costs. You must identify risks that could invalidate the BE math and specify how to mitigate and monitor them during an experiment.

Assume BE is calculated at the cohort level as:

• Incremental Profit = Incremental Gross Margin − Promo/Funding Cost − Expected Credit Losses − Fraud/Chargebacks − Returns/Operational Leakage − Incremental OpEx.
• Break-even when Incremental Profit ≥ 0.

Task

Enumerate the key risks and, for each, specify:

1. How it would bias the BE math (direction and mechanism).
2. The metric(s) to track during the experiment (e.g., charge-off rate by cohort, net new transactors, RH share of wallet).
3. At least one mitigation (e.g., cap discount per account, targeted eligibility by risk tier, cooldowns, partner funding floors, clawbacks).
4. How to encode these guardrails in the offer terms and the test design.

Risks to cover:

• Seasonality and demand shocks
• Substitution/cannibalization from other categories
• Promo abuse and short-term churners
• Shifts in approval rate/credit quality and expected losses
• Partner underperformance vs. forecast
• Operational leakage (cap/stacking errors, returns)
• Fraud