Diagnose rising active-plan notification opt-outs
A change in customer behavior can point to several different product truths.
Reducing friction and preserving useful reminders may require different interpretations of the same signal.
“I don’t want to miss anything important, but I’m tired of every update feeling urgent.”
Inyoung Yamamoto · Retail shopper
She has used several interest-free plans and recently turned off nonessential notifications after receiving overlapping updates.
What pulls against what
- message relief vs. repayment awareness
- inferred feedback vs. behavioral evidence
- fast targeting changes vs. causal learning
- customer preference vs. required communication
What is at stake
A rising opt-out rate could signal message fatigue or a deeper engagement problem. The next experiment depends on choosing the right explanation
Why Affirm
At Affirm, notification behavior can sometimes be an early signal of how shoppers experience plan management.
Written for
This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.