Prioritize post-refund repeat-use erosion driver
A correct financial adjustment can still leave a customer unsure what comes next.
Teams often have to distinguish trust loss from ordinary post-purchase behavior before choosing where to intervene.
“The refund showed up, but I still couldn’t tell what I owed after that.”
Amir Moradi · Parent and repeat online shopper
Uses installment plans for family purchases and recently returned part of a multi-item order.
What pulls against what
- repeat use vs. causal certainty
- customer trust vs. merchant variation
- fast learning vs. broad diagnosis
What is at stake
Repeat use drops after refunds, but the cause is uncertain. The product decision is whether to pursue clarity, confidence, or a different underlying outcome
Why Affirm
At Affirm, repeat use may depend on whether plan changes remain understandable after the original purchase is no longer intact.
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.