Determine dispute-evidence outcome for eligible merchants
Promising correlations often arrive before teams know which outcome is actually worth pursuing.
Merchant maturity, workflow behavior, and product use can point in the same direction for different reasons.
“We submit evidence when we can, but I don’t know what actually moves the result.”
Kostas Nikolaou · Payments Operations Lead
Oversees dispute handling for a fast-growing marketplace with limited specialist capacity.
What pulls against what
- correlation vs. causation
- merchant loss vs. workflow effort
- fast direction vs. credible learning
What is at stake
A strong association may be a real opportunity or a misleading proxy for merchant maturity. Choosing the right learning path prevents a quarter of effort around the wrong outcome
Why Stripe
At Stripe, dispute tooling often sits where merchant resilience and payment-network outcomes meet.
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.