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Analysis

Expected net recovery: deciding when to fight and when to accept

5 minute read Published 15 October 2026 Simplified Solutions

Defending a dispute costs time and money, whether the case is won or lost. A sensible policy is not to fight everything. It is to fight the cases where the expected return is greater than the cost.

A simple model

Expected net recovery is the chance of winning multiplied by the amount at stake, minus the cost of fighting. The cost includes analyst time, fees and any impact on your relationship with the customer.

Case A: €240 dispute

Chance of winning55%
Expected recovery€132
Cost to fight€18
Fight: net €114 expected

Case B: €25 dispute

Chance of winning40%
Expected recovery€10
Cost to fight€18
Accept: €8 expected loss
Illustrative worked example. Figures are for explanation only

In Case A, a strong evidence package gives a good chance of winning a meaningful amount, so fighting is clearly worthwhile. In Case B, even a reasonable chance of winning cannot cover the cost of the work, so accepting the dispute is the better decision.

What goes into the estimate

  • Likelihood of winning, based on evidence completeness and past outcomes for similar cases
  • Value at stake and any fees attached to the dispute
  • Cost of the work, including analyst time
  • Effect on dispute ratios and scheme monitoring thresholds
  • Customer relationship and lifetime value

Turn it into thresholds

Once the model is set up, convert it into rules. Cases above a value and confidence threshold are prepared automatically. Low value cases with weak evidence are accepted or refunded early. Everything in between goes to a reviewer. The result is consistent decisions that do not depend on who picks up the case.

Keep learning. Feed outcomes back into the model, so the estimate of the chance of winning improves with every resolved case.

The takeaway

Fight selectively and with evidence. Expected net recovery gives teams a shared, defensible way to decide where effort should go.

Next step

See SIMPLIChargeback working on your own disputes

Share a sample of historical disputes and we will show you the evidence, the recommended action and the audit trail.