Skills Compliance

Redress consistency

Two customers, same failure, same circumstances, different outcomes. It is one of the few CX findings that is indefensible on its face — and unlike most conduct questions, it is measurable from data most firms already hold.

ComplianceComplaints and conductAnalysisAny helpdeskRead-only
Installnpx rulebase-skills install cx-redress-consistency

When to use it

Reach for this when someone says any of these — they are the phrases the skill itself triggers on:

  • are our refunds consistent
  • do we compensate similar cases the same way
  • audit our goodwill decisions

How it works

The method, in the order the skill runs it. The full procedure — tables, worked examples and the edge cases — is in the skill itself.

  1. Compare like with like, or find nothing

    Raw variation in redress amounts is meaningless — cases genuinely differ. The audit only works once you have defined comparable groups.

  2. The dimensions to test

    For each comparable group, test whether outcome varies with: Escalation intensity.

  3. What justified variation looks like

    Not all variation is a problem, and an audit that treats it all as one will be dismissed. Legitimate reasons, each of which needs to be recorded to count: A different loss, A different failure despite a shared category label, Non-monetary remedy given instead, and accepted, Customer declined, or asked for something else, Contractual entitlement genuinely differs by product or tier, A recorded exception with a stated

  4. The remediation question

    Where the audit finds a group that was systematically under-compensated, the next question is not analytical.

Related skills

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