Quality research

Call-center disposition quality audit

A source-led audit framework for testing whether call dispositions are consistent, traceable, actionable, and separated from unsupported outcome claims.

Call-center disposition quality audit showing taxonomy, evidence, owner, exception, and review fields

Headline finding A disposition is useful when another person can understand what happened, what did not happen, and who owns the next action. A vague label can make a clean-looking report unreliable.

Methodology Sample dispositions across intents, agents, and channels. Compare labels with source notes and approved taxonomy. Separate missing, duplicate, unresolved, and completed outcomes; publish the sample frame and exclusions.

Key stats and takeaways - Taxonomy consistency must be checked against evidence. - “Completed” should require a defined acceptance condition. - Local audits do not establish universal conversion or savings rates.

Audit model Require intent, action, route, outcome, exception, owner, and due point. Provide an unknown or needs-review label. Change taxonomy only through owner-approved versioning so historical reports remain interpretable.

Measurement table | Measure | Definition | Review question | | --- | --- | --- | | Label agreement | Disposition matches the evidence | Could a second reviewer reproduce it? | | Completion validity | Outcome meets the defined condition | What proof exists? | | Exception rate | Records needing owner review | Is the policy incomplete? | | Taxonomy drift | Labels outside the current version | Who owns cleanup? |

FAQ ### Should agents choose the closest label? Only when the taxonomy says it is valid; otherwise use review status. ### Can a disposition include sensitive details? Only minimum necessary details under the approved access and retention policy.

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