Zendesk Acceptance Rate Reconstruction
PROBLEM
Chat-to-Messaging migration removed the acceptance_rate metric. No API or report exposed this data.
APPROACH
Pulled raw audit logs via Audits API. Parsed nested JSON to extract conversation_accepted and conversation_missed ticket events. Correlated event timestamps with agent assignment records. Rebuilt metric from first-principles event data.
TOOLS
OUTCOME
Restored agent visibility. 130+ agents tracked daily.