Data & analysisQuality assurancedata
Design a manual-entry accuracy sample
Checks quality without inspecting every record.

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Prompt
Inputs: [ENTRY PROCESS], [RECORD COUNT], [RECORD IDS], [RISK LEVEL]. Propose a reproducible random draw from the supplied record IDs plus a separately labelled risk-targeted sample; if IDs are absent, request them rather than naming selected records. Define field-level errors and an escalation threshold before review. Output: A sampling plan, review sheet and error-rate caveat. Check: Do not combine targeted cases with the random sample when estimating an overall error rate.