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Data Validation

Compare figures, dates and times on the proof with the source document, highlight any mismatches, and provide a short …

2heights
2tasks
1roles do it

The same job, four heights

do it · improve it · decide · become
AExecute — “help me do it”Compare figures, dates and times on the proof with the source document, highlight any…+
Compare figures, dates and times on the proof with the source document, highlight any mismatches, and provide a short report for the editor to correct before publication.
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed.
BImprove — “do it better”Cross-check all figures, dates and times against the source doc; highlight discrepancies, note…+
Cross-check all figures, dates and times against the source doc; highlight discrepancies, note likely causes (transcription, editioning), and prioritize mismatches by severity so the editor can quickly decide what to correct before we publish.
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed.

The real tasks

1 of them
Compare figures, dates and times on the proof with the source doc and highlight any mismatches for correction.

Who does this

1 roles
Copy Editor

Questions people ask

honest answers

Because you rarely think 'I want the redaction tool'. You think 'I have to share this without leaking the client's details'. Start from the need, and the feature finds you.

Real. Every job here was drawn from what people in real roles were actually seen doing in Express — not a feature checklist.

No. Each page gives you a ready prompt you can paste into an AI assistant, plus the plain steps to do it yourself. Start with either — the goal is the finished job, not the tool.