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Data Validation

Compare the fact table on page 7 with the source spreadsheet and flag swapped figures or unit mismatches; correct any …

2heights
2tasks
1roles do it

The same job, four heights

do it · improve it · decide · become
AExecute — “help me do it”Compare the fact table on page 7 with the source spreadsheet and flag swapped figures or unit…+
Compare the fact table on page 7 with the source spreadsheet and flag swapped figures or unit mismatches; correct any numeric or unit errors in the table and note each change with a source cell reference.
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed.
BImprove — “do it better”Audit the data table for statistics editor Priya: verify every figure against the supplied…+
Audit the data table for statistics editor Priya: verify every figure against the supplied spreadsheet, correct swapped numbers and unit mismatches, annotate each correction with the original sheet cell and a one‑line explanation of the discrepancy, and save a change log for legal review.
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 a fact table against the source document to catch swapped figures or unit mismatches before publication.

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 Illustrator — 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.