Walk From Claim to Gold Set
Build a benchmark gold set by deriving cases and labels from the decision claim.
Sam has two weeks to benchmark an AI code-review assistant before renewal. Engineering has 11,000 old pull requests, but only 400 can be labeled. The wrong 400 will make the whole benchmark ceremonial. Use Goal Question Metric as the spine: goal -> benchmark questions -> metrics -> case mix -> labels. The gold set should answer the decision, not merely fill a spreadsheet. Goal Questions Case mix Labels Holdout Start with the renewal decision What should Sam define first? Derive benchmark questions Which question set should drive case selection? Allocate scarce labeling time Which 400-case mix is strongest? Choose labels…
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