What checks should we run on a sample before accepting it for evaluation use?
A checklist for reviewing a sample: key correctness, link integrity, label balance, trap coverage, policy versions, leakage and resemblance to real people.
Run these checks on a small sample before you spend effort on a full run, and record the result of each so you can compare later releases.
- **Solve a subset by hand:** work out the outcome from policy and case, then compare with the key. Note every disagreement. - **Link integrity:** every foreign key resolves, and no document, party or prior case is orphaned. - **Label balance:** queues, statuses and outcomes are spread so that a constant answer scores poorly. - **Field-to-label dependence:** tabulate each incidental field, such as channel, against the expected queue to spot shortcuts. - **Trap coverage:** each failure mode you care about has several cases, and each is labelled in the key. - **Policy versions:** cases near a policy change date use the rule in force on the received date. - **Reset behaviour:** run the same task twice from reset and confirm identical starting state. - **Resemblance review:** scan names, addresses and identifiers for similarity to real people or organisations, and report anything found.
Treat any failed check as a question for the provider, not as a reason to drop the sample. Ask for a corrected version and note what changed.
Running these checks on a small sample is a cheaper way to find problems than discovering them in your results.
- Audience:
- Evaluation teams
- Content type:
- Checklist
- Buyer question:
- How to evaluate it
Content release: r-a220eb6e099b243b
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