Synthetic data evaluation reference deck
Recall the four-part evaluation deck for synthetic data release readiness.
Privacy lane What question does the privacy lane answer? Think attacker and source linkage. Could the release expose, link to, or memorize source subjects? Use exact-match scans, nearest-neighbor risk, rare-combination checks, DP guarantee review, and recipient-knowledge analysis. Do not mix lanes Which evidence supports a release claim? Keep validation lanes separate when making claims. Stakeholder objection The aggregate similarity score is high. Why do we need subgroup checks? A release review is about to approve a dataset for analysis across customer segments. Your line Aggregate similarity can pass while rare or protected cohorts fail. If users will compare segments, subgroup…
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