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lifecycle

Stage 08 · data

Data Management

What this stage does

Own data quality end to end: standards, edit checks, query lifecycle, and clean-file readiness.

Where AI applies

Query triage, cross-form anomaly detection, and mapping proposals when new sources land mid-study.