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GDPR is not a ban on people analytics — it is a design requirement. How aggregation thresholds, role-based access and audit trails make workforce data safe to use.

The monthly export-reconcile-rebuild ritual is automatable. How scheduled ingestion, governed metrics and published reports replace manual HR reporting.

Most people analytics effort is data plumbing, not analysis. How automating ingestion, reconciliation and reporting turns HR data into decisions.