Privacy-aware analytics

Understand where the pathway helps and where it breaks.

Aggregate views protect personal data and separate product health from hiring decisions.

Demonstration environment. Charts and metrics are fictional. Small cohorts would be suppressed in production reporting.

Pathway completion64%+8 points synthetic

Strong-match coverage71%+5 points synthetic

Rural opportunity views29%+11 points synthetic

Mutual interest rate17%+3 points synthetic

Discovery by pathway stage

1L and 2L78%

3L66%

Recent graduate58%

Awaiting bar47%

Minimum cohort thresholdsNo protected-trait optimizationRole-scoped exportsExport expirationDocumented metric definitionsQuarterly fairness review