# Ethics & Compliance — Restricted Analytics

![Ethics & Compliance — Restricted Analytics](/docs-content/ad0cbf9b89-04-restricted-analytics.png.webp)

**Navigation:** Intelligence → Ethics & Compliance → Restricted Analytics  
**Access:** restricted aggregate-analysis permission; minimum cohort and purpose controls apply  
**Primary audience:** designated ethics, compliance, HR, legal, and governance leaders

## Purpose

Restricted Analytics reports aggregate review operations and category outcomes while preventing person ranking, individual profiling, or unsafe small-cohort analysis. It supports policy and process oversight, not employee performance management.

## Scope controls and indicators

Period sets the analysis window. Cohort selects an eligible population. Category filters aggregate policy categories. Minimum Cohort displays and enforces the configured privacy threshold.

Eligible Cohort shows people or records meeting scope rules, not named individuals. Signals Reviewed is reviewer workload. Confirmed Category Match shows the percentage whose reviewed outcome retained a policy category. Median Turnaround shows review duration.

## Aggregate review volume

The category chart shows reviewed candidate volume, with suppressed cells where cohort or sensitivity rules are not satisfied. **Review outcome** separates no escalation, more evidence required, dismissed, case created, or other authorized outcomes.

## Analytics safeguards

The safeguard panel confirms minimum cohort, person-ranking disabled, restricted export enforcement, purpose check, and other policy controls. Failure of a safeguard blocks or reduces the view rather than exposing data.

## Supporting analysis

**Review operations** shows total reviewed, category-confirmed, cases created, and escalated. **Safeguard enforcement** documents which controls applied. **Analytics controls** provides period comparison, governed export, and cohort-definition review.

## Actions

- Change period or eligible cohort.
- Compare approved time windows.
- Review the cohort definition and suppression effect.
- Export only an authorized aggregate summary.
- Open process-level evidence, never an unauthorized individual drill-down.

## Recommended procedure

Confirm the legitimate purpose before selecting a cohort. Interpret volume together with source coverage, policy changes, and reviewer throughput. Do not compare small teams or use category rates to rank people or managers.

## Limitations

The page intentionally prevents individual drill-down from aggregate charts. Suppressed or rounded values remain unavailable even to avoid inference. Category confirmation reflects review classification, not legal or disciplinary conclusions.

## Related screens

[Reviewer Audit](/documentation/packages/bnd-ethics/screens/intelligence-ethics-reviewer-audit), [Policies](/documentation/packages/bnd-ethics/screens/intelligence-ethics-policies), and [Cases](/documentation/packages/bnd-ethics/screens/intelligence-ethics-cases).
