# Privacy-Preserving Data Sharing — Assessment Template ## Data Sharing Configuration | Field | Value | |-------|-------| | Dataset Name | | | Sharing Method | Synthetic / Clean Room / Enclave / Federated | | Generation Tool | SDV / MOSTLY AI / Gretel / Custom | | Model Type | GaussianCopula / CTGAN / TVAE | | Recipient | | | Purpose | | ## Quality Metrics | Metric | Score | Target | Pass? | |--------|-------|--------|-------| | Column Shapes | | > 0.85 | | | Column Pair Trends | | > 0.80 | | | Boundary Adherence | | > 0.95 | | | Category Coverage | | > 0.90 | | ## Privacy Metrics | Metric | Value | Threshold | Safe? | |--------|-------|-----------|-------| | Exact Match Rate | | < 1% | | | Nearest Neighbor Distance | | > 0.1 | | | Membership Inference AUC | | < 0.55 | | ## Approval | Role | Name | Decision | Date | |------|------|----------|------| | Privacy Engineer | | Approve / Reject | | | Data Steward | | Approve / Reject | | | CPO/DPO | | Approve / Reject | |