AAISM: Advanced in AI Security Management

De-identification reduces privacy risk but does not make re-identification impossible, particularly as new data sources and analytical capabilities emerge. Continuous monitoring, privacy audits, and adversarial re-identification testing identify whether anonymized data remains vulnerable and support risk-based remediation. NIST recommends evaluating disclosure risks and performing re-identification studies to gauge de-identification risk.