Safety & Security · Software component
Context-Aware PII Detector
Software componentSafety & SecuritySafety, Security & Governancearc:ContextAwarePIIDetector
A PII detector that uses document structure and keyword proximity to field labels to classify otherwise generic values, such as numbers labelled 'Patient ID', as PII.
Responsibility. Detects values that become PII through their labelling context.
Also known as: Context-aware detection, Keyword proximity detection
Variant of PII Detector abstract
When to choose. Choose for identifiers that are PII only in context (patient IDs, account numbers, internal IDs next to field labels).
Relationships
is invoked by dependency
alternative to variability
Quantitative guidance
As stated by the sources; verify before use.
- Example confidence 0.85 for medical record and account numbers (Ch6.4).
Classification
- Patterns
- Keyword proximity analysis
- Quality attributes
- Functional suitability: correctness and validity (ISO/IEC 25010 | NIST AI RMF: valid)
- Risks mitigated
- Exposure of medical record and account numbers
Sources
- Ch6.4: T. Nguyen, "Data Quality Fundamentals," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 6.4. ISBN: 9798244538229.