Security, compliance & fairness.
Explainable by design. Data governance you can audit. Assessment that’s consistent—not arbitrary.
01Explainability
No black-box scoring
- Shared criteria with clear definitions
- Evidence-linked signals (traceability)
- Human review (decision support, not replacement)
02Security
Security & data governance
- Encryption at rest and in transit
- Role-based access control
- Configurable retention and export
03Fairness
Fair assessment requires consistency
Standardized signals reduce arbitrary interpretation. Same criteria across programs and employers. Repeatable evaluation—not automation theater.