Quality Assurance & Ethics
Founder-Led Oversight
Founder involvement at every stage ensures strategic and methodological integrity.
3T Principle
- Truth: authentic, consented responses only
- Trace: full provenance of who collected what, when, and how
- Triangulate: cross-validation across methods and data sources
Embedded Frameworks
- MAL Micro-Audit Loop
- CTC Clean-to-Clarity Protocol
- CER Cross-Eye Review
- DPT Data Provenance Trail
- PAR Project Autopsy Review
Quality Metrics
- Data rejection ≤ 5%
- Back-check ≥ 90%
- Duration adherence ≥ 85%
- Cleaning turnaround ≤ 48 hours
Ethics
- Human Dignity Clause for sensitive studies
- Encrypted data storage
- Clear consent protocols
- Provenance archives retained for 12 months