01
Data Correction
Synthetic Augmentation Decision Tool
A governed decision path for diagnosing representation deficits and determining when synthetic augmentation is appropriate.
- DPR ≥ 0.80
- AUC tolerance ≤ 0.02
- Training-fold controls
Participant library
The framework, made operational.
Review the practitioner tools before completing the questionnaire. Each document translates one PAL layer into a concrete workflow, record, or decision process. Select any tool to view it right here on this site.
02
Bias Detection
Fairness Monitoring Protocol
A production monitoring and escalation protocol with event triggers, accountable owners, and retained evidence.
- Green / Amber / Red
- Event-triggered review
- Named ownership
03
Explainability
Adverse-Action Explanation Reporting Template
An applicant-level record connecting model attribution, counterfactual review, proxy screening, and regulatory reason language.
- SHAP attribution
- Counterfactual verification
- Proxy review
04
Governance
Pre-Registration Template & Audit-Trail Checklist
A pre-commitment and evidence-retention structure for repeatable, independently reviewable fairness decisions.
- Pre-registered metrics
- Sign-offs & deviations
- Revalidation records
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Keep these tools open as references while rating their relevance and feasibility.
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