Privacy Risk Quantification Execution Playbook
This playbook expands the proposal into an implementation-ready execution plan.
Purpose
Provide practical guidance to complete each of the 4 phases with:
- Clear goals and boundaries.
- Recommended technology stack with rationale.
- Actionable step-by-step tasks.
- Quality gates and completion criteria.
- Risks and mitigation strategies.
Document Index
[!NOTE]
This document is still being worked on. The index now includes implementation runbooks, technical documentation, and a visual progress dashboard.
Phase Execution Guides
- Tech Stack
- Recommended architecture, tools, and package choices.
- Rationale and alternatives.
- Phase 1: Standards Mapping
- Detailed execution of standards-to-indicators mapping.
- Phase 2: Metrics and Data
- Detailed execution of metric design and synthetic/public data preparation.
- Phase 3: AI Prototype
- Detailed execution of PrivacyBERT + Bayesian scoring prototype.
- Phase 4: Validation and Reporting
- Detailed execution of validation, benchmarking, and reporting.
Implementation Runbooks and Technical Documentation
Phase 1
- Phase 1: Implementation Runbook
- Commands and operational steps for running the implemented Phase 1 pipeline.
Phase 2
- Phase 2: Implementation Runbook
- Commands and operational steps for running the implemented Phase 2 pipeline.
- Phase 2: Technical Documentation
- Architecture, rationale, data contracts, scoring logic, and quality gates for Phase 2.
Phase 3
- Phase 3: Implementation Runbook
- Commands and operational steps for running the implemented Phase 3 pipeline.
- Includes acceptance-freeze workflow for proposal-aligned Phase 3 handoff into validation.
- Note: Phase 3 technical documentation is still in progress and will be added soon.
Visualisations
- Phase 1-2 Progress and Accuracy Dashboard
- Charts and figure tables showing progress and model-quality indicators across Phase 1 and 2.
Suggested Working Rhythm
- Weekly cadence: plan on Monday, execute Tue-Thu, review Friday.
- End of each phase: produce a signed-off artifact package before moving to next phase.
- Keep a living assumptions log and decision log to reduce rework.
Phase Dependency Map
- Phase 1 output (indicator catalog) is required by Phase 2.
- Phase 2 output (metric definitions + data assets) is required by Phase 3.
- Phase 3 output (integrated prototype) is required by Phase 4.
- If one phase slips, prioritize preserving quality gates over artificial schedule adherence.