DSAQAI / Model governance
Model governance
Make every material model claim reviewable.
Define the decision boundary, validate in context and retain the evidence of every material change.
Define · Evaluate · Approve · Monitor · Version
Govern the model throughout its lifecycle.
- 01
Define intended and prohibited use, users, decision boundary and accountable owner.
- 02
Evaluate data quality, baseline, performance, robustness, explainability, fairness and security in context.
- 03
Approve the stated scope through product, domain, security, privacy and legal review.
- 04
Monitor input quality, outcomes, overrides, incidents, drift and feedback.
- 05
Version models, rules, prompts and data dependencies with approval and rollback evidence.
Our brand discipline
Human accountability for consequential decisions.
Evidence before claims. Human accountability for consequential decisions.
Build a clearer way forward