Quantitative Governance Metrics

Provide real-time monitoring and portfolio-wide visibility of AI risk levels across the enterprise

Total Models

Critical Risk

High Risk

Medium Risk

Low Risk

Avg Risk Score

Business Unit / Risk	Fairness	Security	Drift	Opaqueness	Robustness	Privacy	Performance	Compliance	Operational	Value	Overall
Finance 42 models	85	92	78	65	71	88	94	95	76	89	83
Marketing 38 models	72	68	85	55	82	75	88	78	70	92	77
Operations 56 models	68	75	92	48	66	72	91	82	88	85	77
HR 28 models	91	70	65	72	78	95	82	88	68	75	78
Customer Service 35 models	75	82	70	88	72	68	85	75	92	80	79
Supply Chain 48 models	70	88	95	52	75	70	92	85	82	78	79

Low Risk

Medium Risk

High Risk

Critical Risk

Credit Decisions

Critical

Customer Data

High

Operational ML

Medium

Marketing Models

Low

Business Unit

Risk Dimension

Threshold

Model Name0	Business Unit0	Type0	Risk Score	Last Assessed0
Credit Score v2.3	Finance	Classification	92%	2 hours ago
Fraud Detection ML	Security	Anomaly	85%	1 day ago
Churn Predictor	Marketing	Classification	45%	3 hours ago
Demand Forecast	Supply Chain	Time Series	68%	12 hours ago
Resume Screener	HR	NLP	78%	2 days ago

Correlation between different risk dimensions (darker = stronger correlation)

	Fairness	Security	Drift	Privacy	Compliance
Fairness	1.00	0.72	0.45	0.68	0.82
Security	0.72	1.00	0.38	0.55	0.61
Drift	0.45	0.38	1.00	0.42	0.48
Privacy	0.68	0.55	0.42	1.00	0.75
Compliance	0.82	0.61	0.48	0.75	1.00

Critical Risk

High Risk

Medium Risk

Low Risk

Rank	Model	Business Unit	Primary Risk	Risk Score	Impact
1	Credit Approval AI	Finance	Fairness Bias	95%	10K users/day
2	Medical Diagnosis	Healthcare	Opaqueness	92%	Patient safety
3	Trading Algorithm	Finance	Security	90%	$1M+ exposure
4	HR Screening Tool	HR	Compliance	88%	Legal risk
5	Pricing Engine	Revenue	Drift	85%	Revenue impact