AI-Era KPIs for Human Capital Management

Proposed performance indicators for human capital management operations where AI and automation create decisions that legacy metrics cannot measure.

21
Proposed KPIs
7
Categories
← All Verticals

AI Screening & Pipeline Integrity (3 KPIs)

Screening False Negative Estimation Rate (SFNER)
GMI-HCM-001 Integration-Required
Screening Score Predictive Validity Index (SSPVI)
GMI-HCM-002 Integration-Required
Homogeneity Amplification Index (HAI)
GMI-HCM-003 Integration-Required

Human-AI Assessment Calibration (4 KPIs)

Assessment Disagreement Resolution Index (ADRI)
GMI-HCM-004 Integration-Required
AI Assessment Anchoring Bias Index (AABI)
GMI-HCM-005 Infrastructure-Dependent
Review Narrative Anchoring Index (RNAI)
GMI-HCM-006 Infrastructure-Dependent
Calibration Predictive Validity Index (CPVI)
GMI-HCM-007 Integration-Required

Predictive Talent Model Accuracy & Side Effects (3 KPIs)

Attrition Prediction Calibration Score (APCS)
GMI-HCM-008 Pilot-Ready
Retention Intervention Value Index (RIVI)
GMI-HCM-009 Integration-Required
Flight Risk Behavioral Impact Score (FRBIS)
GMI-HCM-010 Infrastructure-Dependent

Skills Intelligence Fidelity (3 KPIs)

Skill Inference Accuracy Rate (SIAR)
GMI-HCM-011 Infrastructure-Dependent
Skill Taxonomy Market Alignment Score (STMAS)
GMI-HCM-012 Research-Forward
Internal Mobility Match Quality Score (IMMQS)
GMI-HCM-013 Integration-Required

AI Learning & Development Effectiveness (2 KPIs)

Learning Competence Conversion Rate (LCCR)
GMI-HCM-014 Infrastructure-Dependent
Learning Recommendation Diversity Index (LRDI)
GMI-HCM-015 Pilot-Ready

AI Compensation Integrity (2 KPIs)

Offer Anchor Bias Index (OABI)
GMI-HCM-016 Integration-Required
Pay Equity Model Adequacy Score (PEMAS)
GMI-HCM-017 Research-Forward

Regulatory Compliance & Multi-System Coherence (4 KPIs)

Talent AI Coherence Index (TACI)
GMI-HCM-018 Infrastructure-Dependent
Bias Audit Regulatory Coverage Score (BARCS)
GMI-HCM-019 Integration-Required
Employee Complaint Classification Accuracy Rate (ECCAR)
GMI-HCM-020 Integration-Required
Recruiter Assessment Skill Atrophy Rate (RASAR)
GMI-HCM-021 Infrastructure-Dependent

Maturity Distribution

Pilot-Ready
2
Integration-Required
10
Infrastructure-Dependent
7
Research-Forward
2

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© 2026 Generative Metrics Institute. All KPIs are proposed, not proven. Developed using the patent-pending Generative Metrics Discovery Framework.