AI-Era KPIs for Mining

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

37
Proposed KPIs
13
Categories

Autonomous Fleet Intelligence & Dispatch Economics (4 KPIs)

Fleet Dispatch Value Index (FDVI)
GMI-MIN-001 Integration-Required
Path Concentration Degradation Rate (PCDR)
GMI-MIN-002 Pilot-Ready
Blend Compliance Deviation Index (BCDI)
GMI-MIN-003 Integration-Required
Exclusion Zone Proportionality Score (EZPS)
GMI-MIN-004 Pilot-Ready

Predictive Geology Model Integrity (4 KPIs)

Grade Prediction Calibration Index (GPCI)
GMI-MIN-005 Integration-Required
Geological Domain Drift Score (GDDS)
GMI-MIN-006 Infrastructure-Dependent
Model Boundary Attribution Rate (MBAR)
GMI-MIN-007 Integration-Required
Override Value Index - Geology (OVI-G)
GMI-MIN-008 Integration-Required

Ventilation Intelligence & Safety Margin Governance (3 KPIs)

Safety Margin Consumption Index (SMCI)
GMI-MIN-009 Integration-Required
Emergency Ventilation Response Latency (EVRL)
GMI-MIN-010 Pilot-Ready
Phantom Zone Ventilation Rate (PZVR)
GMI-MIN-011 Pilot-Ready

Inspection Fidelity & Anomaly Detection Quality (3 KPIs)

Inspection Failure Mode Coverage Ratio (FMCR-M)
GMI-MIN-012 Integration-Required
Detection Confidence Accuracy Score (DCAS)
GMI-MIN-013 Infrastructure-Dependent
Temporal Change Detection Rate (TCDR)
GMI-MIN-014 Integration-Required

Autonomous Drilling & Blast Outcome Alignment (3 KPIs)

Drill-to-Blast Conformance Index (DBCI)
GMI-MIN-015 Integration-Required
Rock Characterization Validation Score (RCVS)
GMI-MIN-016 Infrastructure-Dependent
Pattern Conformance Drift Index (PCDI)
GMI-MIN-017 Integration-Required

Predictive Model Integrity & Calibration (4 KPIs)

RUL Calibration Score (RULCS)
GMI-MIN-018 Integration-Required
Premature Replacement Rate (PRR)
GMI-MIN-019 Integration-Required
Lifecycle Model Survivorship Bias Index (LSBI)
GMI-MIN-020 Infrastructure-Dependent
Severity-Urgency Alignment Score (SUAS)
GMI-MIN-021 Integration-Required

AI-Induced Maintenance Behavior Distortion (4 KPIs)

Deferral Damage Escalation Rate (DDER)
GMI-MIN-022 Integration-Required
Predictive Masking Rate (PMR)
GMI-MIN-023 Integration-Required
Schedule Buffer Consumption Index (SBCI)
GMI-MIN-024 Pilot-Ready
Shutdown Quality-Duration Trade-off Index (SQDI)
GMI-MIN-025 Integration-Required

Multi-System Decision Coherence (3 KPIs)

Predictive Platform Conflict Rate (PPCR)
GMI-MIN-026 Integration-Required
Cross-Component Cascade Attribution Rate (CCAR)
GMI-MIN-027 Infrastructure-Dependent
Systemic Pattern Detection Gap (SPDG)
GMI-MIN-028 Integration-Required

Supply Chain Intelligence Effectiveness (2 KPIs)

Forecast Demand Amplification Index (FDAI)
GMI-MIN-029 Pilot-Ready
Consequence-Weighted Stockout Exposure (CWSE)
GMI-MIN-030 Pilot-Ready

Operator-Maintenance Economic Linkage (2 KPIs)

Operator Impact Attribution Accuracy (OIAA)
GMI-MIN-031 Infrastructure-Dependent
Behavior Modification Net Economic Value (BMNEV)
GMI-MIN-032 Infrastructure-Dependent

Regulatory Compliance Under AI Scheduling (3 KPIs)

MSHA Examination Scheduling Segregation Index (MESSI)
GMI-MIN-033 Pilot-Ready
Regulatory Interval Buffer Index (RIBI)
GMI-MIN-034 Pilot-Ready
Certification Assignment Compliance Rate (CACR)
GMI-MIN-035 Pilot-Ready

Work Order Intelligence & Reliability Data Quality (1 KPIs)

NLP Classification Accuracy Rate (NCAR)
GMI-MIN-036 Integration-Required

Workforce Capability Under AI Augmentation (1 KPIs)

Condition Monitoring Analyst Skill Index (CMASI)
GMI-MIN-037 Infrastructure-Dependent

Maturity Distribution

Pilot-Ready
10
Integration-Required
19
Infrastructure-Dependent
8

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