AI-Era KPIs for Aviation

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

41
Proposed KPIs
13
Categories

Disruption Recovery Intelligence (3 KPIs)

Recovery Resilience Consumption Index (RRCI)
GMI-AVI-001 Integration-Required
Passenger Journey Degradation Index (PJDI)
GMI-AVI-002 Integration-Required
Recovery Equity Variance (REV)
GMI-AVI-003 Infrastructure-Dependent

Revenue Optimization Coherence (3 KPIs)

Network Revenue Displacement Index (NRDI)
GMI-AVI-004 Research-Forward
Overbooking Calibration Score (OCS)
GMI-AVI-005 Pilot-Ready
Cargo-Passenger Payload Coherence Score (CPPCS)
GMI-AVI-006 Integration-Required

Predictive Maintenance Calibration (2 KPIs)

RUL Confidence Calibration Index (RCCI)
GMI-AVI-007 Integration-Required
Alert Economic Timing Index (AETI)
GMI-AVI-008 Integration-Required

Crew Scheduling Safety and Resilience (4 KPIs)

Fatigue-Legal Divergence Index (FLDI)
GMI-AVI-009 Integration-Required
Schedule Resilience Deficit (SRD)
GMI-AVI-010 Pilot-Ready
Qualification Currency Verification Rate (QCVR)
GMI-AVI-011 Pilot-Ready
Compliance Scheduling Segregation Index (CSSI)
GMI-AVI-012 Pilot-Ready

Airport Operational Prediction Quality (4 KPIs)

Turnaround Prediction Accuracy (TPA)
GMI-AVI-013 Pilot-Ready
Gate Assignment Connection Impact Score (GACIS)
GMI-AVI-014 Integration-Required
Gate Hold Net Value Score (GHNVS)
GMI-AVI-015 Integration-Required
Proactive Rebooking Precision (PRP)
GMI-AVI-016 Integration-Required

Safety Analytics Integrity (3 KPIs)

Safety Classification Concordance Rate (SCCR)
GMI-AVI-017 Integration-Required
Hazard Trend Validation Rate (HTVR)
GMI-AVI-018 Infrastructure-Dependent
Airworthiness Misclassification Capture Rate (AMCR)
GMI-AVI-019 Integration-Required

Security and Compliance AI Calibration (3 KPIs)

Fuel Tail-Risk Calibration Index (FTRCI)
GMI-AVI-020 Research-Forward
Automated Threat Detection Novel-Signature Coverage Rate (ATDNCR)
GMI-AVI-021 Infrastructure-Dependent
Screening Throughput-Sensitivity Trade-off Index (STSTI)
GMI-AVI-022 Infrastructure-Dependent

Predictive Life Management Accuracy (3 KPIs)

Operating Environment Prediction Bias Index (OEPBI)
GMI-AVI-023 Integration-Required
Repair-vs-Buy Outcome Accuracy Rate (RBOAR)
GMI-AVI-024 Integration-Required
Prediction Source Accuracy Differential (PSAD)
GMI-AVI-025 Integration-Required

Maintenance Program Integrity (4 KPIs)

Task Deferral Compounding Index (TDCI)
GMI-AVI-026 Pilot-Ready
Interval Extension Evidence Validity Score (IEEVS)
GMI-AVI-027 Integration-Required
Sub-System Trend Sensitivity Index (STSI)
GMI-AVI-028 Integration-Required
Reliability Alert Operational Value Index (RAOVI)
GMI-AVI-029 Integration-Required

Engineering Disposition and Regulatory Classification (2 KPIs)

AD/SB Classification Concordance Rate (ADCR)
GMI-AVI-030 Integration-Required
Disposition Recommendation Bias Index (DRBI)
GMI-AVI-031 Integration-Required

Parts and Supply Chain Prediction (2 KPIs)

Demand Forecast Strategy Alignment Index (DFSAI)
GMI-AVI-032 Integration-Required
Pool TAT Distribution Coverage Score (PTDCS)
GMI-AVI-033 Pilot-Ready

Inspection and Verification Integrity (4 KPIs)

CV Detection Threshold Alignment Rate (CVDTAR)
GMI-AVI-034 Integration-Required
CV Failure Mode Coverage Score (CVFMCS)
GMI-AVI-035 Infrastructure-Dependent
Technical Records Semantic Accuracy Rate (TRSAR)
GMI-AVI-036 Integration-Required
Maintenance Task Authorization Verification Rate (MTAVR)
GMI-AVI-037 Pilot-Ready

Operational Decision Quality Under Pressure (4 KPIs)

Fault Isolation Accuracy-Speed Trade-off Index (FIASTI)
GMI-AVI-038 Integration-Required
MEL Deferral Operational Context Score (MDOCS)
GMI-AVI-039 Integration-Required
Check Duration Pressure Index (CDPI)
GMI-AVI-040 Integration-Required
MEL Interaction Risk Score (MIRS)
GMI-AVI-041 Research-Forward

Maturity Distribution

Pilot-Ready
8
Integration-Required
25
Infrastructure-Dependent
5
Research-Forward
3

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