AI-Era KPIs for Telecommunications

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

36
Proposed KPIs
16
Categories

Autonomous Network Optimization Coherence (3 KPIs)

Network Optimization Oscillation Rate (NOOR)
GMI-TEL-001 Pilot-Ready
Experience-Proxy Divergence Index (EPDI)
GMI-TEL-002 Integration-Required
SON Override Value Ratio (SOVR)
GMI-TEL-003 Integration-Required

Self-Healing Reliability and Resilience (3 KPIs)

Self-Healing Masking Rate (SHMR)
GMI-TEL-004 Pilot-Ready
Redundancy Budget Depletion Index (RBDI)
GMI-TEL-005 Integration-Required
Fault Diagnosis Calibration Index (FDCI)
GMI-TEL-006 Integration-Required

Predictive Asset Economics (2 KPIs)

Prediction Economic Yield (PEY)
GMI-TEL-007 Integration-Required
Prediction Portfolio Equity Score (PPES)
GMI-TEL-008 Infrastructure-Dependent

Customer Value and Retention Integrity (4 KPIs)

Retention Offer Cannibalization Rate (ROCR)
GMI-TEL-009 Integration-Required
Churn Score Reflexivity Index (CSRI)
GMI-TEL-010 Infrastructure-Dependent
True Resolution Rate — Telecom (TRR-T)
GMI-TEL-011 Pilot-Ready
Sentiment Classification Equity Score (SCES)
GMI-TEL-012 Infrastructure-Dependent

Spectrum and Capacity Investment Accuracy (2 KPIs)

Spectrum Allocation Equity Index (SAEI)
GMI-TEL-013 Integration-Required
Capacity Forecast Accuracy (CFA)
GMI-TEL-014 Pilot-Ready

Fraud, Workforce, and Regulatory Calibration (6 KPIs)

Fraud Detection Coverage Drift (FDCD)
GMI-TEL-015 Integration-Required
Fraud Threshold Optimization Score (FTOS)
GMI-TEL-016 Integration-Required
Technician Skill Breadth Index (TSBI)
GMI-TEL-017 Pilot-Ready
Dispatch Priority Alignment Score (DPAS)
GMI-TEL-018 Pilot-Ready
Compliance Work Segregation Index (CWSI)
GMI-TEL-019 Pilot-Ready
Certification Verification Assurance Rate (CVAR)
GMI-TEL-020 Pilot-Ready

Slice Lifecycle Economics (3 KPIs)

Slice Instantiation Timing Accuracy (SITA)
GMI-TEL-021 Integration-Required
Slice Lifecycle Thrashing Rate (SLTR)
GMI-TEL-022 Pilot-Ready
Slice Over-Provisioning Waste Index (SOWI)
GMI-TEL-023 Pilot-Ready

Inter-Slice Resource Equity and Cascade Risk (3 KPIs)

Guaranteed Minimum Erosion Index (GMEI)
GMI-TEL-024 Integration-Required
Resource Borrowing Cascade Depth (RBCD)
GMI-TEL-025 Integration-Required
Cross-Slice Degradation Proportionality Score (CSDP)
GMI-TEL-026 Integration-Required

Edge Placement and Migration Quality (3 KPIs)

Edge Placement Latency Compliance Score (EPLC)
GMI-TEL-027 Integration-Required
Migration Disruption Cost Index (MDCI)
GMI-TEL-028 Integration-Required
Noisy-Neighbor Interference Index (NNII)
GMI-TEL-029 Infrastructure-Dependent

SLA Assurance Integrity (3 KPIs)

SLA Adjustment Proportionality Score (SAPS)
GMI-TEL-030 Integration-Required
SLA Granularity Adequacy Index (SGAI)
GMI-TEL-031 Infrastructure-Dependent
SLA Assurance Effort Trend (SAET)
GMI-TEL-032 Pilot-Ready

Admission Risk and Security (4 KPIs)

Admission Correlation Risk Score (ACRS)
GMI-TEL-033 Infrastructure-Dependent
Marginal Commitment Risk Index (MCRI)
GMI-TEL-034 Infrastructure-Dependent
Isolation Assurance Depth Score (IADS)
GMI-TEL-035 Research-Forward
Containment Collateral Impact Score (CCIS)
GMI-TEL-036 Integration-Required

AI Inspection Accuracy and Regulatory Sufficiency (4 KPIs)

Defect Severity Grading Accuracy (DSGA)
GMI-TEL-037 Integration-Required
Inspection Detection Coverage Index (IDCI)
GMI-TEL-038 Infrastructure-Dependent
Regulatory Inspection Sufficiency Score (RISS)
GMI-TEL-039 Integration-Required
Inspection Skill Retention Index (ISRI)
GMI-TEL-040 Infrastructure-Dependent

Power and Environmental Predictive Integrity (4 KPIs)

RUL Prediction Accuracy by Equipment Class (RPAC)
GMI-TEL-041 Integration-Required
Premature Replacement Rate (PRR)
GMI-TEL-042 Integration-Required
Storm Readiness Prediction Accuracy (SRPA)
GMI-TEL-043 Integration-Required
Anomaly Baseline Drift Index (ABDI)
GMI-TEL-044 Integration-Required

Asset Risk Scoring and Capital Allocation Quality (2 KPIs)

Risk Score Concentration Bias Index (RCBI)
GMI-TEL-045 Integration-Required
Cost Assumption Currency Score (CACS)
GMI-TEL-046 Pilot-Ready

Maintenance Deferral and Scheduling Quality (2 KPIs)

Deferral Portfolio Risk Accumulation Index (DPRAI)
GMI-TEL-047 Integration-Required
Schedule Condition Quality Correlation (SCQC)
GMI-TEL-048 Infrastructure-Dependent

Fiber and Structural Model Fidelity (3 KPIs)

Predictive Model Observational Reach Score (PMORS)
GMI-TEL-049 Integration-Required
Corrective Action Diagnostic Accuracy (CADA)
GMI-TEL-050 Integration-Required
Structural Twin Divergence Index (STDI)
GMI-TEL-051 Infrastructure-Dependent

Maturity Distribution

Pilot-Ready
12
Integration-Required
27
Infrastructure-Dependent
11
Research-Forward
1

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