Table 6 Predictive relevance of the study.

From: IoT enabled offshore infrastructure management and its impact on monitoring maintenance safety compliance and structural resilience

Constructs

SSO

SSE

Q2 (= 1-SSE/SSO)

Automated response systems

1. Alarm systems

2. Autonomous systems

432

386.669

0.105

Data analysis & maintenance

1. Big data analytics

2. Predictive maintenance

648

429.476

0.337

Improved safety and compliance

1. Safety alerts

2. Regulatory compliance

432

246.923

0.428

Real-time monitoring

1. Sensors

2. Environmental monitoring

432

232.26

0.462

Resilience against harsh conditions

1. Adaptive systems

2. Corrosion monitoring

648

426.343

0.342

Structural health monitoring (SHM)

1. Continuous assessment

2. Damage detection and localization

648

541.522

0.164

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