Agriculture & Environment
Logging Equipment Operators
MODERATE
37 / 100 estimated replacement risk
VS
Installation & Repair
Mobile Heavy Equipment Mechanics, Except Engines
MODERATE
36 / 100 estimated replacement risk
MetricLogging Equipment OperatorsMobile Heavy Equipment Mechanics, Except EnginesAdvantage
AI Exposure4337Mobile Heavy Equipment Mechanics, Except Engines
Estimated Replacement RiskMODERATE37MODERATE36Mobile Heavy Equipment Mechanics, Except Engines
Human Dependency6171Mobile Heavy Equipment Mechanics, Except Engines
Physical Dependency7360Logging Equipment Operators
Labour-market Resilience6276Mobile Heavy Equipment Mechanics, Except Engines
Confidence81.373979.47Logging Equipment Operators
Task Coverage86.7155%80.7171%Logging Equipment Operators
Verdict
Mobile Heavy Equipment Mechanics, Except Engines currently appears more AI-resilient. That advantage reflects lower replacement pressure after human dependency, physical dependency, labour-market resilience and adoption factors are included.