VS
Engineering & Architecture
Manufacturing Engineers
VERY HIGH
66 / 100 estimated replacement risk
MetricMaterials ScientistsManufacturing EngineersAdvantage
AI Exposure7178Materials Scientists
Estimated Replacement RiskVERY HIGH65VERY HIGH66Materials Scientists
Human Dependency6064Manufacturing Engineers
Physical Dependency2936Manufacturing Engineers
Labour-market Resilience5558Manufacturing Engineers
Confidence83.142782.7303Materials Scientists
Task Coverage87.3258%85.3736%Materials Scientists
Verdict
Materials Scientists currently appears more AI-resilient. That advantage reflects lower replacement pressure after human dependency, physical dependency, labour-market resilience and adoption factors are included.