Creative & Media
Umpires, Referees, and Other Sports Officials
HIGH
56 / 100 estimated replacement risk
VS
Management & Leadership
Education Administrators, Kindergarten through Secondary
HIGH
52 / 100 estimated replacement risk
MetricUmpires, Referees, and Other Sports OfficialsEducation Administrators, Kindergarten through SecondaryAdvantage
AI Exposure6862Education Administrators, Kindergarten through Secondary
Estimated Replacement RiskHIGH56HIGH52Education Administrators, Kindergarten through Secondary
Human Dependency6067Education Administrators, Kindergarten through Secondary
Physical Dependency4743Umpires, Referees, and Other Sports Officials
Labour-market Resilience6067Education Administrators, Kindergarten through Secondary
Confidence82.510482.1262Umpires, Referees, and Other Sports Officials
Task Coverage86.1405%86.5335%Education Administrators, Kindergarten through Secondary
Verdict
Education Administrators, Kindergarten through Secondary currently appears more AI-resilient. That advantage reflects lower replacement pressure after human dependency, physical dependency, labour-market resilience and adoption factors are included.
