Best Transition Paths
For high-exposure occupations, these are the most feasible transitions to less-exposed alternatives. Scores combine archetype similarity, skill overlap, wage preservation, demand strength, and risk improvement.
Statistical officer/Data analyst SSOC 21231
100/100 scoreEnumerator/Market research interviewer SSOC 43142
100/100 scoreStatistical clerk SSOC 43141
100/100 scoreTypist and word processing operator SSOC 41310
100/100 scoreData scientist SSOC 21222
99/100 scoreStatistician SSOC 21221
99/100 scoreTranslator SSOC 26431
99/100 scoreFinancial markets back office administrator SSOC 33121
99/100 scoreAccountant (excluding tax accountant) SSOC 24111
98/100 scoreAuditor (accounting) SSOC 24112
98/100 scoreTax accountant SSOC 24113
98/100 scoreArt and craft instructor (extracurriculum) SSOC 36202
98/100 score 98/100 score
Language instructor (extracurriculum) SSOC 36201
98/100 scoreFrequently asked questions
What career transitions reduce AI exposure?
The best transitions move workers from high-exposure roles to adjacent occupations with lower AI exposure while leveraging similar skills. Transition feasibility is scored by skill overlap and exposure reduction.
How are career transition scores calculated?
Transition scores combine skill similarity with the reduction in AI exposure rank. They are exploratory decision support, not predicted transition success.