All methodologies
AI Complementarity Score
Assesses how AI affects an occupation's tasks (0-100, where 100 = highly complementary, work enhanced by AI). Task-level classification with multi-source cross-validation.
Components
Task-Level Classification
70%Each task classified as augmented, replaced, or unaffected based on GPT exposure score and human necessity (from O*NET work context).
Occupation-Level Cross-Validation
30%Inverted automation probabilities from Frey & Osborne, Webb, and ILO datasets used as a sanity check.
Data Sources
O*NET tasks/work contextGPT ExposureFrey & OsborneWebb AI ExposureILO Global AI Exposure
Limitations
- •Task-level AI exposure research is rapidly evolving; scores may not reflect capabilities of newest models.
- •Human necessity assessment uses O*NET work context as a proxy, not direct measurement.
- •Only classifies current AI capabilities, not near-future developments.
reskilled.info provides signal-based career intelligence, not personalized career advice. All scores are scenario-based outlooks with inherent uncertainty.