Related Experiment Video
Updated: May 21, 2026

Estimate the Cognitive Load Using Electrocardiographic Measure: A Human-AI Collaborative Task
Published on: December 5, 2025
Occupational-level interactions between physical hazards and cognitive ability and skill requirements in predicting
Michael T Ford1, Bryan K Wiggins
1Department of Psychology, University at Albany, State University of New York, Albany, NY 12222, USA. mford@albany.edu
Abstract:
Interactions between occupational-level physical hazards and cognitive ability and skill requirements were examined as predictors of injury incidence rates as reported by the U. S. Bureau of Labor Statistics. Based on ratings provided in the Occupational Information Network (O*NET) database, results across 563 occupations indicate that physical hazards at the occupational level were strongly related to injury incidence rates. Also, as expected, the physical hazard-injury rate relationship was stronger among occupations with high cognitive ability and skill requirements. In addition, there was an unexpected main effect such that occupations with high cognitive ability and skill requirements had lower injury rates even after controlling for physical hazards. The main effect of cognitive ability and skill requirements, combined with the interaction with physical hazards, resulted in unexpectedly high injury rates for low-ability and low-skill occupations with low physical hazard levels. Substantive and methodological explanations for these interactions and their theoretical and practical implications are offered. Results suggest that organizations and occupational health and safety researchers and practitioners should consider the occupational level of analysis and interactions between physical hazards and cognitive requirements in future research and practice when attempting to understand and prevent injuries.
Related Concept Videos
Hazard Rate
Hazard Ratio
For example, in a clinical trial evaluating a...
The Availability Heuristic
Criteria for Causality: Bradford Hill Criteria - II
Halo Effect
Odds Ratio
