Trait-level predictors of human performance outcomes in personnel engaged in stressful laboratory and field tasks.
decision making
emotion
machine learning
memory
military perception
performance
prediction
traits
Journal
Frontiers in psychology
ISSN: 1664-1078
Titre abrégé: Front Psychol
Pays: Switzerland
ID NLM: 101550902
Informations de publication
Date de publication:
2024
2024
Historique:
received:
17
06
2024
accepted:
20
08
2024
medline:
24
9
2024
pubmed:
24
9
2024
entrez:
24
9
2024
Statut:
epublish
Résumé
Personnel performance under stress hinges on various factors, including individual traits, training, context, mental and physiological states, and task demands. This study explored the link between the traits of military personnel and their performance outcomes in five domains: move, shoot, communicate, navigate, and sustain. A total of 387 U.S. Army soldiers participated in this study, undergoing trait assessments covering physical, cognitive, social-emotional, demographic/lifestyle, and health domains. Performance was measured through lab and field events assessing a broad range of individual and team-level skills under conditions demanding resilience to acute cognitive and physical stress exposure. Analysis used feature selection and elastic net regression. Analyses revealed complex associations between traits and performance, with physical, cognitive, health-related, social-emotional, and lifestyle traits playing roles in guiding and constraining performance. Measures of resilience, emotion regulation, grit, and mindfulness were identified as relevant predictors of several performance-related outcomes. Results carry implications for the selection, training, and operational effectiveness of personnel in high-stakes occupations including military and first response. Further research is necessary to explore the mechanisms underlying these associations and inform targeted interventions to boost personnel effectiveness.
Identifiants
pubmed: 39315045
doi: 10.3389/fpsyg.2024.1449200
pmc: PMC11418282
doi:
Types de publication
Journal Article
Langues
eng
Pagination
1449200Informations de copyright
Copyright © 2024 Brunyé, Goring, Cantelon, Eddy, Elkin-Frankston, Elmore, Giles, Hancock, Masud, McIntyre, McKenzie, Mitchell, O’Donovan, Racicot and Ramsay.
Déclaration de conflit d'intérêts
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.