Related Experiment Video
Updated: Mar 10, 2026

Functional Near-Infrared Spectroscopy Hyperscanning Study in Psychological Counseling
Published on: January 17, 2025
Resident characteristics to evaluate during recruitment and interview: a Delphi study
Matthew Martin1, Lenard Salzberg1
1a Duke/Southern Regional Area Health Education Centre (AHEC) Family Medicine Residency Programme , Fayetteville , NC , USA.
This study identified key characteristics for evaluating medical residency candidates. Top traits include clinical skills, medical knowledge, communication, critical thinking, and professionalism, aiding residency program recruitment.
Area of Science:
- Medical Education
- Residency Program Assessment
- Healthcare Professional Development
Background:
- Medical residency recruitment is resource-intensive.
- Limited research guides the evaluation of residency candidates.
- This study identifies essential candidate characteristics for assessment.
Purpose of the Study:
- To establish a consensus-ranked list of successful resident candidate characteristics.
- To guide medical residency programs in evaluating applicants.
- To inform the recruitment and interview process for residency programs.
Main Methods:
- A three-round Delphi study involving 16 expert interviewers from 14 family medicine residency programs.
- Consensus building around a ranked list of candidate traits.
- Interrater reliability analysis using average pair-wise agreement and Krippendorff's Alpha.
Main Results:
- Clinical skills, medical knowledge, interpersonal and communication skills, critical thinking, and professional/ethical behavior were top-ranked characteristics.
- High interrater reliability was achieved, with average pair-wise agreement of 6.30% and 11.04% in rounds two and three.
- A consensus-ranked list of desirable traits for residency candidates was developed.
Conclusions:
- Residency programs can enhance candidate evaluation using an empirically derived list of characteristics.
- The findings provide a foundation for improving the selection process in medical residency.
- Future research should involve national surveys and longitudinal studies to validate the list and correlate it with residency success.
Related Concept Videos
Desirable Characteristics in Others
Surveys
Confirmation Biases
Stereotype Threat and Self-fulfilling Prophecies
The Representativeness Heuristic
Halo Effect

