SynthesisBMC medical education2023
Emotional intelligence weakly predicts academic success in medical programs: a multilevel meta-analysis and systematic review.
Synthesis in BMC medical education, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
9 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Enhancing emotional intelligence in medical education: a systematic review of interventions.Frontiers in medicine · 2025Pooled it
- Assessing the Level of Emotional Intelligence Among Medical Students in Khyber Pakhtunkhwa, Pakistan: A Cross-Sectional Study.Health science reports · 2026Article
- Leading With HEART©: Equine-Assisted Leadership Training Fosters Emotional Intelligence, Resilience, and Identity Formation in First-Year Osteopathic Medical Students.Medical science educator · 2026Article
- When emotional intelligence measures disagree: discordant profiles in allied health students and why classification uncertainty matters.Frontiers in psychology · 2026Article
- Organizational Psychology Theories in Graduate Medical Education: A Narrative Review.HCA healthcare journal of medicine · 2026Review
- Bearing Witness With(out) Emotional Intelligence.Journal of general internal medicine · 2025Article
- Emotional Intelligence May Be Associated with Some Forms of Creative Potential.Journal of Intelligence · 2024Article
- Relationship between academic success, distance education learning environments, and its related factors among medical sciences students: a cross-sectional study.BMC medical education · 2023Article
- Need Action for No Relationship Between Emotional Intelligence on Physical Activity Among Undergraduates in Colombo District.Journal of multidisciplinary healthcare · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundEmotional intelligence (EI) is a predictive factor of academic success in undergraduate Doctor of Medicine (MD) programs. Although some research suggests a positive association between EI and academic success in MD programs, other research reports neither an association nor a negative correlation between the two variables. The current study aimed to resolve these contradictory findings by conducting a systematic review and a meta-analysis using research from 2005 to 2022.
methodsData were analyzed using a multilevel modeling approach to (a) estimate the overall relationship between EI and academic success in MD programs and (b) determine whether the mean effect size varies according to country (United States vs. non-United States countries), age, EI test, EI task nature (ability-based vs. trait-based), EI subscales, and academic performance criteria (grade point average vs. examinations).
resultsFindings from 20 studies (m = 105; N = 4,227) indicated a positive correlation between EI and academic success (r = .13, 95% CI [.08, - .27], p < .01). Moderator analyses indicated that the mean effect size significantly varied according to EI tests and EI subscales. Moreover, three-level multiple regression analyses showed that between-study variance explained 29.5% of the variability in the mean effect size, whereas within-study variance explained 33.5% of the variability in the mean effect.
conclusionsOverall, the current findings show that EI is significantly, albeit weakly, related to academic success in MD programs. Medical researchers and practitioners can therefore focus on integrating EI-related skills into the MD curriculum or target them through professional development training and programs.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.