ArticleBMC medical education2023
The impacts of altruism levels on the job preferences of medical students: a cross-sectional study in China.
Article 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, 2 of them syntheses that pooled it.
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Who cites it
9 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- The Evolving Landscape of Discrete Choice Experiments in Health Economics: A Systematic Review.PharmacoEconomics · 2025Pooled it
- Looking inside the lab: a systematic literature review of economic experiments in health service provision.The European journal of health economics : HEPAC : health economics in prevention and care · 2024Pooled it
- Preferences of health professions learners: a scoping review of the use and role of DCEs in health professions education.Medical education online · 2026Article
- Exploring factors influencing medical specialty choice among undergraduates in The Gambia: a situated expectancy-value theory approach.BMC medical education · 2026Article
- Heterogeneity in job preferences among young physicians in Chinese tertiary hospitals: a discrete choice experiment.BMJ open · 2026Article
- Comparative differences in job preferences among doctors in different levels of public hospitals in Henan, China: a discrete choice experiment.Frontiers in psychology · 2025Article
- Incentive affects physicians' willingness to continue participating in urban-rural medical consortia: a comparative study of county and provincial hospitals in Central China.BMC health services research · 2024Article
- Job preferences of master public health candidates in Northeast China based on discrete choice experiments.BMC health services research · 2024Article
- The substitution effect of financial and non-financial incentives at different income levels in physician recruitment: evidence from medical students in China.BMC medical education · 2024Article
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4 authors.
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Abstract
backgroundRational allocation of human resources for health is crucial for ensuring public welfare and equitable access to health services. Understanding medical students' job preferences could help develop effective strategies for the recruitment and retention of the health workforce. Most studies explore the relationship between extrinsic incentives and job choices through discrete choice experiments (DCEs). Little attention has been paid to the influence of intrinsic altruism on job choice. This study aimed to explore the heterogeneous preferences of medical students with different levels of altruism regarding extrinsic job attributes.
methodsWe conducted an online survey with 925 medical students from six hospitals in Beijing from July to September 2021. The survey combined job-choice scenarios through DCEs and a simulation of a laboratory experiment on medical decision-making behavior. Behavioral data were used to quantify altruism levels by estimating altruistic parameters based on a utility function. We fit mixed logit models to estimate the effects of altruism on job preference.
resultsAll attribute levels had the expected effect on job preferences, among which monthly income (importance weight was 30.46%, 95% CI 29.25%-31.67%) and work location (importance weight was 22.39%, 95% CI 21.14%-23.64%) were the most salient factors. The mean altruistic parameter was 0.84 (s.d. 0.19), indicating that medical students' altruism was generally high. The subgroup analysis showed that individuals with higher altruism levels had a greater preference for non-financial incentives such as an excellent work environment, sufficient training and career development opportunities, and a light workload. The change in the rate of the uptake of a rural position by individuals with lower levels of altruism is sensitive to changes in financial incentives.
conclusionsMedical students' altruism was generally high, and those with higher altruism paid more attention to non-financial incentives. This suggests that policymakers and hospital managers should further focus on nonfinancial incentives to better motivate altruistic physicians, in addition to appropriate economic incentive when designing recruitment and retention interventions. Medical school administrations could attach importance to the promotion of altruistic values in medical education.
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