ArticleHuman resources for health2009
A review of the application and contribution of discrete choice experiments to inform human resources policy interventions.
Article in Human resources for health, 2009. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 75 papers, 3 of them syntheses that pooled it.
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Who cites it
75 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Application of discrete choice experiments to enhance stakeholder engagement as a strategy for advancing implementation: a systematic review.Implementation science : IS · 2017Pooled it
- The use of discrete choice experiments to inform health workforce policy: a systematic review.BMC health services research · 2014Pooled it
- Discrete choice experiments in health economics: a review of the literature.PharmacoEconomics · 2014Pooled it
- Making nursing a better place: a discrete choice experiment to elicit the job preferences of early-career nurses in England.BMJ open · 2026Article
- Measuring and understanding geographic inequities in physician distribution in the Philippines: a multi-method study protocol.BMJ open · 2026Article
- Identifying community pharmacists' preferences for attributes of public health interventions in Kenya: a discrete choice experiment.Health policy and planning · 2026Article
- Discrete Choice Experiment (DCE) as a Tool to Elicit Patient Preferences in a Complex Benefit-Risk Evaluation: A Case Study.Clinical drug investigation · 2026Article
- From classroom to workforce: a discrete choice analysis of Iranian nursing students' job preferences.BMC medical education · 2025Article
- Comparative differences in job preferences among doctors in different levels of public hospitals in Henan, China: a discrete choice experiment.Frontiers in psychology · 2025Article
- Article
- Discrete choice experiments: a primer for the communication researcher.Frontiers in communication · 2025Article
- Incentivizing Rural Work Preferences Among Specialist Physicians: Protocol for a Discrete Choice Experiment.JMIR research protocols · 2024Article
- Article
- Job preferences of master of public health students in China: a discrete choice experiment.BMC medical education · 2024Article
- Discrete Choice Experiment in Evaluating Preferences for Physical Activity: A Mixed-Methods Study of Attributes and Their Levels.Medical journal of the Islamic Republic of Iran · 2024Article
- How supermarket retailers value business outcomes of healthy food retail strategies: a discrete choice experiment.Frontiers in public health · 2024Article
- Eliciting Depression Patients' Preferences for Medication Management: A Protocol for Discrete Choice Experiment.Patient preference and adherence · 2024Article
- Job preference of preventive medicine students during the COVID-19 pandemic: a discrete choice experiment survey in Shandong Province, China.BMC medical education · 2023Review
- What are the job attribute preferences of physicians and nurses in Türkiye? Evidence from a discrete choice experiment.Human resources for health · 2023Article
- Rural job preferences of graduate class medical students in Ethiopia-a discrete choice experiment (DCE).BMC medical education · 2023Article
15 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Although the factors influencing the shortage and maldistribution of health workers have been well-documented by cross-sectional surveys, there is less evidence on the relative determinants of health workers' job choices, or on the effects of policies designed to address these human resources problems. Recently, a few studies have adopted an innovative approach to studying the determinants of health workers' job preferences. In the absence of longitudinal datasets to analyse the decisions that health workers have actually made, authors have drawn on methods from marketing research and transport economics and used Discrete Choice Experiments to analyse stated preferences of health care providers for different job characteristics. We carried out a literature review of studies using discrete choice experiments to investigate human resources issues related to health workers, both in developed and developing countries. Several economic and health systems bibliographic databases were used, and contacts were made with practitioners in the field to identify published and grey literature. Ten studies were found that used discrete choice experiments to investigate the job preferences of health care providers. The use of discrete choice experiments techniques enabled researchers to determine the relative importance of different factors influencing health workers' choices. The studies showed that non-pecuniary incentives are significant determinants, sometimes more powerful than financial ones. The identified studies also emphasized the importance of investigating the preferences of different subgroups of health workers. Discrete choice experiments are a valuable tool for informing decision-makers on how to design strategies to address human resources problems. As they are relatively quick and cheap survey instruments, discrete choice experiments present various advantages for informing policies in developing countries, where longitudinal labour market data are seldom available. Yet they are complex research instruments requiring expertise in a number of different areas. Therefore it is essential that researchers also understand the potential limitations of discrete choice experiment methods.
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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.