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Published in: BMC Health Services Research 1/2012

Open Access 01-12-2012 | Research article

Preferences for working in rural clinics among trainee health professionals in Uganda: a discrete choice experiment

Authors: Peter C Rockers, Wanda Jaskiewicz, Laura Wurts, Margaret E Kruk, George S Mgomella, Francis Ntalazi, Kate Tulenko

Published in: BMC Health Services Research | Issue 1/2012

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Abstract

Background

Health facilities require teams of health workers with complementary skills and responsibilities to efficiently provide quality care. In low-income countries, failure to attract and retain health workers in rural areas reduces population access to health services and undermines facility performance, resulting in poor health outcomes. It is important that governments consider health worker preferences in crafting policies to address attraction and retention in underserved areas.

Methods

We investigated preferences for job characteristics among final year medical, nursing, pharmacy, and laboratory students at select universities in Uganda. Participants were administered a cadre-specific discrete choice experiment that elicited preferences for attributes of potential job postings they were likely to pursue after graduation. Job attributes included salary, facility quality, housing, length of commitment, manager support, training tuition, and dual practice opportunities. Mixed logit models were used to estimate stated preferences for these attributes.

Results

Data were collected from 246 medical students, 132 nursing students, 50 pharmacy students and 57 laboratory students. For all student-groups, choice of job posting was strongly influenced by salary, facility quality and manager support, relative to other attributes. For medical and laboratory students, tuition support for future training was also important, while pharmacy students valued opportunities for dual practice.

Conclusions

In Uganda, financial and non-financial incentives may be effective in attracting health workers to underserved areas. Our findings contribute to mounting evidence that salary is not the only important factor health workers consider when deciding where to work. Better quality facilities and supportive managers were important to all students. Similarities in preferences for these factors suggest that team-based, facility-level strategies for attracting health workers may be appropriate. Improving facility quality and training managers to be more supportive of facility staff may be particularly cost-effective, as investments are borne once while benefits accrue to a range of health workers at the facility.
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Literature
2.
go back to reference Chen L, Evans T, Anand S, Boufford JI, Brown H, Chowdhury M, Cueto M, Dare L, Dussault G, Elzinga G, et al: Human resources for health: overcoming the crisis. Lancet. 2004, 364: 1984-1990. 10.1016/S0140-6736(04)17482-5.CrossRefPubMed Chen L, Evans T, Anand S, Boufford JI, Brown H, Chowdhury M, Cueto M, Dare L, Dussault G, Elzinga G, et al: Human resources for health: overcoming the crisis. Lancet. 2004, 364: 1984-1990. 10.1016/S0140-6736(04)17482-5.CrossRefPubMed
3.
go back to reference Buchan J, Dal Poz MR: Skill mix in the health care workforce: reviewing the evidence. Bull World Health Organ. 2002, 80: 575-580.PubMedPubMedCentral Buchan J, Dal Poz MR: Skill mix in the health care workforce: reviewing the evidence. Bull World Health Organ. 2002, 80: 575-580.PubMedPubMedCentral
4.
go back to reference Crossan F, Ferguson D: Exploring nursing skill mix: a review. J Nurs Manag. 2005, 13: 356-362. 10.1111/j.1365-2934.2005.00530.x.CrossRefPubMed Crossan F, Ferguson D: Exploring nursing skill mix: a review. J Nurs Manag. 2005, 13: 356-362. 10.1111/j.1365-2934.2005.00530.x.CrossRefPubMed
5.
go back to reference World Health Organization: Increasing access to health workers in remote and rural areas through improved retention. 2010, WHO, Geneva World Health Organization: Increasing access to health workers in remote and rural areas through improved retention. 2010, WHO, Geneva
6.
go back to reference Kruk ME, Johnson JC, Gyakobo M, Agyei-Baffour P, Asabir K, Kotha SR, Kwansah J, Nakua E, Snow RC, Dzodzomenyo M: Rural practice preferences among medical students in Ghana: a discrete choice experiment. Bull World Health Organ. 2010, 88: 333-341. 10.2471/BLT.09.072892.CrossRefPubMedPubMedCentral Kruk ME, Johnson JC, Gyakobo M, Agyei-Baffour P, Asabir K, Kotha SR, Kwansah J, Nakua E, Snow RC, Dzodzomenyo M: Rural practice preferences among medical students in Ghana: a discrete choice experiment. Bull World Health Organ. 2010, 88: 333-341. 10.2471/BLT.09.072892.CrossRefPubMedPubMedCentral
7.
go back to reference Blaauw D, Erasmus E, Pagaiya N, Tangcharoensathein V, Mullei K, Mudhune S, Goodman C, English M, Lagarde M: Policy interventions that attract nurses to rural areas: a multicountry discrete choice experiment. Bull World Health Organ. 2010, 88: 350-356. 10.2471/BLT.09.072918.CrossRefPubMedPubMedCentral Blaauw D, Erasmus E, Pagaiya N, Tangcharoensathein V, Mullei K, Mudhune S, Goodman C, English M, Lagarde M: Policy interventions that attract nurses to rural areas: a multicountry discrete choice experiment. Bull World Health Organ. 2010, 88: 350-356. 10.2471/BLT.09.072918.CrossRefPubMedPubMedCentral
8.
go back to reference Lagarde M, Blaauw D: A review of the application and contribution of discrete choice experiments to inform human resources policy interventions. Hum Resour Health. 2009, 7: 62-10.1186/1478-4491-7-62.CrossRefPubMedPubMedCentral Lagarde M, Blaauw D: A review of the application and contribution of discrete choice experiments to inform human resources policy interventions. Hum Resour Health. 2009, 7: 62-10.1186/1478-4491-7-62.CrossRefPubMedPubMedCentral
9.
go back to reference Mangham LJ, Hanson K: Employment preferences of public sector nurses in Malawi: results from a discrete choice experiment. Trop Med Int Health. 2008, 13: 1433-1441. 10.1111/j.1365-3156.2008.02167.x.CrossRefPubMed Mangham LJ, Hanson K: Employment preferences of public sector nurses in Malawi: results from a discrete choice experiment. Trop Med Int Health. 2008, 13: 1433-1441. 10.1111/j.1365-3156.2008.02167.x.CrossRefPubMed
10.
go back to reference Mangham LJ, Hanson K, McPake B: How to do (or not to do) … Designing a discrete choice experiment for application in a low-income country. Health Policy Plan. 2009, 24: 151-158. 10.1093/heapol/czn047.CrossRefPubMed Mangham LJ, Hanson K, McPake B: How to do (or not to do) … Designing a discrete choice experiment for application in a low-income country. Health Policy Plan. 2009, 24: 151-158. 10.1093/heapol/czn047.CrossRefPubMed
11.
go back to reference Ryan M, Kolstad J, Rockers PC, Dolea C: How to conduct a Discrete Choice Experiment for health workforce recruitment and retention in remote and rural areas: a user guide with case studies. CapacityPlus. World Bank and World Health Organization. 2007, [Forthcoming] Ryan M, Kolstad J, Rockers PC, Dolea C: How to conduct a Discrete Choice Experiment for health workforce recruitment and retention in remote and rural areas: a user guide with case studies. CapacityPlus. World Bank and World Health Organization. 2007, [Forthcoming]
12.
go back to reference Republic of Uganda Ministry of Health: Human resources for health bi-annual report. 2009, Ministry of Health, Kampala Republic of Uganda Ministry of Health: Human resources for health bi-annual report. 2009, Ministry of Health, Kampala
13.
go back to reference Republic of Uganda Ministry of Health: Health sector strategic plan III. 2010, Kampala, Ministry of Health Republic of Uganda Ministry of Health: Health sector strategic plan III. 2010, Kampala, Ministry of Health
14.
go back to reference Uganda Ministry of Health, Project TC: Mapping the Human Resources Management Processes in Uganda. 2008, Kampala, Ministry of Health Uganda Ministry of Health, Project TC: Mapping the Human Resources Management Processes in Uganda. 2008, Kampala, Ministry of Health
16.
go back to reference Ssengooba F: Uganda's minimum package for health care: rationing within the minimum?. Health Pol Dev. 2003, 2. Ssengooba F: Uganda's minimum package for health care: rationing within the minimum?. Health Pol Dev. 2003, 2.
17.
go back to reference Lancsar E, Louviere J: Conducting discrete choice experiments to inform healthcare decision making: a user's guide. Pharmacoeconomics. 2008, 26: 661-677. 10.2165/00019053-200826080-00004.CrossRefPubMed Lancsar E, Louviere J: Conducting discrete choice experiments to inform healthcare decision making: a user's guide. Pharmacoeconomics. 2008, 26: 661-677. 10.2165/00019053-200826080-00004.CrossRefPubMed
18.
go back to reference Matsiko C, Kiwanuka J: A review of human resources for health in Uganda. Health Pol Dev. 2003, 1. Matsiko C, Kiwanuka J: A review of human resources for health in Uganda. Health Pol Dev. 2003, 1.
19.
go back to reference Kjaer T, Gyrd-Hansen D: Preference heterogeneity and choice of cardiac rehabilitation program: results from a discrete choice experiment. Health Policy. 2008, 85: 124-132. 10.1016/j.healthpol.2007.07.002.CrossRefPubMed Kjaer T, Gyrd-Hansen D: Preference heterogeneity and choice of cardiac rehabilitation program: results from a discrete choice experiment. Health Policy. 2008, 85: 124-132. 10.1016/j.healthpol.2007.07.002.CrossRefPubMed
20.
go back to reference Ryan M, Wordsworth S: Sensitivity of Willingness to Pay Estimates to the Level of Attributes in Discrete Choice Experiments. Scott J Pol Econ. 2000, 47: 504-524. 10.1111/1467-9485.00176.CrossRef Ryan M, Wordsworth S: Sensitivity of Willingness to Pay Estimates to the Level of Attributes in Discrete Choice Experiments. Scott J Pol Econ. 2000, 47: 504-524. 10.1111/1467-9485.00176.CrossRef
21.
go back to reference Telser H, Becker K, Zweifel P: Validity and Reliability of Willingness-to-Pay Estimates: Evidence from Two Overlapping Discrete-Choice Experiments. Patient. 2008, 1: 283-298. 10.2165/1312067-200801040-00010.CrossRefPubMed Telser H, Becker K, Zweifel P: Validity and Reliability of Willingness-to-Pay Estimates: Evidence from Two Overlapping Discrete-Choice Experiments. Patient. 2008, 1: 283-298. 10.2165/1312067-200801040-00010.CrossRefPubMed
22.
go back to reference Johnson F, Kanninen B, Bingham M, Özdemir S: Experimental design for stated choice studies. Valuing environmental amenities using stated choice studies. Edited by: Kanninen BJ. 2007, Springer, Dordrecht Johnson F, Kanninen B, Bingham M, Özdemir S: Experimental design for stated choice studies. Valuing environmental amenities using stated choice studies. Edited by: Kanninen BJ. 2007, Springer, Dordrecht
23.
go back to reference Miguel FS, Ryan M, Amaya-Amaya M: 'Irrational' stated preferences: a quantitative and qualitative investigation. Health Econ. 2005, 14: 307-322. 10.1002/hec.912.CrossRefPubMed Miguel FS, Ryan M, Amaya-Amaya M: 'Irrational' stated preferences: a quantitative and qualitative investigation. Health Econ. 2005, 14: 307-322. 10.1002/hec.912.CrossRefPubMed
24.
go back to reference Lancsar E, Louviere J: Deleting 'irrational' responses from discrete choice experiments: a case of investigating or imposing preferences?. Health Econ. 2006, 15: 797-811. 10.1002/hec.1104.CrossRefPubMed Lancsar E, Louviere J: Deleting 'irrational' responses from discrete choice experiments: a case of investigating or imposing preferences?. Health Econ. 2006, 15: 797-811. 10.1002/hec.1104.CrossRefPubMed
25.
go back to reference McCoy D, Bennett S, Witter S, Pond B, Baker B, Gow J, Chand S, Ensor T, McPake B: Salaries and incomes of health workers in sub-Saharan Africa. Lancet. 2008, 371: 675-681. 10.1016/S0140-6736(08)60306-2.CrossRefPubMed McCoy D, Bennett S, Witter S, Pond B, Baker B, Gow J, Chand S, Ensor T, McPake B: Salaries and incomes of health workers in sub-Saharan Africa. Lancet. 2008, 371: 675-681. 10.1016/S0140-6736(08)60306-2.CrossRefPubMed
26.
go back to reference Willis-Shattuck M, Bidwell P, Thomas S, Wyness L, Blaauw D, Ditlopo P: Motivation and retention of health workers in developing countries: a systematic review. BMC Health Serv Res. 2008, 8: 247-10.1186/1472-6963-8-247.CrossRefPubMedPubMedCentral Willis-Shattuck M, Bidwell P, Thomas S, Wyness L, Blaauw D, Ditlopo P: Motivation and retention of health workers in developing countries: a systematic review. BMC Health Serv Res. 2008, 8: 247-10.1186/1472-6963-8-247.CrossRefPubMedPubMedCentral
27.
go back to reference Barnighausen T, Bloom DE: Financial incentives for return of service in underserved areas: a systematic review. BMC Health Serv Res. 2009, 9: 86-10.1186/1472-6963-9-86.CrossRefPubMedPubMedCentral Barnighausen T, Bloom DE: Financial incentives for return of service in underserved areas: a systematic review. BMC Health Serv Res. 2009, 9: 86-10.1186/1472-6963-9-86.CrossRefPubMedPubMedCentral
28.
go back to reference Dambisya Y: A review of non-financial incentives for health worker retention in east and southern Africa. Regional Network for Equity in Health in east and southern Africa (EQUINET). 2007. Dambisya Y: A review of non-financial incentives for health worker retention in east and southern Africa. Regional Network for Equity in Health in east and southern Africa (EQUINET). 2007.
29.
go back to reference Dieleman M, Gerretsen B, van der Wilt GJ: Human resource management interventions to improve health workers' performance in low and middle income countries: a realist review. Health Res Pol Syst. 2009, 7: 7-10.1186/1478-4505-7-7.CrossRef Dieleman M, Gerretsen B, van der Wilt GJ: Human resource management interventions to improve health workers' performance in low and middle income countries: a realist review. Health Res Pol Syst. 2009, 7: 7-10.1186/1478-4505-7-7.CrossRef
30.
go back to reference Ferrinho P, Van Lerberghe W, Fronteira I, Hipolito F, Biscaia A: Dual practice in the health sector: review of the evidence. Hum Resour Health. 2004, 2: 14-10.1186/1478-4491-2-14.CrossRefPubMedPubMedCentral Ferrinho P, Van Lerberghe W, Fronteira I, Hipolito F, Biscaia A: Dual practice in the health sector: review of the evidence. Hum Resour Health. 2004, 2: 14-10.1186/1478-4491-2-14.CrossRefPubMedPubMedCentral
31.
go back to reference Vujicic M, Alfano M, Shengelia B, Witter S: Attracting doctors and medical students to rural Vietnam: insights from a discrete choice experiment. Health, Nutrition and Population Discussion Paper. World Bank, December. 2010, World Bank, Washington DC Vujicic M, Alfano M, Shengelia B, Witter S: Attracting doctors and medical students to rural Vietnam: insights from a discrete choice experiment. Health, Nutrition and Population Discussion Paper. World Bank, December. 2010, World Bank, Washington DC
32.
go back to reference Rockers P, Jaskiewicz W, Kruk M, Phathammavong O, Vangkonevilay P, Paphassarang C, Phachanh I, Wurts L, Tulenko K: Differences in preferences for rural job postings between nursing students and practicing nurses: results of a discrete choice experiment in Lao People’s Democratic Republic. underreview Rockers P, Jaskiewicz W, Kruk M, Phathammavong O, Vangkonevilay P, Paphassarang C, Phachanh I, Wurts L, Tulenko K: Differences in preferences for rural job postings between nursing students and practicing nurses: results of a discrete choice experiment in Lao People’s Democratic Republic. underreview
33.
go back to reference de Bekker-Grob EW, Hol L, Donkers B, van Dam L, Habbema JD, van Leerdam ME, Kuipers EJ, Essink-Bot ML, Steyerberg EW: Labeled versus unlabeled discrete choice experiments in health economics: an application to colorectal cancer screening. Value Health. 2010, 13: 315-323. 10.1111/j.1524-4733.2009.00670.x.CrossRefPubMed de Bekker-Grob EW, Hol L, Donkers B, van Dam L, Habbema JD, van Leerdam ME, Kuipers EJ, Essink-Bot ML, Steyerberg EW: Labeled versus unlabeled discrete choice experiments in health economics: an application to colorectal cancer screening. Value Health. 2010, 13: 315-323. 10.1111/j.1524-4733.2009.00670.x.CrossRefPubMed
34.
go back to reference Ryan M, Gerard K, Watson V, Street D, Burgess L, Amaya-Amaya M: Practical Issues in Conducting a Discrete Choice Experiment. The Economics of Non-Market Goods and Resources. Edited by: Bateman IJ. 2008, Springer, Netherlands, 73-97. Ryan M, Gerard K, Watson V, Street D, Burgess L, Amaya-Amaya M: Practical Issues in Conducting a Discrete Choice Experiment. The Economics of Non-Market Goods and Resources. Edited by: Bateman IJ. 2008, Springer, Netherlands, 73-97.
36.
go back to reference Hole AR: Modelling heterogeneity in patients' preferences for the attributes of a general practitioner appointment. J Health Econ. 2008, 27: 1078-1094. 10.1016/j.jhealeco.2007.11.006.CrossRefPubMed Hole AR: Modelling heterogeneity in patients' preferences for the attributes of a general practitioner appointment. J Health Econ. 2008, 27: 1078-1094. 10.1016/j.jhealeco.2007.11.006.CrossRefPubMed
37.
go back to reference Revelt D, Train K: Mixed logit with repeated choices: households' choices of appliance efficiency levels. Rev Econ Stat. 1998, 80: 647-657. 10.1162/003465398557735.CrossRef Revelt D, Train K: Mixed logit with repeated choices: households' choices of appliance efficiency levels. Rev Econ Stat. 1998, 80: 647-657. 10.1162/003465398557735.CrossRef
38.
go back to reference Scott A: Identifying and analysing dominant preferences in discrete choice experiments: An application in health care. J Econ Psychol. 2002, 23: 383-398. 10.1016/S0167-4870(02)00082-X.CrossRef Scott A: Identifying and analysing dominant preferences in discrete choice experiments: An application in health care. J Econ Psychol. 2002, 23: 383-398. 10.1016/S0167-4870(02)00082-X.CrossRef
39.
go back to reference de Bekker-Grob EW, Ryan M, Gerard K: Discrete choice experiments in health economics: a review of the literature. Health Econ. 2010, 21: 145-172.CrossRefPubMed de Bekker-Grob EW, Ryan M, Gerard K: Discrete choice experiments in health economics: a review of the literature. Health Econ. 2010, 21: 145-172.CrossRefPubMed
40.
go back to reference Hole AR: MIXLOGIT: Stata module to fit mixed logit models by using maximum simulated likelihood. 2007, Boston College Department of Economics, Boston, USA, S456883 Hole AR: MIXLOGIT: Stata module to fit mixed logit models by using maximum simulated likelihood. 2007, Boston College Department of Economics, Boston, USA, S456883
41.
go back to reference Brown DS, Johnson FR, Poulos C, Messonnier ML: Mothers' preferences and willingness to pay for vaccinating daughters against human papillomavirus. Vaccine. 2010, 28: 1702-1708. 10.1016/j.vaccine.2009.12.024.CrossRefPubMed Brown DS, Johnson FR, Poulos C, Messonnier ML: Mothers' preferences and willingness to pay for vaccinating daughters against human papillomavirus. Vaccine. 2010, 28: 1702-1708. 10.1016/j.vaccine.2009.12.024.CrossRefPubMed
Metadata
Title
Preferences for working in rural clinics among trainee health professionals in Uganda: a discrete choice experiment
Authors
Peter C Rockers
Wanda Jaskiewicz
Laura Wurts
Margaret E Kruk
George S Mgomella
Francis Ntalazi
Kate Tulenko
Publication date
01-12-2012
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2012
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/1472-6963-12-212

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