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The use of specialty training to retain doctors in Malawi: A discrete choice experiment

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  • Mandeville, Kate L.
  • Ulaya, Godwin
  • Lagarde, Mylène
  • Muula, Adamson S.
  • Dzowela, Titha
  • Hanson, Kara

Abstract

Emigration has contributed to a shortage of doctors in many sub-Saharan African countries. Specialty training is highly valued by doctors and a potential tool for retention. Yet not all types of training may be valued equally. In the first study to examine preferences for postgraduate training in depth, we carried out a discrete choice experiment as part of a cross-sectional survey of all Malawian doctors within seven years of graduation and not yet in specialty training. Over August 2012 to March 2013, 148 doctors took part out of 153 eligible in Malawi. Despite evidence that specialty training is highly sought after, Malawian junior doctors would not accept all types of training. Doctors preferred timely training outside of Malawi in core specialties (internal medicine, general surgery, paediatrics, obstetrics & gynaecology). Specialty preferences are particularly strong, with most junior doctors requiring nearly double their monthly salary to accept training all in Malawi and over six-fold to accept training in ophthalmology (representing a bundle of unpopular but priority specialties). In contrast, the location of work before training did not significantly influence most doctors' choices when guaranteed specialty training. Using a latent class model, we identified four subgroups of junior doctors with distinct preferences. Policy simulations showed that these preferences could be leveraged by policymakers to improve retention in exchange for guaranteed specialty training, however incentivising the uptake of training in priority specialties will only be effective in those with more flexible preferences. These results indicate that indiscriminate expansion of postgraduate training to slow emigration of doctors from sub-Saharan African countries may not be effective unless doctors' preferences are taken into account.

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  • Mandeville, Kate L. & Ulaya, Godwin & Lagarde, Mylène & Muula, Adamson S. & Dzowela, Titha & Hanson, Kara, 2016. "The use of specialty training to retain doctors in Malawi: A discrete choice experiment," Social Science & Medicine, Elsevier, vol. 169(C), pages 109-118.
  • Handle: RePEc:eee:socmed:v:169:y:2016:i:c:p:109-118
    DOI: 10.1016/j.socscimed.2016.09.034
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    References listed on IDEAS

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    1. Mylene Lagarde & Nonglak Pagaiya & Viroj Tangcharoensathian & Duane Blaauw, 2013. "One Size Does Not Fit All: Investigating Doctors' Stated Preference Heterogeneity For Job Incentives To Inform Policy In Thailand," Health Economics, John Wiley & Sons, Ltd., vol. 22(12), pages 1452-1469, December.
    2. Mickael Bech & Dorte Gyrd‐Hansen, 2005. "Effects coding in discrete choice experiments," Health Economics, John Wiley & Sons, Ltd., vol. 14(10), pages 1079-1083, October.
    3. Sivey, Peter & Scott, Anthony & Witt, Julia & Joyce, Catherine & Humphreys, John, 2012. "Junior doctors’ preferences for specialty choice," Journal of Health Economics, Elsevier, vol. 31(6), pages 813-823.
    4. Scott, Anthony & Witt, Julia & Humphreys, John & Joyce, Catherine & Kalb, Guyonne & Jeon, Sung-Hee & McGrail, Matthew, 2013. "Getting doctors into the bush: General Practitioners' preferences for rural location," Social Science & Medicine, Elsevier, vol. 96(C), pages 33-44.
    5. Arne Risa Hole, 2007. "A comparison of approaches to estimating confidence intervals for willingness to pay measures," Health Economics, John Wiley & Sons, Ltd., vol. 16(8), pages 827-840, August.
    6. Vujicic, Marko & Shengelia, Bakhuti & Alfano, Marco & Thu, Ha Bui, 2011. "Physician shortages in rural Vietnam: Using a labor market approach to inform policy," Social Science & Medicine, Elsevier, vol. 73(7), pages 970-977.
    7. Esther W. de Bekker‐Grob & Mandy Ryan & Karen Gerard, 2012. "Discrete choice experiments in health economics: a review of the literature," Health Economics, John Wiley & Sons, Ltd., vol. 21(2), pages 145-172, February.
    8. Michael Clark & Domino Determann & Stavros Petrou & Domenico Moro & Esther Bekker-Grob, 2014. "Discrete Choice Experiments in Health Economics: A Review of the Literature," PharmacoEconomics, Springer, vol. 32(9), pages 883-902, September.
    9. Greene, William H. & Hensher, David A., 2003. "A latent class model for discrete choice analysis: contrasts with mixed logit," Transportation Research Part B: Methodological, Elsevier, vol. 37(8), pages 681-698, September.
    10. Emily Lancsar & Jordan Louviere, 2006. "Deleting ‘irrational’ responses from discrete choice experiments: a case of investigating or imposing preferences?," Health Economics, John Wiley & Sons, Ltd., vol. 15(8), pages 797-811, August.
    11. Madeleine T. King & Jane Hall & Emily Lancsar & Denzil Fiebig & Ishrat Hossain & Jordan Louviere & Helen K. Reddel & Christine R. Jenkins, 2007. "Patient preferences for managing asthma: results from a discrete choice experiment," Health Economics, John Wiley & Sons, Ltd., vol. 16(7), pages 703-717, July.
    12. Krishna D Rao & Mandy Ryan & Zubin Shroff & Marko Vujicic & Sudha Ramani & Peter Berman, 2013. "Rural Clinician Scarcity and Job Preferences of Doctors and Nurses in India: A Discrete Choice Experiment," PLOS ONE, Public Library of Science, vol. 8(12), pages 1-9, December.
    13. Mandy Ryan & Diane Skåtun, 2004. "Modelling non‐demanders in choice experiments," Health Economics, John Wiley & Sons, Ltd., vol. 13(4), pages 397-402, April.
    14. Mandy Ryan & Karen Gerard & Gillian Currie, 2012. "Using Discrete Choice Experiments in Health Economics," Chapters, in: Andrew M. Jones (ed.), The Elgar Companion to Health Economics, Second Edition, chapter 41, Edward Elgar Publishing.
    15. Mandy Ryan & Sarah Wordsworth, 2000. "Sensitivity of Willingness to Pay Estimates to the Level of Attributes in Discrete Choice Experiments," Scottish Journal of Political Economy, Scottish Economic Society, vol. 47(5), pages 504-524, November.
    16. Louviere, Jordan J. & Lancsar, Emily, 2009. "Choice experiments in health: the good, the bad, the ugly and toward a brighter future," Health Economics, Policy and Law, Cambridge University Press, vol. 4(4), pages 527-546, October.
    17. Ryan, Mandy & Wordsworth, Sarah, 2000. "Sensitivity of Willingness to Pay Estimates to the Level of Attributes in Discrete Choice Experiments," Scottish Journal of Political Economy, Scottish Economic Society, vol. 47(5), pages 504-524, November.
    18. Ulla Slothuus Skjoldborg & Dorte Gyrd‐Hansen, 2003. "Conjoint analysis. The cost variable: an Achilles' heel?," Health Economics, John Wiley & Sons, Ltd., vol. 12(6), pages 479-491, June.
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    Cited by:

    1. Arora, Nikita & Quaife, Matthew & Hanson, Kara & Lagarde, Mylène & Woldesenbet, Dorka & Seifu, Abiy & Crastes dit Sourd, Romain, 2022. "Discrete choice analysis of health worker job preferences in Ethiopia: separating attribute non-attendance from taste heterogeneity," LSE Research Online Documents on Economics 113529, London School of Economics and Political Science, LSE Library.
    2. Mandeville, Kate L. & Hanson, Kara & Muula, Adamson S. & Dzowela, Titha & Ulaya, Godwin & Lagarde, Mylène, 2017. "Specialty training for the retention of Malawian doctors: A cost-effectiveness analysis," Social Science & Medicine, Elsevier, vol. 194(C), pages 87-95.
    3. Nikita Arora & Matthew Quaife & Kara Hanson & Mylene Lagarde & Dorka Woldesenbet & Abiy Seifu & Romain Crastes dit Sourd, 2022. "Discrete choice analysis of health worker job preferences in Ethiopia: Separating attribute non‐attendance from taste heterogeneity," Health Economics, John Wiley & Sons, Ltd., vol. 31(5), pages 806-819, May.
    4. Bertoni, Marco & Chattopadhyay, Debdeep & Gu, Yuanyuan, 2023. "Medical Brain Drain – Assessing the Role of Job Attributes and Individual Traits," IZA Discussion Papers 16243, Institute of Labor Economics (IZA).
    5. Matthew Quaife & Robyn Eakle & Maria A. Cabrera Escobar & Peter Vickerman & Maggie Kilbourne-Brook & Mercy Mvundura & Sinead Delany-Moretlwe & Fern Terris-Prestholt, 2018. "Divergent Preferences for HIV Prevention: A Discrete Choice Experiment for Multipurpose HIV Prevention Products in South Africa," Medical Decision Making, , vol. 38(1), pages 120-133, January.
    6. Saran, Indrani & Winn, Laura & Kipkoech Kirui, Joseph & Menya, Diana & Prudhomme O'Meara, Wendy, 2020. "The relative importance of material and non-material incentives for community health workers: Evidence from a discrete choice experiment in Western Kenya," Social Science & Medicine, Elsevier, vol. 246(C).
    7. Arora, Nikita & dit Sourd, Romain Crastes & Quaife, Matthew & Vassall, Anna & Ferrari, Giulia & Alangea, Deda Ogum & Tawiah, Theresa & Dwommoh Prah, Rebecca Kyerewaa & Jewkes, Rachel & Hanson, Kara & , 2023. "The stated preferences of community-based volunteers for roles in the prevention of violence against women and girls in Ghana: A discrete choice analysis," Social Science & Medicine, Elsevier, vol. 324(C).

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