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Exploring Variations in Healthcare Expenditures - What is the Role of Practice Styles?

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  • Alexander Ahammer
  • Thomas Schober

Abstract

Variations in the use of medical resources, both across and within geographical regions, have been widely documented. In this paper we explore physician practice styles as a possible determinant of these variations. In particular, we exploit patient mobility between physicians to identify practice styles among general practitioners (GPs) in Austria. We use a large administrative data set containing detailed information on a battery of different healthcare services, and implement a model with additive patient and GP fixed effects that allows flexibly for systematic differences in patients’ health states. We find that, while GPs explain a relatively small part of the overall variation in medical expenses, heterogeneities in spending patterns among GPs are substantial. Conditional on patient characteristics, we document a difference of e 751.47 per patient per year in total medical expenses (which amounts to roughly 45% of the sample mean) between high- and low-spending GPs.

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  • Alexander Ahammer & Thomas Schober, 2018. "Exploring Variations in Healthcare Expenditures - What is the Role of Practice Styles?," CDL Aging, Health, Labor working papers 2018-04, The Christian Doppler (CD) Laboratory Aging, Health, and the Labor Market, Johannes Kepler University Linz, Austria.
  • Handle: RePEc:jku:cdlwps:wp1804
    Note: English
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    1. David Card & Jörg Heining & Patrick Kline, 2013. "Workplace Heterogeneity and the Rise of West German Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(3), pages 967-1015.
    2. Alexander Ahammer & G. Thomas Horvath & Rudolf Winter-Ebmer, 2017. "The effect of income on mortality—new evidence for the absence of a causal link," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 180(3), pages 793-816, June.
    3. David Card & Francesco Devicienti & Agata Maida, 2014. "Rent-sharing, Holdup, and Wages: Evidence from Matched Panel Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 84-111.
    4. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    5. Ya‐Chen Tina Shih & Ming Tai‐Seale, 2012. "Physicians' perception of demand‐induced supply in the information age: a latent class model analysis," Health Economics, John Wiley & Sons, Ltd., vol. 21(3), pages 252-269, March.
    6. Phelps, Charles E., 2000. "Information diffusion and best practice adoption," Handbook of Health Economics, in: A. J. Culyer & J. P. Newhouse (ed.), Handbook of Health Economics, edition 1, volume 1, chapter 5, pages 223-264, Elsevier.
    7. John M. Abowd & Francis Kramarz & Sébastien Roux, 2006. "Wages, Mobility and Firm Performance: Advantages and Insights from Using Matched Worker-Firm Data," Economic Journal, Royal Economic Society, vol. 116(512), pages 245-285, June.
    8. David Card & Ana Rute Cardoso & Patrick Kline, 2016. "Bargaining, Sorting, and the Gender Wage Gap: Quantifying the Impact of Firms on the Relative Pay of Women," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 633-686.
    9. Jacobson, Mireille G. & Chang, Tom Y. & Earle, Craig C. & Newhouse, Joseph P., 2017. "Physician agency and patient survival," Journal of Economic Behavior & Organization, Elsevier, vol. 134(C), pages 27-47.
    10. Amy Finkelstein & Matthew Gentzkow & Heidi Williams, 2016. "Sources of Geographic Variation in Health Care: Evidence From PatientMigration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1681-1726.
    11. Troels Kristensen & Kim Olsen & Henrik Schroll & Janus Thomsen & Anders Halling, 2014. "Association between fee-for-service expenditures and morbidity burden in primary care," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 15(6), pages 599-610, July.
    12. Franz Hackl & Martin Halla & Michael Hummer & Gerald J. Pruckner, 2015. "The Effectiveness of Health Screening," Health Economics, John Wiley & Sons, Ltd., vol. 24(8), pages 913-935, August.
    13. David Cutler & Jonathan S. Skinner & Ariel Dora Stern & David Wennberg, 2019. "Physician Beliefs and Patient Preferences: A New Look at Regional Variation in Health Care Spending," American Economic Journal: Economic Policy, American Economic Association, vol. 11(1), pages 192-221, February.
    14. Epstein, Andrew J. & Nicholson, Sean, 2009. "The formation and evolution of physician treatment styles: An application to cesarean sections," Journal of Health Economics, Elsevier, vol. 28(6), pages 1126-1140, December.
    15. Grytten, Jostein & Sorensen, Rune, 2003. "Practice variation and physician-specific effects," Journal of Health Economics, Elsevier, vol. 22(3), pages 403-418, May.
    16. Skinner, Jonathan, 2011. "Causes and Consequences of Regional Variations in Health Care," Handbook of Health Economics, in: Mark V. Pauly & Thomas G. Mcguire & Pedro P. Barros (ed.), Handbook of Health Economics, volume 2, chapter 0, pages 45-93, Elsevier.
    17. Kata Mihaly & Daniel F. McCaffrey & J. R. Lockwood & Tim R. Sass, 2010. "Centering and reference groups for estimates of fixed effects: Modifications to felsdvreg," Stata Journal, StataCorp LP, vol. 10(1), pages 82-103, March.
    18. Mark V. Pauly & Thomas G. Mcguire & Pedro P. Barros (ed.), 2011. "Handbook of Health Economics," Handbook of Health Economics, Elsevier, volume 2, number 2.
    19. Aakvik, Arild & Holmås, Tor Helge & Kamrul Islam, M., 2010. "Does variation in general practitioner (GP) practice matter for the length of sick leave? A multilevel analysis based on Norwegian GP-patient data," Social Science & Medicine, Elsevier, vol. 70(10), pages 1590-1598, May.
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    Cited by:

    1. Tamara Bischof & Boris Kaiser, 2021. "Who cares when you close down? The effects of primary care practice closures on patients," Health Economics, John Wiley & Sons, Ltd., vol. 30(9), pages 2004-2025, September.
    2. Alexander Ahammer & Ivan Zilic, 2017. "Do Financial Incentives Alter Physician Prescription Behavior? Evidence from Random Patient-GP Allocations," Working Papers 1701, The Institute of Economics, Zagreb.
    3. Alexander Ahammer, 2016. "How Physicians Affect Patients’ Employment Outcomes Through Deciding on Sick Leave Durations," Economics working papers 2016-05, Department of Economics, Johannes Kepler University Linz, Austria.
    4. Andreas Steinmayr & Manuel Rossi, 2022. "Vaccine-skeptic physicians and COVID-19 vaccination rates," Working Papers 2022-16, Faculty of Economics and Statistics, Universität Innsbruck.
    5. Emely Ek Blæhr & Beatriz Gallo Cordoba & Niels Skipper & Rikke Søgaard, 2024. "Variation in Psychiatric Hospitalisations: A Multiple-Membership Multiple-Classification Analysis," IJERPH, MDPI, vol. 21(8), pages 1-26, July.
    6. Olivia Bodnar & Hugh Gravelle & Nils Gutacker & Annika Herr, 2024. "Financial incentives and prescribing behavior in primary care," Health Economics, John Wiley & Sons, Ltd., vol. 33(4), pages 696-713, April.
    7. Ivan Badinski & Amy Finkelstein & Matthew Gentzkow & Peter Hull, 2023. "Geographic Variation in Healthcare Utilization: The Role of Physicians," NBER Working Papers 31749, National Bureau of Economic Research, Inc.
    8. Andreas Steinmayr & Manuel Rossi, 2024. "Vaccine‐skeptic physicians and patient vaccination decisions," Health Economics, John Wiley & Sons, Ltd., vol. 33(3), pages 509-525, March.
    9. Alexander Ahammer, 2018. "Physicians, sick leave certificates, and patients' subsequent employment outcomes," Health Economics, John Wiley & Sons, Ltd., vol. 27(6), pages 923-936, June.
    10. Feras Kasabji & Alaa Alrajo & Ferenc Vincze & László Kőrösi & Róza Ádány & János Sándor, 2020. "Self-Declared Roma Ethnicity and Health Insurance Expenditures: A Nationwide Cross-Sectional Investigation at the General Medical Practice Level in Hungary," IJERPH, MDPI, vol. 17(23), pages 1-17, December.

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    More about this item

    Keywords

    I11; I12; C23.;
    All these keywords.

    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

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