IDEAS home Printed from https://ideas.repec.org/a/eee/hepoli/v151y2025ics0168851024002197.html
   My bibliography  Save this article

Urban–rural disparities in hospital admissions for depression in Austria

Author

Listed:
  • Berger, Michael
  • Zuba, Martin
  • Simon, Judit

Abstract

Medical practice variation in mental healthcare is a useful indicator for policymakers aiming to improve the efficiency of healthcare delivery. Previous studies have shown strong regional variation in healthcare utilisation in Austria, which seems to be a by-product of regionalised institutional rules and healthcare service mix rather than epidemiology. We use a set of routine municipality-level healthcare data on hospital admissions for depressive episodes of adult Austrian patients from 2009 to 2014 to examine spatial patterns in healthcare utilisation in mental health. Our data contains 93,302 hospital episodes by 65,908 adult patients across 2114 municipalities. We estimate a random-effects spatial autoregressive combined model to regress log hospital admission rates on hospital supply and urbanicity as proxies for municipality healthcare service mix alongside demographic and socioeconomic controls. We find that admissions for depression are substantially higher in suburban municipalities compared to rural areas and in municipalities with hospitals compared to those without. The spatial structure suggests positive spatial spillovers between neighbouring municipalities. Our main results are stable across virtually all model specifications used for robustness and show that healthcare service mix and supply of hospital services strongly correlate with spatial patterns of hospital admission rates in the population. Promoting timely access to high-quality primary care and early-stage treatments may reduce the burden of avoidable depression-related hospitalisations for patients and public budgets, and close a gap of unmet need for care of vulnerable populations.

Suggested Citation

  • Berger, Michael & Zuba, Martin & Simon, Judit, 2025. "Urban–rural disparities in hospital admissions for depression in Austria," Health Policy, Elsevier, vol. 151(C).
  • Handle: RePEc:eee:hepoli:v:151:y:2025:i:c:s0168851024002197
    DOI: 10.1016/j.healthpol.2024.105209
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0168851024002197
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.healthpol.2024.105209?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Fabio Pammolli & Massimo Riccaboni & Laura Magazzini, 2012. "The sustainability of European health care systems: beyond income and aging," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 13(5), pages 623-634, October.
    2. van Doorslaer, E.K.A. & van Vliet, R.C.J.A., 1989. ""A built bed is a filled bed?" An empirical re-examination," Social Science & Medicine, Elsevier, vol. 28(2), pages 155-164, January.
    3. 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.
    4. Anna-Theresa Renner, 2020. "Inefficiencies in a healthcare system with a regulatory split of power: a spatial panel data analysis of avoidable hospitalisations in Austria," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 21(1), pages 85-104, February.
    5. Salm, Martin & Wübker, Ansgar, 2020. "Sources of regional variation in healthcare utilization in Germany," Journal of Health Economics, Elsevier, vol. 69(C).
    6. Anthony Scott & Jinhu Li & Hugh Gravelle & Matthew McGrail, 2022. "Physician Competition And Low-Value Health Care," American Journal of Health Economics, University of Chicago Press, vol. 8(2), pages 252-274.
    7. Bech, Mickael & Lauridsen, Jørgen, 2008. "Exploring the spatial pattern in hospital admissions," Health Policy, Elsevier, vol. 87(1), pages 50-62, July.
    8. Berger, Michael & Sommersguter-Reichmann, Margit & Czypionka, Thomas, 2020. "Determinants of soft budget constraints: How public debt affects hospital performance in Austria," Social Science & Medicine, Elsevier, vol. 249(C).
    9. Godøy, Anna & Huitfeldt, Ingrid, 2020. "Regional variation in health care utilization and mortality," Journal of Health Economics, Elsevier, vol. 71(C).
    10. Berger, Michael & Czypionka, Thomas, 2021. "Regional medical practice variation in high-cost healthcare services: evidence from diagnostic imaging in Austria," LSE Research Online Documents on Economics 112952, London School of Economics and Political Science, LSE Library.
    11. 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.
    12. Paul L Delamater & Joseph P Messina & Sue C Grady & Vince WinklerPrins & Ashton M Shortridge, 2013. "Do More Hospital Beds Lead to Higher Hospitalization Rates? A Spatial Examination of Roemer’s Law," PLOS ONE, Public Library of Science, vol. 8(2), pages 1-16, February.
    13. Berger, Michael & Sommersguter-Reichmann, Margit & Czypionka, Thomas, 2020. "Determinants of soft budget constraints: how public debt affects hospital performance in Austria," LSE Research Online Documents on Economics 116865, London School of Economics and Political Science, LSE Library.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Shan Huang & Hannes Ullrich, 2023. "Provider effects in antibiotic prescribing: Evidence from physician exits," Berlin School of Economics Discussion Papers 0018, Berlin School of Economics.
    2. Jakub Cerveny & Jan C. van Ours, 2022. "Long-term returns to local health-care spending," Tinbergen Institute Discussion Papers 22-072/V, Tinbergen Institute.
    3. Avdic, Daniel & Ivets, Maryna & Lagerqvist, Bo & Sriubaite, Ieva, 2023. "Providers, peers and patients. How do physicians’ practice environments affect patient outcomes?," Journal of Health Economics, Elsevier, vol. 89(C).
    4. Naimi Johansson & Mikael Svensson, 2022. "Regional variation in prescription drug spending: Evidence from regional migrants in Sweden," Health Economics, John Wiley & Sons, Ltd., vol. 31(9), pages 1862-1877, September.
    5. repec:diw:diwwpp:dp1958 is not listed on IDEAS
    6. Moura, Ana, 2021. "Essays in health economics," Other publications TiSEM c93abd22-fa4a-42a5-b172-d, Tilburg University, School of Economics and Management.
    7. Shan Huang & Hannes Ullrich, 2021. "Physician Effects in Antibiotic Prescribing: Evidence from Physician Exits," Discussion Papers of DIW Berlin 1958, DIW Berlin, German Institute for Economic Research.
    8. Ana Moura & Martin Salm & Rudy Douven & Minke Remmerswaal, 2019. "Causes of regional variation in Dutch healthcare expenditures: Evidence from movers," Health Economics, John Wiley & Sons, Ltd., vol. 28(9), pages 1088-1098, September.
    9. Currie, Janet & Kurdyak, Paul & Zhang, Jonathan, 2024. "Socioeconomic status and access to mental health care: The case of psychiatric medications for children in Ontario Canada," Journal of Health Economics, Elsevier, vol. 93(C).
    10. Anand Acharya & Lynda Khalaf & Marcel Voia & Myra Yazbeck & David Wensley, 2021. "Severity of Illness and the Duration of Intensive Care," Working Papers 2021-003, Human Capital and Economic Opportunity Working Group.
    11. Fadlon, Itzik & Van Parys, Jessica, 2020. "Primary care physician practice styles and patient care: Evidence from physician exits in Medicare," Journal of Health Economics, Elsevier, vol. 71(C).
    12. Barili, Emilia & Bertoli, Paola & Grembi, Veronica, 2021. "Neighborhoods, networks, and delivery methods," Journal of Health Economics, Elsevier, vol. 80(C).
    13. Leila Agha & Keith Marzilli Ericson & Xiaoxi Zhao, 2020. "The Impact of Organizational Boundaries on Healthcare Coordination and Utilization," NBER Working Papers 28179, National Bureau of Economic Research, Inc.
    14. Alexander Ahammer & Thomas Schober, 2020. "Exploring variations in health‐care expenditures—What is the role of practice styles?," Health Economics, John Wiley & Sons, Ltd., vol. 29(6), pages 683-699, June.
    15. Clémence Bussière & Nicolas Sirven & Thomas Rapp & Christine Sevilla‐Dedieu, 2020. "Adherence to medical follow‐up recommendations reduces hospital admissions: Evidence from diabetic patients in France," Health Economics, John Wiley & Sons, Ltd., vol. 29(4), pages 508-522, April.
    16. Zeltzer, Dan & Einav, Liran & Chasid, Avichai & Balicer, Ran D., 2021. "Supply-side variation in the use of emergency departments," Journal of Health Economics, Elsevier, vol. 78(C).
    17. Stefan Rabbe & Meilin Möllenkamp & Benedetta Pongiglione & Hedwig Blommestein & Pim Wetzelaer & Renaud Heine & Jonas Schreyögg, 2022. "Variation in the utilization of medical devices across Germany, Italy, and the Netherlands: A multilevel approach," Health Economics, John Wiley & Sons, Ltd., vol. 31(S1), pages 135-156, September.
    18. Bensnes, Simon & Huitfeldt, Ingrid, 2021. "Rumor has it: How do patients respond to patient-generated physician ratings?," Journal of Health Economics, Elsevier, vol. 76(C).
    19. Jan Håkon Rudolfsen & Jan Abel Olsen, 2023. "Related variations: A novel approach for detecting patterns of regional variations in healthcare utilisation rates," PLOS ONE, Public Library of Science, vol. 18(6), pages 1-14, June.
    20. Salm, Martin & Wübker, Ansgar, 2020. "Sources of regional variation in healthcare utilization in Germany," Journal of Health Economics, Elsevier, vol. 69(C).
    21. Christian Posso & Jorge Tamayo & Arlen Guarin & Estefania Saravia, 2024. "Luck of the Draw: The Causal Effect of Physicians on Birth Outcomes," Borradores de Economia 1269, Banco de la Republica de Colombia.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:hepoli:v:151:y:2025:i:c:s0168851024002197. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu or the person in charge (email available below). General contact details of provider: http://www.elsevier.com/locate/healthpol .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.