IDEAS home Printed from https://ideas.repec.org/a/eee/hepoli/v126y2022i7p668-679.html
   My bibliography  Save this article

Is there a bias in patient choices for hospital care? Evidence from three Italian regional health systems

Author

Listed:
  • Martini, Gianmaria
  • Levaggi, Rosella
  • Spinelli, Daniele

Abstract

Patients choice is at the core of competition in hospital care. In spite of a flourishing literature, little is known about the true process leading patients to choose a specific provider. Most models in this literature assume - without testing - that hospitals are perceived to be homogeneous providers. In this article we take a different direction. We assume that patients have a bias towards some types of hospitals, we test this hypothesis and show which attributes determine this bias. We exploit the characteristic of Italian health care organization, where devolution has allowed regional systems to choose the level of competition and the private-public hospitals mix. We estimate conditional logit models for hip replacement admissions in three regions (Lombardy, Veneto, and Emilia-Romagna) over the period 2014- 2016. We show that, depending on the competition framework (peculiar to each region) patients are aware that some hospitals are best performers in their area and are willing to travel more to be admitted there. This is particularly true for regional health care systems where competition between public and private providers is well developed. Our model provides interesting policy implications: a) the idea that hospitals are different in patients perception should be kept in mind in the architecture of the market for hospital care; b) clinical quality as a driver to patients choice seems to work better in a less regulated competition settings

Suggested Citation

  • Martini, Gianmaria & Levaggi, Rosella & Spinelli, Daniele, 2022. "Is there a bias in patient choices for hospital care? Evidence from three Italian regional health systems," Health Policy, Elsevier, vol. 126(7), pages 668-679.
  • Handle: RePEc:eee:hepoli:v:126:y:2022:i:7:p:668-679
    DOI: 10.1016/j.healthpol.2022.04.009
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0168851022000926
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.healthpol.2022.04.009?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. Brekke, Kurt R. & Siciliani, Luigi & Straume, Odd Rune, 2010. "Price and quality in spatial competition," Regional Science and Urban Economics, Elsevier, vol. 40(6), pages 471-480, November.
    2. Walter Beckert & Mette Christensen & Kate Collyer, 2012. "Choice of NHS‐funded Hospital Services in England," Economic Journal, Royal Economic Society, vol. 122(560), pages 400-417, May.
    3. Sylvain Weber & Martin Péclat, 2017. "A simple command to calculate travel distance and travel time," Stata Journal, StataCorp LP, vol. 17(4), pages 962-971, December.
    4. Stephan Huber & Christoph Rust, 2016. "Calculate travel time and distance with OpenStreetMap data using the Open Source Routing Machine (OSRM)," Stata Journal, StataCorp LP, vol. 16(2), pages 416-423, June.
    5. Giuseppe Moscelli & Luigi Siciliani & Nils Gutacker & Hugh Gravelle, 2016. "Location, quality and choice of hospital: Evidence from England 2002/3 - 2012/13," Working Papers 123cherp, Centre for Health Economics, University of York.
    6. Gravelle, Hugh & Santos, Rita & Siciliani, Luigi, 2014. "Does a hospital's quality depend on the quality of other hospitals? A spatial econometrics approach," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 203-216.
    7. Brekke, Kurt R. & Siciliani, Luigi & Straume, Odd Rune, 2012. "Quality competition with profit constraints," Journal of Economic Behavior & Organization, Elsevier, vol. 84(2), pages 642-659.
    8. Martin Gaynor & Kate Ho & Robert J. Town, 2015. "The Industrial Organization of Health-Care Markets," Journal of Economic Literature, American Economic Association, vol. 53(2), pages 235-284, June.
    9. Chang, Hsihui & Cheng, Mei-Ai & Das, Somnath, 2004. "Hospital ownership and operating efficiency: Evidence from Taiwan," European Journal of Operational Research, Elsevier, vol. 159(2), pages 513-527, December.
    10. Kurt R. Brekke & Luigi Siciliani & Odd Rune Straume, 2011. "Hospital Competition and Quality with Regulated Prices," Scandinavian Journal of Economics, Wiley Blackwell, vol. 113(2), pages 444-469, June.
    11. Tay, Abigail, 2003. "Assessing Competition in Hospital Care Markets: The Importance of Accounting for Quality Differentiation," RAND Journal of Economics, The RAND Corporation, vol. 34(4), pages 786-814, Winter.
    12. Peter Sivey, 2012. "The effect of waiting time and distance on hospital choice for English cataract patients," Health Economics, John Wiley & Sons, Ltd., vol. 21(4), pages 444-456, April.
    13. Moscelli, Giuseppe & Siciliani, Luigi & Gutacker, Nils & Gravelle, Hugh, 2016. "Location, quality and choice of hospital: Evidence from England 2002–2013," Regional Science and Urban Economics, Elsevier, vol. 60(C), pages 112-124.
    14. Giuseppe Moscelli & Hugh Gravelle & Luigi Siciliani, 2018. "Effects of Market Structure and Patient Choice on Hospital Quality for Planned Patients," School of Economics Discussion Papers 1118, School of Economics, University of Surrey.
    15. Nuti, Sabina & Vola, Federico & Bonini, Anna & Vainieri, Milena, 2016. "Making governance work in the health care sector: evidence from a ‘natural experiment’ in Italy," Health Economics, Policy and Law, Cambridge University Press, vol. 11(1), pages 17-38, January.
    16. Wang, Justin & Hockenberry, Jason & Chou, Shin-Yi & Yang, Muzhe, 2011. "Do bad report cards have consequences? Impacts of publicly reported provider quality information on the CABG market in Pennsylvania," Journal of Health Economics, Elsevier, vol. 30(2), pages 392-407, March.
    17. Varkevisser, Marco & van der Geest, Stéphanie A. & Schut, Frederik T., 2012. "Do patients choose hospitals with high quality ratings? Empirical evidence from the market for angioplasty in the Netherlands," Journal of Health Economics, Elsevier, vol. 31(2), pages 371-378.
    18. Andrea Riganti & Luigi Siciliani & Carlo V. Fiorio, 2017. "The effect of waiting times on demand and supply for elective surgery: Evidence from Italy," Health Economics, John Wiley & Sons, Ltd., vol. 26(S2), pages 92-105, September.
    19. Dardanoni, V.; & Laudicella, M.; & Li Donni, P.;, 2018. "Hospital Choice in the NHS," Health, Econometrics and Data Group (HEDG) Working Papers 18/04, HEDG, c/o Department of Economics, University of York.
    20. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387.
    21. Rosella Levaggi, 2008. "The Regional Organization of Hospital Care in Italy: The Effects of Asymmetry of Information and Soft Budget Constraint Rules," Springer Books, in: Fabio Padovano & Roberto Ricciuti (ed.), Italian Institutional Reforms: A Public Choice Perspective, chapter 0, pages 197-219, Springer.
    22. Levaggi, Laura & Levaggi, Rosella, 2020. "Is there scope for mixed markets in the provision of hospital care?," Social Science & Medicine, Elsevier, vol. 247(C).
    23. George France & Francesco Taroni & Andrea Donatini, 2005. "The Italian health‐care system," Health Economics, John Wiley & Sons, Ltd., vol. 14(S1), pages 187-202, September.
    24. Martin Gaynor & Carol Propper & Stephan Seiler, 2016. "Free to Choose? Reform, Choice, and Consideration Sets in the English National Health Service," American Economic Review, American Economic Association, vol. 106(11), pages 3521-3557, November.
    25. repec:ecj:econjl:v:122:y:2012:i::p:400-417 is not listed on IDEAS
    26. Ai, Chunrong & Norton, Edward C., 2003. "Interaction terms in logit and probit models," Economics Letters, Elsevier, vol. 80(1), pages 123-129, July.
    27. Paolo Berta & Gianmaria Martini & Francesco Moscone & Giorgio Vittadini, 2016. "The association between asymmetric information, hospital competition and quality of healthcare: evidence from Italy," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 179(4), pages 907-926, October.
    28. Siciliani, Luigi & Chalkley, Martin & Gravelle, Hugh, 2017. "Policies towards hospital and GP competition in five European countries," Health Policy, Elsevier, vol. 121(2), pages 103-110.
    29. repec:wly:hlthec:v:26:y:2017:i::p:92-105 is not listed on IDEAS
    30. Valérie Paris & Marion Devaux & Lihan Wei, 2010. "Health Systems Institutional Characteristics: A Survey of 29 OECD Countries," OECD Health Working Papers 50, OECD Publishing.
    31. Megan Gu & Meliyanni Johar, 2017. "Profiling hospital utilization in a mixed public–private system," Applied Economics, Taylor & Francis Journals, vol. 49(4), pages 361-375, January.
    32. Gutacker, Nils & Siciliani, Luigi & Moscelli, Giuseppe & Gravelle, Hugh, 2016. "Choice of hospital: Which type of quality matters?," Journal of Health Economics, Elsevier, vol. 50(C), pages 230-246.
    33. Balia, Silvia & Brau, Rinaldo & Moro, Daniela, 2020. "Choice of hospital and long-distances: Evidence from Italy," Regional Science and Urban Economics, Elsevier, vol. 81(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Levaggi, Laura & Levaggi, Rosella, 2023. "Competition in the provision of hospital care: Are mixed markets a valid alternative?," Economic Modelling, Elsevier, vol. 127(C).
    2. Ferré, Francesca & Seghieri, Chiara & Nuti, Sabina, 2023. "Women's choices of hospital for breast cancer surgery in Italy: Quality and equity implications," Health Policy, Elsevier, vol. 131(C).

    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. Lippi Bruni, Matteo & Ugolini, Cristina & Verzulli, Rossella, 2021. "Should I wait or should I go? Travelling versus waiting for better healthcare," Regional Science and Urban Economics, Elsevier, vol. 89(C).
    2. Levaggi, Laura & Levaggi, Rosella, 2020. "Is there scope for mixed markets in the provision of hospital care?," Social Science & Medicine, Elsevier, vol. 247(C).
    3. Levaggi, Laura & Levaggi, Rosella, 2023. "Competition in the provision of hospital care: Are mixed markets a valid alternative?," Economic Modelling, Elsevier, vol. 127(C).
    4. Avdic, Daniel & Moscelli, Giuseppe & Pilny, Adam & Sriubaite, Ieva, 2019. "Subjective and objective quality and choice of hospital: Evidence from maternal care services in Germany," Journal of Health Economics, Elsevier, vol. 68(C).
    5. M. Lippi Bruni & C. Ugolini & R. Verzulli, 2018. "Disentangling the effect of waiting times on hospital choice: Evidence from a panel data analysis," Working Papers wp1118, Dipartimento Scienze Economiche, Universita' di Bologna.
    6. Moscone, Francesco & Siciliani, Luigi & Tosetti, Elisa & Vittadini, Giorgio, 2020. "Do public and private hospitals differ in quality? Evidence from Italy," Regional Science and Urban Economics, Elsevier, vol. 83(C).
    7. Daniel Avdic & Tugba Bueyuekdurmus & Giuseppe Moscelli & Adam Pilny & Ieva Sriubaite, 2018. "Subjective and objective quality reporting and choice of hospital: Evidence from maternal care services in Germany," CINCH Working Paper Series 1803, Universitaet Duisburg-Essen, Competent in Competition and Health.
    8. S. Balia & R. Brau & D. Moro, 2018. "Hospital choice with high long-distance mobility," Working Paper CRENoS 201810, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    9. Moscelli, Giuseppe & Gravelle, Hugh & Siciliani, Luigi & Gutacker, Nils, 2018. "The effect of hospital ownership on quality of care: Evidence from England," Journal of Economic Behavior & Organization, Elsevier, vol. 153(C), pages 322-344.
    10. Balia, Silvia & Brau, Rinaldo & Moro, Daniela, 2020. "Choice of hospital and long-distances: Evidence from Italy," Regional Science and Urban Economics, Elsevier, vol. 81(C).
    11. Moscelli, Giuseppe & Gravelle, Hugh & Siciliani, Luigi & Santos, Rita, 2018. "Heterogeneous effects of patient choice and hospital competition on mortality," Social Science & Medicine, Elsevier, vol. 216(C), pages 50-58.
    12. Roos, Anne-Fleur & O’Donnell, Owen & Schut, Frederik T. & Van Doorslaer, Eddy & Van Gestel, Raf & Varkevisser, Marco, 2020. "Does price deregulation in a competitive hospital market damage quality?," Journal of Health Economics, Elsevier, vol. 72(C).
    13. Gutacker, Nils & Siciliani, Luigi & Moscelli, Giuseppe & Gravelle, Hugh, 2016. "Choice of hospital: Which type of quality matters?," Journal of Health Economics, Elsevier, vol. 50(C), pages 230-246.
    14. Empel, Giovanni & Gravelle, Hugh & Santos, Rita, 2023. "Does quality affect choice of family physician? Evidence from patients changing general practice without changing address," Economic Modelling, Elsevier, vol. 126(C).
    15. Brekke, Kurt R. & Canta, Chiara & Siciliani, Luigi & Straume, Odd Rune, 2021. "Hospital competition in a national health service: Evidence from a patient choice reform," Journal of Health Economics, Elsevier, vol. 79(C).
    16. Lisi, Domenico & Moscone, Francesco & Tosetti, Elisa & Vinciotti, Veronica, 2021. "Hospital quality interdependence in a competitive institutional environment: Evidence from Italy," Regional Science and Urban Economics, Elsevier, vol. 89(C).
    17. Bell-Aldeghi, Rosalind & Chopard, Bertrand, 2021. "Hospital multi-dimensional quality competition with medical malpractice," International Review of Law and Economics, Elsevier, vol. 68(C).
    18. Domenico Lisi & Luigi Siciliani & Odd Rune Straume, 2020. "Hospital competition under pay‐for‐performance: Quality, mortality, and readmissions," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 29(2), pages 289-314, April.
    19. Philippe Choné & Lionel Wilner, 2022. "Financial Incentives and Competitive Pressure: The Case of the Hospital Industry," Journal of the European Economic Association, European Economic Association, vol. 20(2), pages 626-666.
    20. Visa Pitkänen & Ismo Linnosmaa, 2021. "Choice, quality and patients’ experience: evidence from a Finnish physiotherapy service," International Journal of Health Economics and Management, Springer, vol. 21(2), pages 229-245, June.

    More about this item

    Keywords

    Patients choice; Hospital competition; Regional health care systems; Waiting time; Willingness to travel; Quality;
    All these keywords.

    JEL classification:

    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities
    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior

    Statistics

    Access and download statistics

    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:126:y:2022:i:7:p:668-679. 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.