IDEAS home Printed from https://ideas.repec.org/a/eee/regeco/v89y2021ics0166046221000570.html
   My bibliography  Save this article

Should I wait or should I go? Travelling versus waiting for better healthcare

Author

Listed:
  • Lippi Bruni, Matteo
  • Ugolini, Cristina
  • Verzulli, Rossella

Abstract

We study patient mobility in the Italian National Health System, using patient-episode level data on elective Percutaneous Transluminal Coronary Angioplasty procedures over the years 2008–2011. We examine how patients' choice of the hospital is affected by changes in waiting times and clinical quality within hospitals over time. We estimate mixed-logit specifications and show the importance of jointly controlling for time-invariant and time varying clinical quality to identify the effect of waiting times. Conversely, failure to capture variations in clinical quality over time does not affect the estimate of the discouraging effect of travel distance. We provide evidence that patients are responsive to changes in waiting times and clinical quality: average demand elasticity with respect to own waiting times and mortality is estimated to be – 0.17 and – 1.38, respectively. Patients’ personal characteristics significantly influence how they trade off distance and waiting times with quality of care. We find a higher Willigness-To-Wait and Willingness-to-Travel to seek higher quality care for patients in the younger age groups and who are more severely ill. The results convey important policy implications for highly regulated healthcare markets.

Suggested Citation

  • 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).
  • Handle: RePEc:eee:regeco:v:89:y:2021:i:c:s0166046221000570
    DOI: 10.1016/j.regsciurbeco.2021.103697
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0166046221000570
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.regsciurbeco.2021.103697?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Daniele Fabbri & Silvana Robone, 2010. "The geography of hospital admission in a national health service with patient choice," Health Economics, John Wiley & Sons, Ltd., vol. 19(9), pages 1029-1047, September.
    2. Stephen Martin & Peter C. Smith, 2003. "Using panel methods to model waiting times for National Health Service surgery," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 166(3), pages 369-387, October.
    3. Lorenzo Cappellari & Anna De Paoli & Gilberto Turati, 2016. "Do market incentives for hospitals affect health and service utilization?: evidence from prospective pay system–diagnosis-related groups tariffs in Italian regions," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 179(4), pages 885-905, October.
    4. Martini, Gianmaria & Berta, Paolo & Mullahy, John & Vittadini, Giorgio, 2014. "The effectiveness–efficiency trade-off in health care: The case of hospitals in Lombardy, Italy," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 217-231.
    5. Kurt R. Brekke & Hugh Gravelle & Luigi Siciliani & Odd Rune Straume, 2014. "Patient Choice, Mobility and Competition Among Health Care Providers," Developments in Health Economics and Public Policy, in: Rosella Levaggi & Marcello Montefiori (ed.), Health Care Provision and Patient Mobility, edition 127, pages 1-26, Springer.
    6. Siciliani, Luigi & Moran, Valerie & Borowitz, Michael, 2014. "Measuring and comparing health care waiting times in OECD countries," Health Policy, Elsevier, vol. 118(3), pages 292-303.
    7. Lippi Bruni, Matteo & Mammi, Irene & Ugolini, Cristina, 2016. "Does the extension of primary care practice opening hours reduce the use of emergency services?," Journal of Health Economics, Elsevier, vol. 50(C), pages 144-155.
    8. Silvia Balia & Rinaldo Brau & Emanuela Marrocu, 2018. "Interregional patient mobility in a decentralized healthcare system," Regional Studies, Taylor & Francis Journals, vol. 52(3), pages 388-402, March.
    9. 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.
    10. Gaynor, Martin & Town, Robert J., 2011. "Competition in Health Care Markets," Handbook of Health Economics, in: Mark V. Pauly & Thomas G. Mcguire & Pedro P. Barros (ed.), Handbook of Health Economics, volume 2, chapter 0, pages 499-637, Elsevier.
    11. 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.
    12. Moscelli, Giuseppe & Siciliani, Luigi & Gutacker, Nils & Cookson, Richard, 2018. "Socioeconomic inequality of access to healthcare: Does choice explain the gradient?," Journal of Health Economics, Elsevier, vol. 57(C), pages 290-314.
    13. Richard Cookson & Diane Dawson, 2012. "Hospital Competition and Patient Choice in Publicly Funded Health Care," Chapters, in: Andrew M. Jones (ed.), The Elgar Companion to Health Economics, Second Edition, chapter 20, Edward Elgar Publishing.
    14. 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.
    15. 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.
    16. Zack Cooper & Stephen Gibbons & Simon Jones & Alistair McGuire, 2011. "Does Hospital Competition Save Lives? Evidence From The English NHS Patient Choice Reforms," Economic Journal, Royal Economic Society, vol. 121(554), pages 228-260, August.
    17. Nicholas Bloom & Carol Propper & Stephan Seiler & John Van Reenen, 2015. "The Impact of Competition on Management Quality: Evidence from Public Hospitals," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(2), pages 457-489.
    18. 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.
    19. Rossella Verzulli & Gianluca Fiorentini & Matteo Lippi Bruni & Cristina Ugolini, 2017. "Price Changes in Regulated Healthcare Markets: Do Public Hospitals Respond and How?," Health Economics, John Wiley & Sons, Ltd., vol. 26(11), pages 1429-1446, November.
    20. K. John McConnell & Richard C. Lindrooth & Douglas R. Wholey & Thomas M. Maddox & Nick Bloom, 2016. "Modern Management Practices and Hospital Admissions," Health Economics, John Wiley & Sons, Ltd., vol. 25(4), pages 470-485, April.
    21. 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.
    22. Berta, Paolo & Guerriero, Carla & Levaggi, Rosella, 2021. "Hospitals’ strategic behaviours and patient mobility: Evidence from Italy," Socio-Economic Planning Sciences, Elsevier, vol. 77(C).
    23. 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.
    24. 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.
    25. F. Moscone & E. Tosetti & G. Vittadini, 2012. "Social interaction in patients’ hospital choice: evidence from Italy," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 175(2), pages 453-472, April.
    26. Pope, Devin G., 2009. "Reacting to rankings: Evidence from "America's Best Hospitals"," Journal of Health Economics, Elsevier, vol. 28(6), pages 1154-1165, December.
    27. Matteo Lippi Bruni & Irene Mammi, 2017. "Spatial effects in hospital expenditures: A district level analysis," Health Economics, John Wiley & Sons, Ltd., vol. 26(S2), pages 63-77, September.
    28. Rosella Levaggi & Roberto Zanola, 2004. "Patients' migration across regions: the case of Italy," Applied Economics, Taylor & Francis Journals, vol. 36(16), pages 1751-1757.
    29. 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.
    30. 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.
    31. Sofia Amaral-Garcia & Paola Bertoli & Veronica Grembi, 2015. "Does Experience Rating Improve Obstetric Practices? Evidence From Geographical Discontinuities in Italy," CERGE-EI Working Papers wp540, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
    32. Giovanni Perucca & Massimiliano Piacenza & Gilberto Turati, 2019. "Spatial inequality in access to healthcare: evidence from an Italian Alpine region," Regional Studies, Taylor & Francis Journals, vol. 53(4), pages 478-489, April.
    33. Marco Varkevisser & Stéphanie Geest, 2007. "Why do patients bypass the nearest hospital? An empirical analysis for orthopaedic care and neurosurgery in the Netherlands," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 8(3), pages 287-295, September.
    34. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387.
    35. Lancaster, Tony, 2000. "The incidental parameter problem since 1948," Journal of Econometrics, Elsevier, vol. 95(2), pages 391-413, April.
    36. Sofia Amaral‐Garcia & Paola Bertoli & Veronica Grembi, 2015. "Does Experience Rating Improve Obstetric Practices? Evidence from Italy," Health Economics, John Wiley & Sons, Ltd., vol. 24(9), pages 1050-1064, September.
    37. Gravelle, Hugh & Dusheiko, Mark & Sutton, Matthew, 2002. "The demand for elective surgery in a public system: time and money prices in the UK National Health Service," Journal of Health Economics, Elsevier, vol. 21(3), pages 423-449, May.
    38. Hugh Gravelle & Peter Smith & Ana Xavier, 2003. "Performance signals in the public sector: the case of health care," Oxford Economic Papers, Oxford University Press, vol. 55(1), pages 81-103, January.
    39. Barili, Emilia & Bertoli, Paola & Grembi, Veronica, 2021. "Fee equalization and appropriate health care," Economics & Human Biology, Elsevier, vol. 41(C).
    40. Silvia Balia & Rinaldo Brau & Emanuela Marrocu, 2014. "What Drives Patient Mobility Across Italian Regions? Evidence from Hospital Discharge Data," Developments in Health Economics and Public Policy, in: Rosella Levaggi & Marcello Montefiori (ed.), Health Care Provision and Patient Mobility, edition 127, pages 133-154, Springer.
    41. Lorenzo Cappellari & Anna De Paoli & Gilberto Turati, 2016. "Do Market Incentives for Hospitals Affect Health and Service Utilization? Evidence from PPS-DRG Tariffs in Italian Regions," CESifo Working Paper Series 5804, CESifo.
    42. Arne Risa Hole, 2007. "Fitting mixed logit models by using maximum simulated likelihood," Stata Journal, StataCorp LP, vol. 7(3), pages 388-401, September.
    43. 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.
    44. repec:ecj:econjl:v:122:y:2012:i::p:400-417 is not listed on IDEAS
    45. Atella, Vincenzo & Belotti, Federico & Depalo, Domenico & Piano Mortari, Andrea, 2014. "Measuring spatial effects in the presence of institutional constraints: The case of Italian Local Health Authority expenditure," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 232-241.
    46. Di Novi, Cinzia & Piacenza, Massimiliano & Robone, Silvana & Turati, Gilberto, 2019. "Does fiscal decentralization affect regional disparities in health? Quasi-experimental evidence from Italy," Regional Science and Urban Economics, Elsevier, vol. 78(C).
    47. 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.
    48. Office of Health Economics, 2007. "The Economics of Health Care," For School 001490, Office of Health Economics.
    49. Gowrisankaran, Gautam & Town, Robert J., 1999. "Estimating the quality of care in hospitals using instrumental variables," Journal of Health Economics, Elsevier, vol. 18(6), pages 747-767, December.
    50. Luigi Siciliani & Tor Iversen, 2012. "Waiting Times and Waiting Lists," Chapters, in: Andrew M. Jones (ed.), The Elgar Companion to Health Economics, Second Edition, chapter 24, Edward Elgar Publishing.
    51. 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).
    52. Rosella Levaggi & Marcello Montefiori (ed.), 2014. "Health Care Provision and Patient Mobility," Developments in Health Economics and Public Policy, Springer, edition 127, number 978-88-470-5480-6, June.
    53. 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.
    54. Mark V. Pauly & Thomas G. Mcguire & Pedro P. Barros (ed.), 2011. "Handbook of Health Economics," Handbook of Health Economics, Elsevier, volume 2, number 2.
    55. repec:wly:hlthec:v:26:y:2017:i::p:92-105 is not listed on IDEAS
    56. Martin, Stephen & Smith, Peter C., 1999. "Rationing by waiting lists: an empirical investigation," Journal of Public Economics, Elsevier, vol. 71(1), pages 141-164, January.
    57. 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.
    58. 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).
    59. Hodgkin, Dominic, 1996. "Specialized service offerings and patients' choice of hospital: The case of cardiac catheterization," Journal of Health Economics, Elsevier, vol. 15(3), pages 305-332, June.
    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. Gao, Ya & Pan, Haixiao & Xie, Zhilin & Habib, Khandker Nurul, 2023. "Understanding patients heterogeneity in healthcare travel and hospital choice - A latent class analysis with covariates," Journal of Transport Geography, Elsevier, vol. 110(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. 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.
    2. 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.
    3. 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.
    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. Berta, Paolo & Guerriero, Carla & Levaggi, Rosella, 2021. "Hospitals’ strategic behaviours and patient mobility: Evidence from Italy," Socio-Economic Planning Sciences, Elsevier, vol. 77(C).
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    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. Hugh Gravelle & Rita Santos & Luigi Siciliani & Rosalind Goudie, 2012. "Hospital Quality Competition Under Fixed Prices," Working Papers 080cherp, Centre for Health Economics, University of York.
    12. 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.
    13. Rita Santos & Hugh Gravelle & Carol Propper, 2013. "Does quality affect patients’ choice of doctor? Evidence from the UK," Working Papers 088cherp, Centre for Health Economics, University of York.
    14. 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.
    15. Hendrik Schmitz & Magdalena A. Stroka‐Wetsch, 2020. "Determinants of nursing home choice: Does reported quality matter?," Health Economics, John Wiley & Sons, Ltd., vol. 29(7), pages 766-777, July.
    16. Giuseppe Moscelli & Hugh Gravelle & Luigi Siciliani, 2021. "Hospital competition and quality for non‐emergency patients in the English NHS," RAND Journal of Economics, RAND Corporation, vol. 52(2), pages 382-414, June.
    17. Rachet-Jacquet, Laurie & Gutacker, Nils & Siciliani, Luigi, 2021. "Scale economies in the health sector: The effect of hospital volume on health gains from hip replacement surgery," Journal of Economic Behavior & Organization, Elsevier, vol. 190(C), pages 704-729.
    18. 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.
    19. Giuseppe Moscelli & Hugh Gravelle & Luigi Siciliani, 2016. "Market structure, patient choice and hospital quality for elective patients," Working Papers 139cherp, Centre for Health Economics, University of York.
    20. 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.

    More about this item

    Keywords

    Patients' mobility; Hospital choice; Travel distance; Waiting times; Healthcare quality; Mixed logit models;
    All these keywords.

    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • R22 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Other Demand

    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:regeco:v:89:y:2021:i:c:s0166046221000570. 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 (email available below). General contact details of provider: http://www.elsevier.com/locate/regec .

    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.