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Spatial effects in hospital expenditures: A district level analysis

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  • Matteo Lippi Bruni
  • Irene Mammi

Abstract

We use spatial econometric methods to analyse spillovers in hospital expenditures across Health Districts of the Emilia‐Romagna Region (Italy). We estimate spatial models that allow for global spillovers and distinguish between the expenditures associated with potentially inappropriate hospitalizations and those associated with complex medical procedures. We also investigate the relative contribution of geographical and institutional proximity in explaining spatial dependence, by explicitly modelling different connectivity structures and exploiting them to build alternative spatial weight matrices. We find that interactions largely differ between types of expenditures, with positive spatial effects for potentially inappropriate admissions, the effect being generally not significant for high‐complexity expenditure. Relying on the estimated direct and indirect effects, we also test for the presence of spatial spillovers across districts. Finally, the paper draws policy implications for the public health planner.

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  • 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.
  • Handle: RePEc:wly:hlthec:v:26:y:2017:i:s2:p:63-77
    DOI: 10.1002/hec.3558
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    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. Mickael Bech & Jørgen Lauridsen, 2009. "Exploring spatial patterns in general practice expenditure," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 10(3), pages 243-254, July.
    3. Dusheiko, Mark & Gravelle, Hugh & Martin, Stephen & Rice, Nigel & Smith, Peter C., 2011. "Does better disease management in primary care reduce hospital costs? Evidence from English primary care," Journal of Health Economics, Elsevier, vol. 30(5), pages 919-932.
    4. Gaynor, Martin & Laudicella, Mauro & Propper, Carol, 2012. "Can governments do it better? Merger mania and hospital outcomes in the English NHS," Journal of Health Economics, Elsevier, vol. 31(3), pages 528-543.
    5. James LeSage & Matthew Dominguez, 2012. "The importance of modeling spatial spillovers in public choice analysis," Public Choice, Springer, vol. 150(3), pages 525-545, March.
    6. 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.
    7. Cilem Selin Hazir & James Lesage & Corinne Autant-Bernard, 2014. "The Role of R&D Collaboration Networks on Regional Innovation Performance," Working Papers halshs-01073031, HAL.
    8. Moscone, Francesco & Knapp, Martin & Tosetti, Elisa, 2007. "Mental health expenditure in England: A spatial panel approach," Journal of Health Economics, Elsevier, vol. 26(4), pages 842-864, July.
    9. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    10. Arbia, Giuseppe & Battisti, Michele & Di Vaio, Gianfranco, 2010. "Institutions and geography: Empirical test of spatial growth models for European regions," Economic Modelling, Elsevier, vol. 27(1), pages 12-21, January.
    11. Bose, Srimoyee, 2015. "Determinants of Per Capita State-Level Health Expenditures in the United States: A Spatial Panel Analysis," Journal of Regional Analysis and Policy, Mid-Continent Regional Science Association, vol. 45(1).
    12. Mark Dusheiko & Hugh Gravelle & Stephen Martin & Nigel Rice & Peter C Smith, 2011. "Does Better Disease Management in Primary Care Reduce Hospital Costs?," Working Papers 065cherp, Centre for Health Economics, University of York.
    13. Joan Costa‐Font & Jordi Pons‐Novell, 2007. "Public health expenditure and spatial interactions in a decentralized national health system," Health Economics, John Wiley & Sons, Ltd., vol. 16(3), pages 291-306, March.
    14. Joan Costa-Font & Francesco Moscone, 2009. "The impact of decentralization and inter-territorial interactions on Spanish health expenditure," Studies in Empirical Economics, in: Giuseppe Arbia & Badi H. Baltagi (ed.), Spatial Econometrics, pages 167-184, Springer.
    15. James P. LeSage, 2014. "What Regional Scientists Need to Know about Spatial Econometrics," The Review of Regional Studies, Southern Regional Science Association, vol. 44(1), pages 13-32, Spring.
    16. Matteo Lippi Bruni & Lucia Nobilio & Cristina Ugolini, 2008. "The analysis of a cardiological network in a regulated setting: a spatial interaction approach," Health Economics, John Wiley & Sons, Ltd., vol. 17(2), pages 221-233, February.
    17. Federico Belotti & Gordon Hughes & Andrea Piano Mortari, 2013. "XSMLE: Stata module for spatial panel data models estimation," Statistical Software Components S457610, Boston College Department of Economics, revised 07 Jun 2017.
    18. repec:wly:hlthec:v:26:y:2017:i::p:38-62 is not listed on IDEAS
    19. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    20. 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.
    21. Gianluca Fiorentini & Elisa Iezzi & Matteo Lippi Bruni & Cristina Ugolini, 2011. "Incentives in primary care and their impact on potentially avoidable hospital admissions," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 12(4), pages 297-309, August.
    22. Yihua Yu & Li Zhang & Fanghua Li & Xinye Zheng, 2013. "Strategic interaction and the determinants of public health expenditures in China: a spatial panel perspective," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 50(1), pages 203-221, February.
    23. Bech, Mickael & Lauridsen, Jørgen, 2008. "Exploring the spatial pattern in hospital admissions," Health Policy, Elsevier, vol. 87(1), pages 50-62, July.
    24. 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.
    25. Francesco Longo & Luigi Siciliani & Hugh Gravelle & Rita Santos, 2017. "Do hospitals respond to rivals' quality and efficiency? A spatial panel econometric analysis," Health Economics, John Wiley & Sons, Ltd., vol. 26(S2), pages 38-62, September.
    26. 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.
    27. Mascia, Daniele & Dandi, Roberto & Di Vincenzo, Fausto, 2014. "Professional networks and EBM use: A study of inter-physician interaction across levels of care," Health Policy, Elsevier, vol. 118(1), pages 24-36.
    28. Federico Belotti & Gordon Hughes & Andrea Piano Mortari, 2017. "Spatial panel-data models using Stata," Stata Journal, StataCorp LP, vol. 17(1), pages 139-180, March.
    29. 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, April.
    30. Baltagi, Badi H. & Yen, Yin-Fang, 2014. "Hospital treatment rates and spillover effects: Does ownership matter?," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 193-202.
    31. Mark V. Pauly & Thomas G. Mcguire & Pedro P. Barros (ed.), 2011. "Handbook of Health Economics," Handbook of Health Economics, Elsevier, volume 2, number 2.
    32. J. Elhorst, 2010. "Applied Spatial Econometrics: Raising the Bar," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(1), pages 9-28.
    33. Andree Ehlert & Dirk Oberschachtsiek, 2014. "Does managed care reduce health care expenditure? Evidence from spatial panel data," International Journal of Health Economics and Management, Springer, vol. 14(3), pages 207-227, September.
    34. Iezzi, Elisa & Lippi Bruni, Matteo & Ugolini, Cristina, 2014. "The role of GP's compensation schemes in diabetes care: Evidence from panel data," Journal of Health Economics, Elsevier, vol. 34(C), pages 104-120.
    35. Francesco Longo & Luigi Siciliani & Hugh Gravelle & Rita Santos, 2017. "Do hospitals respond to rivals’ quality and efficiency? a spatial econometrics approach," Working Papers 144cherp, Centre for Health Economics, University of York.
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    3. Vidoli, Francesco & Pignataro, Giacomo & Benedetti, Roberto, 2022. "Identification of spatial regimes of the production function of Italian hospitals through spatially constrained cluster-wise regression," Socio-Economic Planning Sciences, Elsevier, vol. 82(PA).
    4. Gianluca Fiorentini & Silvana Robone & Rossella Verzulli, 2018. "How do hospital‐specialty characteristics influence health system responsiveness? An empirical evaluation of in‐patient care in the Italian region of Emilia‐Romagna," Health Economics, John Wiley & Sons, Ltd., vol. 27(2), pages 266-281, February.
    5. 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).
    6. Kiziltan, Mustafa, 2021. "Water-energy nexus of Turkey’s municipalities: Evidence from spatial panel data analysis," Energy, Elsevier, vol. 226(C).
    7. Sebastien Bourdin & Sevgi Eda Tuzcu & Esra Satıcı, 2023. "Explaining COVID‐19 vaccine uptake: A spatial sociodemographic study in Turkey," Papers in Regional Science, Wiley Blackwell, vol. 102(2), pages 307-329, April.
    8. Sorinel Toderaş Siretean & Veronica Grosu & Anamaria-Geanina Macovei & Simona Maria Brînzaru, 2023. "Optimising Expenditure In Hospital Units," European Journal of Accounting, Finance & Business, "Stefan cel Mare" University of Suceava, Romania - Faculty of Economics and Public Administration, West University of Timisoara, Romania - Faculty of Economics and Business Administration, vol. 11(1), pages 139-146, February.
    9. Francetic, Igor & Meacock, Rachel & Sutton, Matt, 2024. "Free-for-all: Does crowding impact outcomes because hospital emergency departments do not prioritise effectively?," Journal of Health Economics, Elsevier, vol. 95(C).
    10. Cavalieri, M.; Di Caro, P.; Guccio, C.; Lisi, D.;, 2017. "Does neighbour’s grass matter? Exploring spatial dependent heterogeneity in technical efficiency of Italian hospitals," Health, Econometrics and Data Group (HEDG) Working Papers 17/13, HEDG, c/o Department of Economics, University of York.
    11. Cavalieri, Marina & Di Caro, Paolo & Guccio, Calogero & Lisi, Domenico, 2020. "Does neighbours' grass matter? Testing spatial dependent heterogeneity in technical efficiency of Italian hospitals," Social Science & Medicine, Elsevier, vol. 265(C).

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    More about this item

    JEL classification:

    • I11 - Health, Education, and Welfare - - Health - - - Analysis of Health Care Markets
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models

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