IDEAS home Printed from https://ideas.repec.org/a/gam/jijerp/v16y2019i4p582-d206713.html
   My bibliography  Save this article

Spatio-Temporal Distribution, Spillover Effects and Influences of China’s Two Levels of Public Healthcare Resources

Author

Listed:
  • Xueqian Song

    (School of Management, Chengdu University of Information Technology, Chengdu 610225, China)

  • Yongping Wei

    (School of Earth and Environmental Sciences, The University of Queensland, Brisbane, QLD 4067, Australia)

  • Wei Deng

    (Research Center for Mountain Development, Institute of Mountain Hazards and Environment, Chinese Academy of Sciences, Chengdu 610041, China
    College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China)

  • Shaoyao Zhang

    (Research Center for Mountain Development, Institute of Mountain Hazards and Environment, Chinese Academy of Sciences, Chengdu 610041, China
    College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China)

  • Peng Zhou

    (Research Center for Mountain Development, Institute of Mountain Hazards and Environment, Chinese Academy of Sciences, Chengdu 610041, China
    College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China)

  • Ying Liu

    (Research Center for Mountain Development, Institute of Mountain Hazards and Environment, Chinese Academy of Sciences, Chengdu 610041, China
    College of Resources and Environment, University of Chinese Academy of Sciences, Beijing 100049, China)

  • Jiangjun Wan

    (Department of Urban and Rural Planning, School of Architecture and Urban-Rural Planning, Sichuan Agricultural University, Chengdu 610041, China)

Abstract

In China, upper-level healthcare (ULHC) and lower-level healthcare (LLHC) provide different public medical and health services. Only when these two levels of healthcare resources are distributed equally and synergistically can the public’s demands for healthcare be met fairly. Despite a number of previous studies having analysed the spatial distribution of healthcare and its determinants, few have evaluated the differences in spatial equity between ULHC and LLHC and investigated their institutional, geographical and socioeconomic influences and spillover effects. This study aims to bridge this gap by analysing panel data on the two levels of healthcare resources in 31 Chinese provinces covering the period 2003–2015 using Moran’s I models and dynamic spatial Durbin panel models (DSDMs). The results indicate that, over the study period, although both levels of healthcare resources improved considerably in all regions, spatial disparities were large. The spatio-temporal characteristics of ULHC and LLHC differed, although both levels were relatively low to the north-west of the Hu Huanyong Line. DSDM analysis revealed direct and indirect effects at both short-and long-term scales for both levels of healthcare resources. Meanwhile, the influencing factors had different impacts on the different levels of healthcare resources. In general, long-term effects were greater for ULHC and short-term effects were greater for LLHC. The spillover effects of ULHC were more significant than those of LLHC. More specifically, industrial structure, traffic accessibility, government expenditure and family healthcare expenditure were the main determinants of ULHC, while industrial structure, urbanisation, topography, traffic accessibility, government expenditure and family healthcare expenditure were the main determinants of LLHC. These findings have important implications for policymakers seeking to optimize the availability of the two levels of healthcare resources.

Suggested Citation

  • Xueqian Song & Yongping Wei & Wei Deng & Shaoyao Zhang & Peng Zhou & Ying Liu & Jiangjun Wan, 2019. "Spatio-Temporal Distribution, Spillover Effects and Influences of China’s Two Levels of Public Healthcare Resources," IJERPH, MDPI, vol. 16(4), pages 1-18, February.
  • Handle: RePEc:gam:jijerp:v:16:y:2019:i:4:p:582-:d:206713
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1660-4601/16/4/582/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/1660-4601/16/4/582/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Johan Lundberg, 2006. "Spatial interaction model of spillovers from locally provided public services," Regional Studies, Taylor & Francis Journals, vol. 40(6), pages 631-644.
    2. Badi H. Baltagi & Raffaele Lagravinese & Francesco Moscone & Elisa Tosetti, 2017. "Health Care Expenditure and Income: A Global Perspective," Health Economics, John Wiley & Sons, Ltd., vol. 26(7), pages 863-874, July.
    3. 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.
    4. James P. Lesage, 2008. "An Introduction to Spatial Econometrics," Revue d'économie industrielle, De Boeck Université, vol. 0(3), pages 19-44.
    5. Sole-Olle, Albert, 2006. "Expenditure spillovers and fiscal interactions: Empirical evidence from local governments in Spain," Journal of Urban Economics, Elsevier, vol. 59(1), pages 32-53, January.
    6. Hilal Atasoy & Pei-yu Chen & Kartik Ganju, 2018. "The Spillover Effects of Health IT Investments on Regional Healthcare Costs," Management Science, INFORMS, vol. 64(6), pages 2515-2534, June.
    7. Qin, Xuezheng & Hsieh, Chee-Ruey, 2014. "Economic growth and the geographic maldistribution of health care resources: Evidence from China, 1949-2010," China Economic Review, Elsevier, vol. 31(C), pages 228-246.
    8. Que, Wei & Zhang, Yabin & Liu, Shaobo, 2018. "The spatial spillover effect of fiscal decentralization on local public provision: Mathematical application and empirical estimation," Applied Mathematics and Computation, Elsevier, vol. 331(C), pages 416-429.
    9. Wang, Hufeng & Gusmano, Michael K. & Cao, Qi, 2011. "An evaluation of the policy on community health organizations in China: Will the priority of new healthcare reform in China be a success?," Health Policy, Elsevier, vol. 99(1), pages 37-43, January.
    10. Cavalieri, Marina & Ferrante, Livio, 2016. "Does fiscal decentralization improve health outcomes? Evidence from infant mortality in Italy," Social Science & Medicine, Elsevier, vol. 164(C), pages 74-88.
    11. Yang, Jinqiu & Hong, Yongmiao & Ma, Shuangge, 2016. "Impact of the new health care reform on hospital expenditure in China: A case study from a pilot city," China Economic Review, Elsevier, vol. 39(C), pages 1-14.
    12. Vahidin Jeleskovic & Benjamin Schwanebeck, 2012. "Assessment of a spatial panel model for the efficiency analysis of the heterogonous healthcare systems in the world," MAGKS Papers on Economics 201248, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
    13. repec:dau:papers:123456789/10510 is not listed on IDEAS
    14. Neutens, Tijs, 2015. "Accessibility, equity and health care: review and research directions for transport geographers," Journal of Transport Geography, Elsevier, vol. 43(C), pages 14-27.
    15. Bhattacharjee, Arnab & Maiti, Taps & Petrie, Dennis, 2014. "General equilibrium effects of spatial structure: Health outcomes and health behaviours in Scotland," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 286-297.
    16. Mingsheng Chen & Guixia Fang & Lidan Wang & Zhonghua Wang & Yuxin Zhao & Lei Si, 2015. "Who Benefits from Government Healthcare Subsidies? An Assessment of the Equity of Healthcare Benefits Distribution in China," PLOS ONE, Public Library of Science, vol. 10(3), pages 1-15, March.
    17. Lopreite, Milena & Mauro, Marianna, 2017. "The effects of population ageing on health care expenditure: A Bayesian VAR analysis using data from Italy," Health Policy, Elsevier, vol. 121(6), pages 663-674.
    18. Li, Kunpeng, 2017. "Fixed-effects dynamic spatial panel data models and impulse response analysis," Journal of Econometrics, Elsevier, vol. 198(1), pages 102-121.
    19. J. Elhorst, 2010. "Applied Spatial Econometrics: Raising the Bar," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(1), pages 9-28.
    20. Goodman, Allen C. & Smith, Brent C., 2018. "Location of health professionals: The supply side," Regional Science and Urban Economics, Elsevier, vol. 68(C), pages 148-159.
    21. Isen, Adam, 2014. "Do local government fiscal spillovers exist? Evidence from counties, municipalities, and school districts," Journal of Public Economics, Elsevier, vol. 110(C), pages 57-73.
    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. Mingyue Wen & Liao Liao & Yilin Wang & Xunzhi Zhou, 2022. "Effects of Healthcare Policies and Reforms at the Primary Level in China: From the Evidence of Shenzhen Primary Care Reforms from 2018 to 2019," IJERPH, MDPI, vol. 19(4), pages 1-19, February.
    2. Chao Song & Yaode Wang & Xiu Yang & Yili Yang & Zhangying Tang & Xiuli Wang & Jay Pan, 2020. "Spatial and Temporal Impacts of Socioeconomic and Environmental Factors on Healthcare Resources: A County-Level Bayesian Local Spatiotemporal Regression Modeling Study of Hospital Beds in Southwest Ch," IJERPH, MDPI, vol. 17(16), pages 1-23, August.
    3. Meijie Chen & Yumin Chen & Xiaoguang Wang & Huangyuan Tan & Fenglan Luo, 2019. "Spatial Difference of Transit-Based Accessibility to Hospitals by Regions Using Spatially Adjusted ANOVA," IJERPH, MDPI, vol. 16(11), pages 1-20, May.
    4. Chung-Yi Li & Yung-Chung Chuang & Pei-Chun Chen & Michael S. Chen & Miaw-Chwen Lee & Li-Jung Elizabeth Ku & Chiachi Bonnie Lee, 2021. "Social Determinants of Diabetes-Related Preventable Hospitalization in Taiwan: A Spatial Analysis," IJERPH, MDPI, vol. 18(4), pages 1-14, February.

    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. Francisco J. Delgado & Santiago Lago-Peñas & Matías Mayor, 2015. "On The Determinants Of Local Tax Rates: New Evidence From Spain," Contemporary Economic Policy, Western Economic Association International, vol. 33(2), pages 351-368, April.
    2. Kalamov, Zarko & Staal, Klaas, 2023. "Too-big-to-fail in federations?," Regional Science and Urban Economics, Elsevier, vol. 101(C).
    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. Kristien Werck & Bruno Heyndels & Benny Geys, 2008. "The impact of ‘central places’ on spatial spending patterns: evidence from Flemish local government cultural expenditures," Journal of Cultural Economics, Springer;The Association for Cultural Economics International, vol. 32(1), pages 35-58, March.
    5. Quentin Frère & Matthieu Leprince & Sonia Paty, 2014. "The Impact of Intermunicipal Cooperation on Local Public Spending," Urban Studies, Urban Studies Journal Limited, vol. 51(8), pages 1741-1760, June.
    6. 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.
    7. Azémar, Céline & Desbordes, Rodolphe & Wooton, Ian, 2020. "Is international tax competition only about taxes? A market-based perspective," Journal of Comparative Economics, Elsevier, vol. 48(4), pages 891-912.
    8. Yao Zhang & Taoyuan Wei & Wentao Tian & Kai Zhao, 2022. "Spatiotemporal Differentiation and Driving Mechanism of Coupling Coordination between New-Type Urbanization and Ecological Environment in China," Sustainability, MDPI, vol. 14(18), pages 1-19, September.
    9. Fernando A. López & Pedro J. Martínez-Ortiz & Juan-Gabriel Cegarra-Navarro, 2017. "Spatial spillovers in public expenditure on a municipal level in Spain," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 58(1), pages 39-65, January.
    10. Junjie Cao & Yao Zhang & Taoyuan Wei & Hui Sun, 2021. "Temporal–Spatial Evolution and Influencing Factors of Coordinated Development of the Population, Resources, Economy and Environment (PREE) System: Evidence from 31 Provinces in China," IJERPH, MDPI, vol. 18(24), pages 1-22, December.
    11. Borck, Rainald & Fossen, Frank M. & Freier, Ronny & Martin, Thorsten, 2015. "Race to the debt trap? — Spatial econometric evidence on debt in German municipalities," Regional Science and Urban Economics, Elsevier, vol. 53(C), pages 20-37.
    12. Bui, Duy Tung & Nguyen , Canh Phuc & Dinh , Thanh Su, 2021. "Fiscal Decentralisation and Externalities on Economic Growth: Spatial-provincial evidence from Vietnam," Journal of Economic Development, The Economic Research Institute, Chung-Ang University, vol. 46(4), pages 31-64, December.
    13. Galletta, Sergio, 2017. "Law enforcement, municipal budgets and spillover effects: Evidence from a quasi-experiment in Italy," Journal of Urban Economics, Elsevier, vol. 101(C), pages 90-105.
    14. Emilie Caldeira & Martial Foucault & Gregoire Rota-Graziosi, 2015. "Decentralization in Africa and the nature of local governments’ competition: evidence from Benin," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 22(6), pages 1048-1076, December.
    15. Emil Georgiev & Emil Mihaylov, 2015. "Economic growth and the environment: reassessing the environmental Kuznets Curve for air pollution emissions in OECD countries," Letters in Spatial and Resource Sciences, Springer, vol. 8(1), pages 29-47, March.
    16. Johanna Choumert & Laure Cormier, 2011. "The provision of urban parks: an empirical test of spatial spillovers in an urban area using geographic information systems," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 47(2), pages 437-450, October.
    17. Eleonora Dávalos & Leonardo Fabio Morales, 2023. "Diffusion of crime control benefits: forced eradication and coca crops in Colombia," Spatial Economic Analysis, Taylor & Francis Journals, vol. 18(3), pages 292-317, July.
    18. Julie Bulteau & Thierry Feuillet & Rémy Le Boennec, 2018. "Spatial Heterogeneity of Sustainable Transportation Offer Values: A Comparative Analysis of Nantes Urban and Periurban/Rural Areas (France)," Post-Print halshs-01706911, HAL.
    19. 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.
    20. De Salvo, Maria & Capitello, Roberta & Gaudenzi, Barbara & Begalli, Diego, 2019. "Risk management strategies and residual risk perception in the wine industry: A spatial analysis in Northeast Italy," Land Use Policy, Elsevier, vol. 83(C), pages 47-62.

    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:gam:jijerp:v:16:y:2019:i:4:p:582-:d:206713. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.