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Co-Movement of Healthcare Financing in OECD Countries: Evidence from Discrete Wavelet Analyses

Author

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  • Wen-Yi CHEN

    (Department of Senior Citizen Service Management, National Taichung University of Science and Technology, Taichung, Taiwan.)

  • Yu-Hui LIN

    (, Department of Business Administration, Nan Kai University of Technology, Nan-Tou, Taiwan.)

Abstract

This study applied the recently developed discrete wavelet analyses to investigate the co-movement and spill-over relationship of healthcare financing across nine OECD countries during the period of 1960-2012 for the first time. Healthcare financing data used for this study were retrieved from the 2014 version of OECD Health Statistics database. Our results suggest that the public share of total healthcare financing in nine OECD countries has exhibited signs of co-movement over the period of 1960-2012 in the short, medium, and long-runs. The public-private mix of healthcare financing in National Health Service (NHS) systems led those in the Social Health Insurance (SHI) and Private Health Insurance (PHI) systems in the short and medium-runs, while the public-private mix of healthcare financing in the PHI health care system lagged behind that of the SHI and NHS systems over the period of 1960-2012. Policy diffusion for any change in the public-private mix of healthcare financing should run from public financing healthcare systems (such as the SHI and NHS systems) to the private financing healthcare system (PHI system).

Suggested Citation

  • Wen-Yi CHEN & Yu-Hui LIN, 2016. "Co-Movement of Healthcare Financing in OECD Countries: Evidence from Discrete Wavelet Analyses," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(3), pages 40-56, September.
  • Handle: RePEc:rjr:romjef:v::y:2016:i:3:p:40-56
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    References listed on IDEAS

    as
    1. Wen-Yi Chen & Yia-Wun Liang & Yu-Hui Lin, 2016. "Is the United States in the middle of a healthcare bubble?," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 17(1), pages 99-111, January.
    2. Vacha, Lukas & Barunik, Jozef, 2012. "Co-movement of energy commodities revisited: Evidence from wavelet coherence analysis," Energy Economics, Elsevier, vol. 34(1), pages 241-247.
    3. Arif Billah Dar & Niyati Bhanja & Amaresh Samantaraya & Aviral Kumar Tiwari@, 2013. "Export Led Growth or Growth Led Export Hypothesis in India: Evidence Based on Time-Frequency Approach," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 3(7), pages 869-880, July.
    4. Tiwari, Aviral Kumar & Mutascu, Mihai Ioan & Albulescu, Claudiu Tiberiu, 2013. "The influence of the international oil prices on the real effective exchange rate in Romania in a wavelet transform framework," Energy Economics, Elsevier, vol. 40(C), pages 714-733.
    5. Andrea Leiter & Engelbert Theurl, 2012. "The convergence of health care financing structures: empirical evidence from OECD-countries," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 13(1), pages 7-18, February.
    6. Rua, António & Nunes, Luís C., 2009. "International comovement of stock market returns: A wavelet analysis," Journal of Empirical Finance, Elsevier, vol. 16(4), pages 632-639, September.
    7. Jian Zhou, 2010. "Comovement of international real estate securities returns: a wavelet analysis," Journal of Property Research, Taylor & Francis Journals, vol. 27(4), pages 357-373, August.
    8. Rua, António, 2010. "Measuring comovement in the time-frequency space," Journal of Macroeconomics, Elsevier, vol. 32(2), pages 685-691, June.
    9. Wen-Yi Chen, 2016. "Health progress and economic growth in the USA: the continuous wavelet analysis," Empirical Economics, Springer, vol. 50(3), pages 831-855, May.
    10. Wen-Yi Chen, 2013. "Does healthcare financing converge? Evidence from eight OECD countries," International Journal of Health Economics and Management, Springer, vol. 13(3), pages 279-300, December.
    11. Loh, Lixia, 2013. "Co-movement of Asia-Pacific with European and US stock market returns: A cross-time-frequency analysis," Research in International Business and Finance, Elsevier, vol. 29(C), pages 1-13.
    12. Tiwari, Aviral Kumar & Oros, Cornel & Albulescu, Claudiu Tiberiu, 2014. "Revisiting the inflation–output gap relationship for France using a wavelet transform approach," Economic Modelling, Elsevier, vol. 37(C), pages 464-475.
    13. Graham, Michael & Kiviaho, Jarno & Nikkinen, Jussi, 2012. "Integration of 22 emerging stock markets: A three-dimensional analysis," Global Finance Journal, Elsevier, vol. 23(1), pages 34-47.
    14. Akoum, Ibrahim & Graham, Michael & Kivihaho, Jarno & Nikkinen, Jussi & Omran, Mohammed, 2012. "Co-movement of oil and stock prices in the GCC region: A wavelet analysis," The Quarterly Review of Economics and Finance, Elsevier, vol. 52(4), pages 385-394.
    15. Pedro Pita Barros, 2007. "The slow and unnoticed changes in the funding mix," Health Economics, John Wiley & Sons, Ltd., vol. 16(5), pages 437-440, May.
    16. Ramsey, James B. & Lampart, Camille, 1998. "Decomposition Of Economic Relationships By Timescale Using Wavelets," Macroeconomic Dynamics, Cambridge University Press, vol. 2(1), pages 49-71, March.
    17. Win Lin Chou & Zijun Wang, 2009. "Regional inequality in China's health care expenditures," Health Economics, John Wiley & Sons, Ltd., vol. 18(S2), pages 137-146, July.
    18. Kumar Tiwari, Aviral & Billah Dar, Arif & Bhanja, Niyati & Shah, Aasif, 2013. "Stock Market Integration in Asian Countries: evidence from Wavelet multiple correlations," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 28, pages 441-456.
    19. Mara Madaleno & Carlos Pinho, 2012. "International stock market indices comovements: a new look," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 17(1), pages 89-102, January.
    20. Luís Aguiar-Conraria & Maria Joana Soares, 2014. "The Continuous Wavelet Transform: Moving Beyond Uni- And Bivariate Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 28(2), pages 344-375, April.
    21. Gençay, Ramazan & Gençay, Ramazan & Selçuk, Faruk & Whitcher, Brandon J., 2001. "An Introduction to Wavelets and Other Filtering Methods in Finance and Economics," Elsevier Monographs, Elsevier, edition 1, number 9780122796708.
    22. Michael Graham & Jussi Nikkinen, 2011. "Co-movement of the Finnish and international stock markets: a wavelet analysis," The European Journal of Finance, Taylor & Francis Journals, vol. 17(5-6), pages 409-425.
    23. Jian Zhou, 2012. "Multiscale Analysis of International Linkages of REIT Returns and Volatilities," The Journal of Real Estate Finance and Economics, Springer, vol. 45(4), pages 1062-1087, November.
    24. Patrick M. Crowley, 2007. "A Guide To Wavelets For Economists," Journal of Economic Surveys, Wiley Blackwell, vol. 21(2), pages 207-267, April.
    25. Zijun Wang, 2009. "The convergence of health care expenditure in the US states," Health Economics, John Wiley & Sons, Ltd., vol. 18(1), pages 55-70, January.
    26. Aloui, Chaker & Hkiri, Besma, 2014. "Co-movements of GCC emerging stock markets: New evidence from wavelet coherence analysis," Economic Modelling, Elsevier, vol. 36(C), pages 421-431.
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    1. Chen, Mei-Ping & Chen, Wen-Yi & Tseng, Tseng-Chan, 2017. "Co-movements of returns in the health care sectors from the US, UK, and Germany stock markets: Evidence from the continuous wavelet analyses," International Review of Economics & Finance, Elsevier, vol. 49(C), pages 484-498.

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    More about this item

    Keywords

    Co-movement; Healthcare Financing; Discrete Wavelet Analyses; Wavelet Multiple Correlation; Wavelet Multiple Cross correlation.;
    All these keywords.

    JEL classification:

    • C3 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables
    • I1 - Health, Education, and Welfare - - Health
    • J6 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers

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