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Risk spillover from international financial markets and China's macro-economy: A MIDAS-CoVaR-QR model

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  • Yang, Lu
  • Cui, Xue
  • Yang, Lei
  • Hamori, Shigeyuki
  • Cai, Xiaojing

Abstract

The article investigates how risk spillover from the global financial market affects real economic activity in China. We develop a MIDAS-CoVaR-QR (Mixed Data Sampling-Conditional Value at Risk-Quantile Regression) approach that combines different frequencies of data to demonstrate the possibility of risk spillover from outside markets and forecast domestic macroeconomic shocks. Further, we provide evidence that risk spillovers can forecast economic shocks in China, and their predictive power increases as the time scales increase. The empirical findings also demonstrate that risk spillovers from the global stock and commodity markets have a strong negative effect on future macro-economy. Our conclusions provide meaningful information for government and policy-makers who must consider risk spillovers from global financial markets as an important factor in creating macroeconomic policies, and in adjusting these policies across different time horizons.

Suggested Citation

  • Yang, Lu & Cui, Xue & Yang, Lei & Hamori, Shigeyuki & Cai, Xiaojing, 2023. "Risk spillover from international financial markets and China's macro-economy: A MIDAS-CoVaR-QR model," International Review of Economics & Finance, Elsevier, vol. 84(C), pages 55-69.
  • Handle: RePEc:eee:reveco:v:84:y:2023:i:c:p:55-69
    DOI: 10.1016/j.iref.2022.11.006
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    More about this item

    Keywords

    MIDAS; CoVaR; Wavelet analysis; Quantile regression; Macroeconomic shocks;
    All these keywords.

    JEL classification:

    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • E51 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Money Supply; Credit; Money Multipliers
    • F41 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - Open Economy Macroeconomics
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • H63 - Public Economics - - National Budget, Deficit, and Debt - - - Debt; Debt Management; Sovereign Debt

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