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Comparison of the Predictive Ability of Single and Multi-Regime Models of Stock Market Dynamics

Author

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  • Vadim Ye. Zyamalov

    (Russian Presidential Academy of National Economy and Public Administration, Moscow 119571, Russia)

Abstract

Stock indices are one of the indicators of the general state of the economy. Therefore, modelling and forecasting of stock indices are discussed heavily for several decades. In this paper, the impact of macroeconomic factors on the Russian stock indices is discussed and investigated by author. In particular, the impact of external trade characteristics and foreign stock indices is analyzed. In addition, several econometric models are compared in the article due to their predictive ability. The author also investigates a predictive ability of vector autoregression (VAR) and vector smooth transition autoregression (VSTAR) models.

Suggested Citation

  • Vadim Ye. Zyamalov, 2017. "Comparison of the Predictive Ability of Single and Multi-Regime Models of Stock Market Dynamics," Finansovyj žhurnal — Financial Journal, Financial Research Institute, Moscow 125375, Russia, issue 2, pages 64-75, April.
  • Handle: RePEc:fru:finjrn:170206:p:64-75
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    as
    1. Jun, Sang-Gyung & Marathe, Achla & Shawky, Hany A., 2003. "Liquidity and stock returns in emerging equity markets," Emerging Markets Review, Elsevier, vol. 4(1), pages 1-24, March.
    2. Yuko Hashimoto & Takatoshi Ito, 2004. "High-Frequency Contagion Between the Exchange Rates and Stock Prices," NBER Working Papers 10448, National Bureau of Economic Research, Inc.
    3. Basher, Syed Abul & Haug, Alfred A. & Sadorsky, Perry, 2012. "Oil prices, exchange rates and emerging stock markets," Energy Economics, Elsevier, vol. 34(1), pages 227-240.
    4. Mauro, Paolo, 2003. "Stock returns and output growth in emerging and advanced economies," Journal of Development Economics, Elsevier, vol. 71(1), pages 129-153, June.
    5. Schwert, G William, 1981. "The Adjustment of Stock Prices to Information about Inflation," Journal of Finance, American Finance Association, vol. 36(1), pages 15-29, March.
    6. Martin Feldstein, 1983. "Inflation and the Stock Market," NBER Chapters, in: Inflation, Tax Rules, and Capital Formation, pages 186-198, National Bureau of Economic Research, Inc.
    7. Fama, Eugene F, 1981. "Stock Returns, Real Activity, Inflation, and Money," American Economic Review, American Economic Association, vol. 71(4), pages 545-565, September.
    8. Harvey, Campbell R, 1995. "The Risk Exposure of Emerging Equity Markets," The World Bank Economic Review, World Bank, vol. 9(1), pages 19-50, January.
    9. Arora, Vipin & Tyers, Rod, 2012. "Asset arbitrage and the price of oil," Economic Modelling, Elsevier, vol. 29(2), pages 142-150.
    10. Paul, Satya & Mallik, Girijasankar, 2003. "Macroeconomic Factors and Bank and Finance Stock Prices: The Australian Experience," Economic Analysis and Policy, Elsevier, vol. 33(1), pages 23-30, March.
    11. Turuntseva, M. & Zyamalov, V., 2016. "Stock Markets under the Changing Terms of Trade," Journal of the New Economic Association, New Economic Association, vol. 31(3), pages 93-109.
    12. Jones, Charles M & Kaul, Gautam, 1996. "Oil and the Stock Markets," Journal of Finance, American Finance Association, vol. 51(2), pages 463-491, June.
    13. Engsted, Tom & Tanggaard, Carsten, 2002. "The relation between asset returns and inflation at short and long horizons," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 12(2), pages 101-118, April.
    14. Fama, Eugene F, 1990. "Stock Returns, Expected Returns, and Real Activity," Journal of Finance, American Finance Association, vol. 45(4), pages 1089-1108, September.
    15. Homa, Kenneth E & Jaffee, Dwight M, 1971. "The Supply of Money and Common Stock Prices," Journal of Finance, American Finance Association, vol. 26(5), pages 1045-1066, December.
    16. Luo, Robin & Visaltanachoti, Nuttawat, 2010. "Real exchange rates, asset prices and terms of trade: A theoretical analysis," Economic Modelling, Elsevier, vol. 27(1), pages 143-151, January.
    17. Lawrence H. Summers, 1981. "Inflation and the Valuation of Corporate Equities," NBER Working Papers 0824, National Bureau of Economic Research, Inc.
    18. Bernd Hayo & Ali Kutan, 2002. "The Impact of News, Oil Prices, and International Spillovers on Russian Financial Markets," Finance 0209001, University Library of Munich, Germany.
    19. Michael T. Bond & James R. Webb, 1995. "Real Estate versus Financial Asset Returns and Inflation: Can a P* Trading Strategy Improve REIT Investment Performance?," Journal of Real Estate Research, American Real Estate Society, vol. 10(3), pages 327-334.
    20. Bilson, Christopher M. & Brailsford, Timothy J. & Hooper, Vincent J., 2001. "Selecting macroeconomic variables as explanatory factors of emerging stock market returns," Pacific-Basin Finance Journal, Elsevier, vol. 9(4), pages 401-426, August.
    21. Abugri, Benjamin A., 2008. "Empirical relationship between macroeconomic volatility and stock returns: Evidence from Latin American markets," International Review of Financial Analysis, Elsevier, vol. 17(2), pages 396-410.
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    Cited by:

    1. Vadim Ye. Zyamalov, 2022. "Applying the Multi Regime Models to the Modelling the Dynamics of Financial Time Series [Использование Многорежимных Моделей Для Моделирования Динамики Финансовых Временных Рядов]," Russian Economic Development, Gaidar Institute for Economic Policy, issue 5, pages 13-19, May.
    2. Vadim Ye. Zyamalov, 2022. "Использование Многорежимных Моделей Для Моделирования Динамики Финансовых Временных Рядов," Russian Economic Development (in Russian), Gaidar Institute for Economic Policy, issue 5, pages 13-19, May.

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    More about this item

    Keywords

    stock indices; RTSI; trade conditions; multi-regime models; predictive ability; fundamental analysis;
    All these keywords.

    JEL classification:

    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation: Models and Applications

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