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The troika of business cycle, efficiency and volatility. An East Asian perspective

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  • Arshad, Shaista
  • Rizvi, Syed Aun R.

Abstract

The EMH has been the subject of much debate over the past few decades, with a recent surge in interest in Asian markets. Asian markets which traditionally comprise of many emerging markets are more volatile and speculative in nature. The heart of our study focuses on the East Asian economies, which have experienced massive capital inflows. This begs the question of whether or not the stock markets are efficient enough for further investment and development. Our paper differs from existing literature as it focuses on deriving weak form efficiency rankings during different business cycle phases. We endeavour further to assess the volatility and business cycle phases. Taking Malaysia, Indonesia, Singapore and South Korea owing to their economic and financial development, we use MF-DFA to derive efficiency rankings and find firstly, the overall efficiency has improved over the past two decades and secondly, markets are more efficient in growth phases in comparison to its preceding decline. Similarly, employing wavelet decomposition in conjunction with EGARCH, we obtain volatility of stock markets in two distinct time horizons, i.e. short term and long term. We find the markets to be more stable during economic boom than its preceding bust. Our results confer with mainstream literature.

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  • Arshad, Shaista & Rizvi, Syed Aun R., 2015. "The troika of business cycle, efficiency and volatility. An East Asian perspective," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 419(C), pages 158-170.
  • Handle: RePEc:eee:phsmap:v:419:y:2015:i:c:p:158-170
    DOI: 10.1016/j.physa.2014.10.014
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    as
    1. Thorsten Beck & Ross Levine, 2008. "Legal Institutions and Financial Development," Springer Books, in: Claude Ménard & Mary M. Shirley (ed.), Handbook of New Institutional Economics, chapter 11, pages 251-278, Springer.
    2. Denizer Cevdet A. & Iyigun Murat F. & Owen Ann, 2002. "Finance and Macroeconomic Volatility," The B.E. Journal of Macroeconomics, De Gruyter, vol. 2(1), pages 1-32, October.
    3. Levine, Ross & Zervos, Sara, 1998. "Stock Markets, Banks, and Economic Growth," American Economic Review, American Economic Association, vol. 88(3), pages 537-558, June.
    4. Campbell R. Harvey, 1994. "Conditional Asset Allocation in Emerging Markets," NBER Working Papers 4623, National Bureau of Economic Research, Inc.
    5. Shleifer, Andrei & Wolfenzon, Daniel, 2002. "Investor protection and equity markets," Journal of Financial Economics, Elsevier, vol. 66(1), pages 3-27, October.
    6. Levine, Ross & Zervos, Sara J, 1993. "What We Have Learned about Policy and Growth from Cross-Country Regressions?," American Economic Review, American Economic Association, vol. 83(2), pages 426-430, May.
    7. Fama, Eugene F & French, Kenneth R, 1988. "Permanent and Temporary Components of Stock Prices," Journal of Political Economy, University of Chicago Press, vol. 96(2), pages 246-273, April.
    8. Ben S. Bernanke & Mark Gertler, 1995. "Inside the Black Box: The Credit Channel of Monetary Policy Transmission," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 27-48, Fall.
    9. Mary M. Shirley, 2005. "Institutions and Development," Springer Books, in: Claude Menard & Mary M. Shirley (ed.), Handbook of New Institutional Economics, chapter 24, pages 611-638, Springer.
    10. Kim, E Han & Singal, Vijay, 2000. "Erratum [Stock Market Openings: Experience of Emerging Economies]," The Journal of Business, University of Chicago Press, vol. 73(4), October.
    11. Breen, William & Glosten, Lawrence R & Jagannathan, Ravi, 1989. " Economic Significance of Predictable Variations in Stock Index Returns," Journal of Finance, American Finance Association, vol. 44(5), pages 1177-1189, December.
    12. Jeremy J. Siegel, "undated". "The Behavior of Stock Returns Around N.B.E.R. Turning Points: An Overview (Revision of 5-91)," Rodney L. White Center for Financial Research Working Papers 13-91, Wharton School Rodney L. White Center for Financial Research.
    13. Lawrence J. Christiano & Terry J. Fitzgerald, 2003. "The Band Pass Filter," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 44(2), pages 435-465, May.
    14. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
    15. Easterly, William & Fischer, Stanley, 2001. "Inflation and the Poor," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 33(2), pages 160-178, May.
    16. Schwert, G William, 1989. " Why Does Stock Market Volatility Change over Time?," Journal of Finance, American Finance Association, vol. 44(5), pages 1115-1153, December.
    17. Glosten, Lawrence R & Jagannathan, Ravi & Runkle, David E, 1993. "On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks," Journal of Finance, American Finance Association, vol. 48(5), pages 1779-1801, December.
    18. Podobnik, Boris & Fu, Dongfeng & Jagric, Timotej & Grosse, Ivo & Eugene Stanley, H., 2006. "Fractionally integrated process for transition economics," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 362(2), pages 465-470.
    19. Rousseau, P. L. & Wachtel, P., 2000. "Equity markets and growth: Cross-country evidence on timing and outcomes, 1980-1995," Journal of Banking & Finance, Elsevier, vol. 24(12), pages 1933-1957, December.
    20. Schwert, G William, 1990. "Stock Returns and Real Activity: A Century of Evidence," Journal of Finance, American Finance Association, vol. 45(4), pages 1237-1257, September.
    21. Francesco Guidi & Rakesh Gupta, 2011. "Are ASEAN stock market efficient? Evidence from univariate and multivariate variance ratio tests," Discussion Papers in Finance finance:201113, Griffith University, Department of Accounting, Finance and Economics.
    22. Morris Altman, 1995. "Business Cycle Volatility and Economic Growth: The Historical Record, 1870–1986," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 17(4), pages 561-577, July.
    23. Fama, Eugene F., 1990. "Term-structure forecasts of interest rates, inflation and real returns," Journal of Monetary Economics, Elsevier, vol. 25(1), pages 59-76, January.
    24. Alvarez-Ramirez, Jose & Alvarez, Jesus & Rodriguez, Eduardo, 2008. "Short-term predictability of crude oil markets: A detrended fluctuation analysis approach," Energy Economics, Elsevier, vol. 30(5), pages 2645-2656, September.
    25. Wen Cheong, Chin & Hassan Shaari Mohd Nor, Abu & Isa, Zaidi, 2007. "Asymmetry and long-memory volatility: Some empirical evidence using GARCH," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 373(C), pages 651-664.
    26. Cajueiro, Daniel O. & Gogas, Periklis & Tabak, Benjamin M., 2009. "Does financial market liberalization increase the degree of market efficiency? The case of the Athens stock exchange," International Review of Financial Analysis, Elsevier, vol. 18(1-2), pages 50-57, March.
    27. Onali, Enrico & Goddard, John, 2009. "Unifractality and multifractality in the Italian stock market," International Review of Financial Analysis, Elsevier, vol. 18(4), pages 154-163, September.
    28. Rafael La Porta & Florencio Lopez‐De‐Silanes & Andrei Shleifer, 1999. "Corporate Ownership Around the World," Journal of Finance, American Finance Association, vol. 54(2), pages 471-517, April.
    29. Hoque, Hafiz A.A.B. & Kim, Jae H. & Pyun, Chong Soo, 2007. "A comparison of variance ratio tests of random walk: A case of Asian emerging stock markets," International Review of Economics & Finance, Elsevier, vol. 16(4), pages 488-502.
    30. Siegel, J.J., 1991. "The Behavior of Stock Returns Around N.B.E.R. Turning Points: An Overview," Weiss Center Working Papers 13-91, Wharton School - Weiss Center for International Financial Research.
    31. Kim, E Han & Singal, Vijay, 2000. "Stock Market Openings: Experience of Emerging Economies," The Journal of Business, University of Chicago Press, vol. 73(1), pages 25-66, January.
    32. Robert J. Barro, 1998. "Determinants of Economic Growth: A Cross-Country Empirical Study," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262522543, December.
    33. Andrew W. Lo, A. Craig MacKinlay, 1988. "Stock Market Prices do not Follow Random Walks: Evidence from a Simple Specification Test," Review of Financial Studies, Society for Financial Studies, vol. 1(1), pages 41-66.
    34. Kantelhardt, Jan W. & Zschiegner, Stephan A. & Koscielny-Bunde, Eva & Havlin, Shlomo & Bunde, Armin & Stanley, H.Eugene, 2002. "Multifractal detrended fluctuation analysis of nonstationary time series," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 316(1), pages 87-114.
    35. Siegel, J.J., 1991. "The Behavior of Stock Returns Around N.B.E.R. Turning Points : An Overview," Weiss Center Working Papers 5-91, Wharton School - Weiss Center for International Financial Research.
    36. Poterba, James M. & Summers, Lawrence H., 1988. "Mean reversion in stock prices : Evidence and Implications," Journal of Financial Economics, Elsevier, vol. 22(1), pages 27-59, October.
    37. Lo, Andrew W, 1991. "Long-Term Memory in Stock Market Prices," Econometrica, Econometric Society, vol. 59(5), pages 1279-1313, September.
    38. Guglielmo Maria Caporale & Peter G. A Howells & Alaa M. Soliman, 2004. "Stock Market Development And Economic Growth: The Causal Linkage," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 29(1), pages 33-50, June.
    39. Lipsey, Robert E. & Sjöholm, Fredrik, 2010. "FDI and Growth in East Asia: Lessons for Indonesia," Working Paper Series 852, Research Institute of Industrial Economics.
    40. Ojah, Kalu & Karemera, David, 1999. "Random Walks and Market Efficiency Tests of Latin American Emerging Equity Markets: A Revisit," The Financial Review, Eastern Finance Association, vol. 34(2), pages 57-72, May.
    41. Rizvi, Syed Aun R. & Dewandaru, Ginanjar & Bacha, Obiyathulla I. & Masih, Mansur, 2014. "An analysis of stock market efficiency: Developed vs Islamic stock markets using MF-DFA," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 407(C), pages 86-99.
    42. Bai, Man-Ying & Zhu, Hai-Bo, 2010. "Power law and multiscaling properties of the Chinese stock market," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(9), pages 1883-1890.
    43. Kim, Jae H. & Shamsuddin, Abul, 2008. "Are Asian stock markets efficient? Evidence from new multiple variance ratio tests," Journal of Empirical Finance, Elsevier, vol. 15(3), pages 518-532, June.
    44. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    45. La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert, 2000. "Investor protection and corporate governance," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 3-27.
    46. Atje, Raymond & Jovanovic, Boyan, 1993. "Stock markets and development," European Economic Review, Elsevier, vol. 37(2-3), pages 632-640, April.
    47. Binswanger, Mathias, 2000. "Stock market booms and real economic activity: Is this time different?," International Review of Economics & Finance, Elsevier, vol. 9(4), pages 387-415, October.
    48. Terence C. Mills, 2000. "Business Cycle Volatility and Economic Growth: A Reassessment," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 23(1), pages 107-116, September.
    49. Yih-Wen Shyu & Kuangyu Hsia, 2008. "Does stock market volatility with regime shifts signal the business cycle in Taiwan?," International Journal of Electronic Finance, Inderscience Enterprises Ltd, vol. 2(4), pages 433-450.
    50. Kwapień, J. & Oświe¸cimka, P. & Drożdż, S., 2005. "Components of multifractality in high-frequency stock returns," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 350(2), pages 466-474.
    51. Borja Larrain, 2004. "Financial development, financial constraints, and the volatility of industrial output," Public Policy Discussion Paper 04-6, Federal Reserve Bank of Boston.
    52. Roland Füss, 2005. "Financial Liberalization and Stock Price Behaviour in Asian Emerging Markets," Economic Change and Restructuring, Springer, vol. 38(1), pages 37-62, March.
    53. Chordia, Tarun & Roll, Richard & Subrahmanyam, Avanidhar, 2008. "Liquidity and market efficiency," Journal of Financial Economics, Elsevier, vol. 87(2), pages 249-268, February.
    54. Jiang, J. & Ma, K. & Cai, X., 2007. "Non-linear characteristics and long-range correlations in Asian stock markets," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 378(2), pages 399-407.
    55. Claude Menard & Mary M. Shirley (ed.), 2005. "Handbook of New Institutional Economics," Springer Books, Springer, number 978-0-387-25092-2, November.
    56. M. F. M. Osborne, 1962. "Periodic Structure in the Brownian Motion of Stock Prices," Operations Research, INFORMS, vol. 10(3), pages 345-379, June.
    57. Fama, Eugene F. & French, Kenneth R., 1989. "Business conditions and expected returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 25(1), pages 23-49, November.
    58. Claessens, Stijn & Dasgupta, Susmita & Glen, Jack, 1995. "Return Behavior in Emerging Stock Markets," The World Bank Economic Review, World Bank, vol. 9(1), pages 131-151, January.
    59. Boriss Siliverstovs & Manh Ha Duong, 2006. "On the Role of Stock Market for Real Economic Activity," Discussion Papers of DIW Berlin 599, DIW Berlin, German Institute for Economic Research.
    60. Jiang, Zhi-Qiang & Zhou, Wei-Xing, 2007. "Scale invariant distribution and multifractality of volatility multipliers in stock markets," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 381(C), pages 343-350.
    61. Balvers, Ronald J & Cosimano, Thomas F & McDonald, Bill, 1990. "Predicting Stock Returns in an Efficient Market," Journal of Finance, American Finance Association, vol. 45(4), pages 1109-1128, September.
    62. Zunino, L. & Tabak, B.M. & Figliola, A. & Pérez, D.G. & Garavaglia, M. & Rosso, O.A., 2008. "A multifractal approach for stock market inefficiency," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 387(26), pages 6558-6566.
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    Cited by:

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