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The impact of mean reversion model on portfolio investment strategies: Empirical evidence from emerging markets

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  • Akarim, Yasemin Deniz
  • Sevim, Serafettin

Abstract

Investors use mean reversion model to make decisions on which stocks should be taken in their portfolios according to their mean values. The first goal of the paper is to test the validity of the mean reversion model in emerging markets. Second, it aims to determine the best portfolio investment strategy on the validity of the mean reversion model. As a result of panel regression analysis, we find that the mean reversion model is valid in all of the emerging countries in the sample. This result implies that emerging markets are not efficient even in weak form. On the validity of the mean reversion model, we find that Max3–Min3 portfolio has recorded the best performance and contrarian portfolio is the best portfolio investment strategy. The paper makes contribution to the literature in terms of providing the information about which portfolio investment strategy has the best performance on the validity of the mean reversion model.

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  • Akarim, Yasemin Deniz & Sevim, Serafettin, 2013. "The impact of mean reversion model on portfolio investment strategies: Empirical evidence from emerging markets," Economic Modelling, Elsevier, vol. 31(C), pages 453-459.
  • Handle: RePEc:eee:ecmode:v:31:y:2013:i:c:p:453-459
    DOI: 10.1016/j.econmod.2012.11.028
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    as
    1. repec:ebl:ecbull:v:6:y:2006:i:7:p:1-14 is not listed on IDEAS
    2. Malliaropulos, Dimitrios & Priestley, Richard, 1999. "Mean reversion in Southeast Asian stock markets," Journal of Empirical Finance, Elsevier, vol. 6(4), pages 355-384, October.
    3. Ole Risager, "undated". "Random Walk or Mean Reversion:," EPRU Working Paper Series 98-12, Economic Policy Research Unit (EPRU), University of Copenhagen. Department of Economics.
    4. Andrew W. Lo, A. Craig MacKinlay, 1988. "Stock Market Prices do not Follow Random Walks: Evidence from a Simple Specification Test," The Review of Financial Studies, Society for Financial Studies, vol. 1(1), pages 41-66.
    5. Robert P. Flood & Mark P. Taylor, 1996. "Exchange Rate Economics: What's Wrong with the Conventional Macro Approach?," NBER Chapters, in: The Microstructure of Foreign Exchange Markets, pages 261-302, National Bureau of Economic Research, Inc.
    6. Hausman, Jerry A & Taylor, William E, 1981. "Panel Data and Unobservable Individual Effects," Econometrica, Econometric Society, vol. 49(6), pages 1377-1398, November.
    7. Taylor, Mark P & Peel, David A & Sarno, Lucio, 2001. "Nonlinear Mean-Reversion in Real Exchange Rates: Toward a Solution to the Purchasing Power Parity Puzzles," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 42(4), pages 1015-1042, November.
    8. repec:wvu:wpaper:09-14 is not listed on IDEAS
    9. Ozgur Aslan & Levent Korap, 2009. "Are real exchange rates mean reverting? Evidence from a panel of OECD countries," Applied Economics Letters, Taylor & Francis Journals, vol. 16(1), pages 23-27.
    10. Chortareas, Georgios & Kapetanios, George, 2009. "Getting PPP right: Identifying mean-reverting real exchange rates in panels," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 390-404, February.
    11. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    12. 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.
    13. Frankel, Jeffrey A. & Rose, Andrew K., 1996. "A panel project on purchasing power parity: Mean reversion within and between countries," Journal of International Economics, Elsevier, vol. 40(1-2), pages 209-224, February.
    14. Kim, Chang-Jin & Morley, James C. & Nelson, Charles R., 2001. "Does an intertemporal tradeoff between risk and return explain mean reversion in stock prices?," Journal of Empirical Finance, Elsevier, vol. 8(4), pages 403-426, September.
    15. Abuaf, Niso & Jorion, Philippe, 1990. "Purchasing Power Parity in the Long Run," Journal of Finance, American Finance Association, vol. 45(1), pages 157-174, March.
    16. Simon Stevenson, 2002. "Momentum Effects and Mean Reversion in Real Estate Securities," Journal of Real Estate Research, American Real Estate Society, vol. 23(1/2), pages 47-64.
    17. Jorion, Philippe & Sweeney, Richard J., 1996. "Mean reversion in real exchange rates: evidence and implications for forecasting," Journal of International Money and Finance, Elsevier, vol. 15(4), pages 535-550, August.
    18. Ronald Balvers & Yangru Wu & Erik Gilliland, 2000. "Mean Reversion across National Stock Markets and Parametric Contrarian Investment Strategies," Journal of Finance, American Finance Association, vol. 55(2), pages 745-772, April.
    19. Spierdijk, Laura & Bikker, Jacob A. & van den Hoek, Pieter, 2012. "Mean reversion in international stock markets: An empirical analysis of the 20th century," Journal of International Money and Finance, Elsevier, vol. 31(2), pages 228-249.
    20. David A. Sauer & Carl R. Chen, 1996. "Mean Reversion in the United Kingdom Stock Market and its Implications for a Profitable Trading Strategy," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 23(9-10), pages 1379-1395, December.
    21. Risager, Ole, 1998. "Random walk or mean reversion," Working Papers 07-1998, Copenhagen Business School, Department of Economics.
    22. Taylor, Mark P. & Peel, David A., 2000. "Nonlinear adjustment, long-run equilibrium and exchange rate fundamentals," Journal of International Money and Finance, Elsevier, vol. 19(1), pages 33-53, February.
    23. Alipasha Razzaghipour & Grant Fleming & Richard Heaney, 2001. "Deviations and mean reversion to purchasing power parity in the Asian currency crisis of 1997," Applied Economics, Taylor & Francis Journals, vol. 33(9), pages 1093-1100.
    24. repec:ebl:ecbull:v:30:y:2010:i:1:p:32-54 is not listed on IDEAS
    25. Lean Hooi Hooi & Russell Smyth, 2007. "Are Asian real exchange rates mean reverting? Evidence from univariate and panel LM unit root tests with one and two structural breaks," Applied Economics, Taylor & Francis Journals, vol. 39(16), pages 2109-2120.
    26. Zhen Zhu, 1998. "The random walk of stock prices: evidence from a panel of G-7 countries," Applied Economics Letters, Taylor & Francis Journals, vol. 5(7), pages 411-413.
    27. Kasa, Kenneth, 1992. "Common stochastic trends in international stock markets," Journal of Monetary Economics, Elsevier, vol. 29(1), pages 95-124, February.
    28. McQueen, Grant, 1992. "Long-Horizon Mean-Reverting Stock Prices Revisited," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 27(1), pages 1-18, March.
    29. Chortareas, Georgios & Kapetanios, George, 2009. "Getting PPP right: Identifying mean-reverting real exchange rates in panels," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 390-404, February.
    30. De Bondt, Werner F M & Thaler, Richard, 1985. "Does the Stock Market Overreact?," Journal of Finance, American Finance Association, vol. 40(3), pages 793-805, July.
    31. Hiroyuki Kawakatsu & Matthew R. Morey, 1999. "An Empirical Examination Of Financial Liberalization And The Efficiency Of Emerging Market Stock Prices," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 22(4), pages 385-411, December.
    32. Lothian, James R & Taylor, Mark P, 1996. "Real Exchange Rate Behavior: The Recent Float from the Perspective of the Past Two Centuries," Journal of Political Economy, University of Chicago Press, vol. 104(3), pages 488-509, June.
    33. Aggarwal, Raj & Montanes, Antonio & Ponz, Monserrat, 2000. "Evidence of long-run purchasing power parity: analysis of real asian exchange rates in terms of the Japanese yen," Japan and the World Economy, Elsevier, vol. 12(4), pages 351-361, December.
    34. Yevheniya Hyrina & Apostolos Serletis, 2010. "Purchasing power parity over a century," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 37(1), pages 117-144, January.
    35. Jose M. Campa & Holger C. Wolf, 1997. "Is Real Exchange Rate Mean Reversion Caused By Arbitrage?," NBER Working Papers 6162, National Bureau of Economic Research, Inc.
    36. Fama, Eugene F, 1970. "Efficient Capital Markets: A Review of Theory and Empirical Work," Journal of Finance, American Finance Association, vol. 25(2), pages 383-417, May.
    37. Jorge L. Urrutia, 1995. "Tests Of Random Walk And Market Efficiency For Latin American Emerging Equity Markets," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 18(3), pages 299-309, September.
    38. Gropp, Jeffrey, 2004. "Mean reversion of industry stock returns in the U.S., 1926-1998," Journal of Empirical Finance, Elsevier, vol. 11(4), pages 537-551, September.
    39. Ralph S. J. Koijen & Juan Carlos Rodríguez & Alessandro Sbuelz, 2009. "Momentum and Mean Reversion in Strategic Asset Allocation," Management Science, INFORMS, vol. 55(7), pages 1199-1213, July.
    40. Jeffrey A. Frankel & Giampaolo Galli & Alberto Giovannini, 1996. "The Microstructure of Foreign Exchange Markets," NBER Books, National Bureau of Economic Research, Inc, number fran96-1, July.
    41. Hasan, Mohammad S., 2004. "Univariate time series behaviour of the real exchange rate: evidence from colonial India," Economics Letters, Elsevier, vol. 84(1), pages 75-80, July.
    42. 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.
    43. Guzin Erlat & Haluk Erlat, 2006. "Intraindustry Trade and Labor Market Adjustment in Turkey: Another Piece of Puzzling Evidence?," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 42(5), pages 5-27, October.
    44. Wu, Yangru & Zhang, Hua, 1996. "Mean Reversion in Interest Rates: New Evidence from a Panel of OECD Countries," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 28(4), pages 604-621, November.
    45. Dara Long, 2010. "The Long-Run of Purchasing Power Parity: The Case of Japan," Economics Bulletin, AccessEcon, vol. 30(1), pages 32-54.
    46. Mario Cerrato & Nick Sarantis, 2006. "Nonlinear Mean Reversion in Real Exchange Rates: Evidence from Developing and Emerging Market Economies," Economics Bulletin, AccessEcon, vol. 6(7), pages 1-14.
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    More about this item

    Keywords

    Mean reversion; Emerging markets; Portfolio strategies; Panel data analysis;
    All these keywords.

    JEL classification:

    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes

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