Predictability of Stock Returns in Central and Eastern European Countries
DOI:
https://doi.org/10.18778/0208-6018.358.02Keywords:
stock return predictability, market ratios, CEE countriesAbstract
Stock return predictability in highly developed countries has both empirical and theoretical justification in financial literature. The article aims to answer the question if market valuation ratios that relate share prices to various accounting quantities have any predictive power for long‑term stock index returns on investments in capital markets of some Central and Eastern European countries, namely the Czech Republic, Hungary, Poland, and Russia. Heteroskedasticity and autocorrelation‑consistent estimators with a small‑sample degrees of freedom adjustment were used in regressions to track the overlapping data problem and small sample bias. The results of an investigation show that some of these ratios, such as price to a ten‑year moving average of real earnings, commonly known as the cyclically adjusted price earnings (CAPE) ratio, price to estimated profits, market to book value and price to sales revenues have a strong predictive power for cumulative returns mainly over long horizons. On the other hand, price to one‑year earnings, dividend yield or price to cash flow ratios prove to be quite poor predictors. Following the arguments of behavioural finance, we conclude that the evidence obtained in the study proving a fairly significant link between current values of market ratios and future cumulative returns indicates a certain degree of ineffectiveness of the analysed markets during the examined period.
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Ang A., Bekaert G. (2007), Stock Return Predictability: Is it There?, “The Review of Financial Studies”, Vol. 20, No. 3, pp. 651–707, https://doi.org/10.1093/rfs/hhl021 DOI: https://doi.org/10.1093/rfs/hhl021
Bannigidadmath D., Narayan P.K. (2015), Stock Return Predictability and Determinants of Predictability and Profits, “Emerging Markets Review”, Vol. 26, pp. 153–173, http://www.nber.org/papers/w8221 (accessed: 20.11.2021). DOI: https://doi.org/10.1016/j.ememar.2015.12.003
Bansal R., Yaron A. (2004), Risks for the Long Run: A Potential Resolution of Asset Pricing Puzzles, “Journal of Finance”, Vol. 59, pp. 1481–1509, https://doi.org/10.1111/j.1540-6261.2004.00670.x DOI: https://doi.org/10.1111/j.1540-6261.2004.00670.x
Bhargava V., Malhotra D.K. (2006), Do Price-Earnings Ratios Drive Stock Values?, “The Journal of Portfolio Management”, Vol. 33, No. 1, pp. 86–92, https://doi.org/10.3905/jpm.2006.661379 DOI: https://doi.org/10.3905/jpm.2006.661379
Campbell J.Y., Cochrane J.H. (1999), By Force of Habit: A Consumption-Based Explanation of Aggregate Stock Market Behaviour, “Journal of Political Economy”, Vol. 107, pp. 205–251, http://doi.org/10.1086/250059 DOI: https://doi.org/10.1086/250059
Campbell J.Y., Shiller R.J. (1998), Valuation Ratios and the Long-Run Stock Market Outlook, “The Journal of Portfolio Management”, Vol. 24, No. 2, pp. 11–26, https://doi.org/10.3905/jpm.24.2.11 DOI: https://doi.org/10.3905/jpm.24.2.11
Campbell J.Y., Shiller R.J. (2001), Valuation Ratios and the Long-Run Stock Market Outlook: An Update, “Working Paper”, No. 8221, National Bureau of Economic Research, Cambridge, http://www.nber.org/papers/w8221.pdf (accessed: 20.11.2021). DOI: https://doi.org/10.3386/w8221
Campbell J.Y., Thompson S.B. (2008), Predicting Excess Stock Returns Out of Sample: Can Anything Beat the Historical Average?, “The Review of Financial Studies”, Vol. 21, No. 4, pp. 1509–1531, https://doi.org/10.1093/rfs/hhm055 DOI: https://doi.org/10.1093/rfs/hhm055
Cochrane J.H. (2007), The Dog That Did Not Bark: A Defense of Return Predictability, “Review of Financial Studies”, Vol. 21, No. 4, pp. 1533–1575, https://doi.org/10.1093/rfs/hhm046 DOI: https://doi.org/10.1093/rfs/hhm046
Cole K., Helwege J., Laster D. (1996), Stock Market Valuation Indicators: Is This Time Different?, “Financial Analyst Journal”, Vol. 52, No. 3, pp. 56–64, https://doi.org/10.2469/faj.v52.n3.1996 DOI: https://doi.org/10.2469/faj.v52.n3.1996
Domian D.L., Reichestein W.R. (2009), Long-Horizon Stock Predictability: Evidence and Applications, “The Journal of Investing”, Vol. 18, No. 3, pp. 12–20. DOI: https://doi.org/10.3905/JOI.2009.18.3.012
Fama E.F., French K. (1988), Dividend yields and expected stock return, “Journal of Financial Economics”, Vol. 22, pp. 3–25, https://doi.org/10.1016/0304-405X(88)90020-7 DOI: https://doi.org/10.1016/0304-405X(88)90020-7
Gajdka J., Pietraszewski P. (2020a), Output and Expected Returns in Central and Eastern European Countries, “Annales Universitatis Mariae Curie-Skłodowska. Sectio H – Oeconomia”, Vol. 54, No. 4, pp. 41–54, http://doi.org/10.17951/h.2020.54.4.41-54 DOI: https://doi.org/10.17951/h.2020.54.4.41-54
Gajdka J., Pietraszewski P. (2020b), Prognozowalność długookresowych stóp zwrotu na polskim rynku akcji, “Przedsiębiorczość i Zarządzanie”, Vol. 21, No. 1, pp. 101–115.
Goyal A., Welch I . (2003), Predicting the Equity Premium with Dividend Ratios, “Management Science”, Vol. 49, No. 5, pp. 639–654, http://doi.org/10.1287/mnsc.49.5.639.15149 DOI: https://doi.org/10.1287/mnsc.49.5.639.15149
Goyal A., Welch I . (2008), A Comprehensive Look at the Empirical Performance of Equity Premium Prediction, “The Review of Financial Studies”, Vol. 21, No. 4, pp. 1455–1508, https://doi.org/10.1093/rfs/hhm014 DOI: https://doi.org/10.1093/rfs/hhm014
Goyal A., Welch I., Zafirov A. (2021), A Comprehensive Look at the Empirical Performance of Equity Premium Prediction II , “Swiss Finance Institute Research Paper”, No. 21–85, http://doi.org/10.2139/ssrn.3929119 DOI: https://doi.org/10.2139/ssrn.3929119
Hansen L., Hodrick R. (1980), Forward Exchange Rates as Optimal Predictors of Future Spot Rates: An Econometric Analysis, “Journal of Political Economy”, Vol. 88, No. 5, pp. 829–853. DOI: https://doi.org/10.1086/260910
Harri A., Brorsen B.W. (2009), The Overlapping Data Problem, “Quantitative and Qualitative Analysis in Social Sciences”, Vol. 3, No. 3, pp. 78–115, https://www.academia.edu/15822903/The_overlapping_data_problem (accessed: 20.11.2021).
Hodrick R.J. (1992), Dividend Yields and Expected Stock Returns: Alternative Procedures for Inference and Measurement, “Review of Financial Studies”, Vol. 5, No. 3, pp. 357–386, https://www0.gsb.columbia.edu/mygsb/faculty/research/pubfiles/1103/Hodrick_RFS1992.pdf (accessed: 20.11.2021). DOI: https://doi.org/10.1093/rfs/5.3.351
Indrayono Y. (2019), Predicting returns with financial ratios: Evidence from Indonesian Stock Exchange, “Management Science Letters”, Vol. 9, No. 11, pp. 1901–1908, https://doi.org/10.5267/j.msl.2019.6.003 DOI: https://doi.org/10.5267/j.msl.2019.6.003
Inoue A., Kilian L. (2004), In-Sample or Out-of-Sample Tests: Which One Should We Use?, “Econometric Reviews”, Vol. 23, No. 4, pp. 371–402, https://doi.org/10.1081/ETC-200040785 DOI: https://doi.org/10.1081/ETC-200040785
Keimling N. (2016), Predicting stock market returns using the Shiller CAPE – an improvement towards traditional value indicators?, “SSRN Electronic Journal”, http://doi.org/10.2139/ssrn.2736423 DOI: https://doi.org/10.2139/ssrn.2736423
Kheradyar S., Ibrahim I., Nor F.M. (2011), Stock Return Predictability with Financial Ratios, “International Journal of Trade, Economics and Finance”, Vol. 2, No. 5, pp. 391–396, https://doi.org/10.7763/IJTEF.2011.V2.137 DOI: https://doi.org/10.7763/IJTEF.2011.V2.137
Kirby C. (1997), Measuring the Predictable Variation in Stock Returns, “The Review of Financial Studies”, Vol. 10, No. 3, pp. 579–630, https://doi.org/10.1093/rfs/10.3.579 DOI: https://doi.org/10.1093/rfs/10.3.579
Klement J. (2012), Does the Shiller-PE Work in Emerging Markets?, “SSRN Electronic Journal”, http://doi.org/10.2139/ssrn.2088140 DOI: https://doi.org/10.2139/ssrn.2088140
Klement J. (2015), CAPE Around the World Update 2015 – Return Differences and Exchange Rate Movements, “SSRN Electronic Journal”, http://doi.org/10.2139/ssrn.2626725 DOI: https://doi.org/10.2139/ssrn.2626725
Kuciński A. (2013), Znaczenie wskaźników rynkowych w ocenie atrakcyjności inwestycyjnej spółek giełdowych, Państwowa Wyższa Szkoła Zawodowa im. Jakuba z Paradyża w Gorzowie Wielkopolskim, “Studia i Prace Wydziału Ekonomicznego”, No. 1, pp. 87–98.
Lettau M., Ludvigson S. (2001), Consumption, aggregate wealth and expected stock returns, “Journal of Finance”, Vol. 56, No. 3, pp. 815–849, https://doi.org/10.1111/0022-1082.00347 DOI: https://doi.org/10.1111/0022-1082.00347
Nelson C.R., Kim M.J. (1993), Predictable Stock Returns: The Role of Small Sample Bias, “Journal of Finance”, Vol. 48, pp. 641–661, https://www.jstor.org/stable/2328916 (accessed: 20.11.2021). DOI: https://doi.org/10.1111/j.1540-6261.1993.tb04731.x
Newey W.K., West K.D. (1987), A Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix, “Econometrica”, Vol. 55, No. 3, pp. 703–708, https://www.ssc.wisc.edu/~kwest/publications/1980/A%20Simple%20PSD%20HAC%20Covariance%20Matrix.pdf (accessed: 20.11.2021). DOI: https://doi.org/10.2307/1913610
Philips T., Kobor A. (2020), Ultra-simple Shiller’s CAPE: how one year’s data can predict equity market returns better than ten, “Journal of Portfolio Management”, Vol. 46, No. 4, pp. 140–155, https://doi.org/10.3905/jpm.2020.1.124 DOI: https://doi.org/10.3905/jpm.2020.1.124
Philips T.K., Ural C. (2016), Uncloaking Campbell and Shiller’s CAPE: a comprehensive guide to its construction and use, “Journal of Portfolio Management”, Vol. 43, No. 1, pp. 109–125, https://doi.org/10.3905/jpm.2016.43.1.109 DOI: https://doi.org/10.3905/jpm.2016.43.1.109
Prusak B. (2008), Stopy zwrotu z akcji a wskaźniki rynkowe, “Ekonomika i Organizacja Przedsiębiorstwa”, No. 2, pp. 53–60, http://bazekon.icm.edu.pl/bazekon/element/bwmeta1.element.ekon-element-000150063080?q=bwmeta1.element.ekon-element-8ac2916d-1faa-3d82-b609-953f3a4dee9a;6&qt=CHILDREN-STATELESS (accessed: 20.11.2021).
Radha S.S. (2018), A Prognostic Yield Measure for Country Selection in the Medium Term Using Shiller’s PE, “The Journal of Index Investing”, Vol. 9, No. 1, pp. 49–65, https://doi.org/10.3905/jii.2018.1.060 DOI: https://doi.org/10.3905/jii.2018.1.060
Rangvid J. (2006), Output and expected returns, “Journal of Financial Economics”, Vol. 81, No. 3, pp. 595–624, https://doi.org/10.1016/j.jfineco.2005.07.010 DOI: https://doi.org/10.1016/j.jfineco.2005.07.010
Rapach D.E., Strauss J.K., Zhou G. (2013), International Stock Return Predictability: What Is the Role of the United States?, “The Journal of Finance”, vol. LXVIII, No. 4, pp. 1633–1662, https://doi.org/10.1111/jofi.12041 DOI: https://doi.org/10.1111/jofi.12041
Rapach D.E., Wohar M.E., Rangvid J. (2005), Macro variables and international stock return predictability, “International Journal of Forecasting”, Vol. 21, No. 1, pp. 137–166, https://doi.org/10.1016/j.ijforecast.2004.05.004 DOI: https://doi.org/10.1016/j.ijforecast.2004.05.004
Robertson D., Wright S. (2006), Dividends, Total Cash Flow to Shareholders, and Predictive Return Regressions, “The Review of Economics and Statistics”, Vol. 88, No. 1, pp. 91–99, https://doi.org/10.2139/ssrn.423981 DOI: https://doi.org/10.1162/rest.2006.88.1.91
Santos T., Veronesi P. (2006), Labor Income and Predictable Stock Returns, “The Review of Financial Studies”, Vol. 19, No. 1, pp. 1–44, https://doi.org/10.2139/ssrn.235007 DOI: https://doi.org/10.1093/rfs/hhj006
Sekuła P. (2016), Strategia wartości – test na GPW w Warszawie, “Annales Universitatis Mariae Curie-Skłodowska. Sectio H – Oeconomia”, Vol. 50, No. 4, pp. 414–421. DOI: https://doi.org/10.17951/h.2016.50.4.413
Shiller R.J. (2014), Speculative Asset Prices (Nobel Prize Lecture), “Cowles Foundation Discussion Paper”, No. 1936, http://doi.org/10.2139/ssrn.2391284 DOI: https://doi.org/10.2139/ssrn.2391284
Sims C.A. (1984), Martingale-Like Behavior of Prices and Interest Rates, “Discussion Paper”, No. 205, Center for Economic Research, Department of Economics, University of Minnesota, http://sims.princeton.edu/yftp/martpric/Newmart4.pdf (accessed: 20.11.2021).
Stambaugh R.F. (1999), Predictive regressions, “Journal of Financial Economics”, Vol. 54, No. 3, pp. 375–421, https://doi.org/10.1016/S0304-405X(99)00041-0 DOI: https://doi.org/10.1016/S0304-405X(99)00041-0
Trevino R., Robertson F. (2002), P/E Ratios and Stock Market Returns, “Journal of Financial Planning”, Vol. 15, No. 2, pp. 76–84.
Weigand R., Irons R. (2007), The market P/E ratio, earnings trends, and stock return forecasts, “The Journal of Portfolio Management”, Vol. 33, No. 4, pp. 87–101, https://doi.org/10.3905/jpm.2007.690610 DOI: https://doi.org/10.3905/jpm.2007.690610





