Revisiting Herding Investment Behavior on the Zagreb Stock Exchange: A Quantile Regression Approach

  • Tihana Škrinjarić Faculty of Economics and Business, University of Zagreb
Keywords: Herding Investor Behavior, Quantile Regression, Agrokor Concern Crisis, Stock Market

Abstract

Herding investment behavior on stock markets has consequences for practitioners, theorists, and policy makers. Thus, empirical research on this topic in the last couple of years has grown exponentially. However, there exist only a few papers dealing with herding behavior that consider the Croatian stock market. This study employs the quantile regression approach of estimating several herding investor behavior models of this market for the first time in the literature. Based upon daily data for the 37 most liquid stocks in the Zagreb Stock Exchange (ZSE) for the period September 22, 2014 to May 8, 2018, several model specifications are determined using quantile regression. Because the quantile regression approach deals with specific characteristics of financial data (stylized facts) better than the OLS method, more robust results can be achieved for evaluating if herding behavior is present in the Croatian market. The results indicate very weak to almost nonexistent evidence of herding behavior in the ZSE. Moreover, market volatility does not have any effect on herding behavior. Finally, the economic and political crisis (regarding concern Agrokor) in 2017 was controlled for in the model and the crisis was found insignificant. It seems that herding behavior does not need to be taken into account when tailoring investment strategies on the ZSE.

References

Ababio, K. A. and Mwamba, J. M. (2017). Test of herding behaviour in the Johannesburg stock exchange: application of quantile regression model. Journal of Economic and Financial Sciences, 10(3):457–474.

Al-Shboul, M. (2013). An Examination of Herd Behavior in the Jordanian Equity Market. International Journal of Economics and Finance, 5(1):234–249.

Arouri, M. E. H., Bellando, R., Ringuede, S., and Vaubourg, A.-G. (2010). Herding by institutional investors: empirical evidence from French mutual funds. Working Papers hal-00507832, HAL.

Baddeley, M. (2010). Herding, social influence and economic decision-making: socio-psychological and neuroscientific analyses. Philosophical Transactions of the Royal Society of London B: Biological Sciences, 365(1538):281–290.

Banerjee, A. V. (1992). A Simple Model of Herd Behavior. The Quarterly Journal of Economics, 107(3):797–817.

Barber, B., Odean, T., and Zhu, N. (2009). Systematic noise. Journal of Financial Markets, 12(4):547–569.

Barsade, S. G. (2001). The Ripple Effect: Emotional Contagion In Groups. Yale school of management working papers, Yale School of Management.

Bikhchandani, S., Hirshleifer, D., and Welch, I. (1998). Learning from the Behavior of Others: Conformity, Fads, and Informational Cascades. The Journal of Economic Perspectives, 12(3):151–170.

Bikhchandani, S. and Sharma, S. (2001). Comportamiento gregario o de rebano en los mercados financieros: una resena. Boletın, 0(1):23–42.

Black, F. (1972). Capital Market Equilibrium with Restricted Borrowing. The Journal of Business, 45(3):444–55.

Blasco, N. and Ferreruela, S. (2008). Testing Intentional Herding in Familiar Stocks: An Experiment in an International Context. Journal of Behavioral Finance, 9(2):72–84.

Bohl, M. T., Klein, A. C., and Siklos, P. L. (2013). A Markov switching approach to herding. Working paper, Centre for International Governance Innovation.

Butler, K. C. and Joaquin, D. C. (2002). Are the gains from international portfolio diversification exaggerated? The influence of downside risk in bear markets. Journal of International Money and Finance, 21(7):981–1011.

Calvo, G. A. and Mendoza, E. G. (2000). Rational contagion and the globalization of securities markets. Journal of International Economics, 51(1):79–113.

Caparrelli, F., D’Arcangelis, A. M., and Cassuto, A. (2004). Herding in the Italian Stock Market: A Case of Behavioral Finance. Journal of Behavioral Finance, 5(4):222–230.

Caporale, G. M., Philippas, N., and Economou, F. (2008). Herding behaviour in extreme market conditions: the case of the Athens Stock Exchange. Economics Bulletin, 7(17):1–13.

Chang, E. C., Cheng, J. W., and Khorana, A. (2000). An examination of herd behavior in equity markets: An international perspective. Journal of Banking and Finance, 24(10):1651–1679.

Chen, T. (2013). Do Investors Herd in Global Stock Markets? Journal of Behavioral Finance, 14(3):230–239.

Chen, Y.-C., Wu, H.-C., and Huang, J.-J. (2017). Herd Behavior and Rational Expectations: A Test of China’s Market Using Quantile Regression. International Journal of Economics and Financial Issues, 7(2):649–663.

Chiang, T., Tan, L., Li, J., and Nelling, E. (2013). Dynamic Herding Behavior in Pacific-Basin Markets: Evidence and Implications. Multinational Finance Journal, 17(3-4):165–200.

Chiang, T. C. and Zheng, D. (2010). An empirical analysis of herd behavior in global stock markets. Journal of Banking and Finance, 34(8):1911–1921.

Choe, H., Kho, B.-C., and Stulz, R. M. (1999). Do foreign investors destabilize stock markets? The Korean experience in 1997. Journal of Financial Economics, 54(2):227–264.

Chong, T. T.-L., Liu, X., and Zhu, C. (2017). What Explains Herd Behavior in the Chinese Stock Market? Journal of Behavioral Finance, 18(4):448–456.

Christie, W. G. and Huang, R. D. (1995). Following the Pied Piper: Do Individual Returns Herd around the Market? Financial Analysts Journal, 51(4):31–37.

Cote, J. and Sanders, D. (1997). Herding Behavior: Explanations and Implications. Behavioral Research in Accounting, 19:20–45.

Davino, C., Furno, M., and Vistocco, D. (2013). Quantile regression: theory and applications. John Wiley & Sons.

DeLong, J Bradford, e. a. (1990). Positive Feedback Investment Strategies and Destabilizing Rational Speculation. Journal of Finance, 45(2):379–395.

DeLong, J. B., Shleifer, A., Summers, L. H., and Waldmann, R. J. (1991). The Survival of Noise Traders in Financial Markets. The Journal of Business, 64(1):1–19.

Devenow, A. and Welch, I. (1996). Rational herding in financial economics. European Economic Review, 40(3-5):603–615.

Economoua, F., Kostakis, A., and Philippas, N. (2010). An Examination of Herd Behaviour in Four Mediterranean Stock Markets. In Proceedings at the European Economics and Finance Society’s 9th Annual Conference, 3-6 June 2010. Global Imbalances, Financial Institutions, and Reforms in the Post-crisis Era, Athens, Greece.

Filip, A., Pochea, M., and Pece, A. (2015a). The Herding Behaviour of Investors in the CEE Stocks Markets. Procedia Economics and Finance, 32:307–315.

Filip, A.-M., Pece, A. M., and Pochea, M. M. (2015b). An Empirical Investigation of Herding Behavior in CEE Stock Markets under the Global Financial Crisis. Procedia Economics and Finance, 25:354–361.

Forbes, K. J. and Rigobon, R. (2002). No Contagion, Only Interdependence: Measuring Stock Market Comovements. Journal of Finance, 57(5):2223–2261.

Franses, P. H. and Dijk, D. v. (2000). Non-Linear Time Series Models in Empirical Finance. Cambridge University Press.

Friedman, M. (1953). The Case for Flexible Exchange Rates, in: Essays in Positive Economics,. University of Chicago Press.

Garg, A. and Gulati, R. (2013). Do investors herd in Indian market. DECISION, 40(3):181–196.

Gavriilidis, K., Kallinterakis, V., and Ferreira, M. P. L. (2013). Institutional industry herding: Intentional or spurious? Journal of International Financial Markets, Institutions and Money, 26(C):192–214.

Goldbaum, D. (2008). Coordinated investing with feedback and learning. Journal of Economic Behavior and Organization, 65(2):202–223.

Goodfellow, C., Bohl, M. T., and Gebka, B. (2009). Together we invest? Individual and institutional investors’ trading behaviour in Poland. International Review of Financial Analysis, 18(4):212–221.

Guidolin, M. and Pedio, M. (2018). Essentials of Time Series for Financial Applications. Academic Press.

Hatfield, E., Cacioppo, J. T., and Rapson, R. L. (1993). Emotional Contagion. Current Directions in Psychological Science, 2(3):96–100.

Hirshleifer, D. and Teoh, S. H. (2001). Herd Behavior and Cascading in Capital Markets: A Review and Synthesis. MPRA Paper 5186, University Library of Munich, Germany.

Holmes, P., Kallinterakis, V., and Ferreira, M. P. L. (2013). Herding in a Concentrated Market: a Question of Intent. European Financial Management, 19(3):497–520.

Hwang, S. and Salmon, M. (2004). Market stress and herding. Journal of Empirical Finance, 11(4):585–616.

Hwang, S. and Salmon, M. (2007). Sentiment and Beta Herding. University of warwick, University of Warwick Working Paper.

Josic, M. (2006). Utjecaj procesa pregovora Hrvatske s Europskom komisijom na razvoj trzista dionica u Hrvatskoj (Impact of the Coatia’s EU accession on the development of capital market in Croatia). Zbornik Ekonomskog fakulteta u Zagrebu (Proceedings of the Faculty of Economics and Business in Zagreb), Vol. 4, No. 1:131–144.

Kabir, M. H. (2018). Did Investors Herd during the Financial Crisis? Evidence from the US Financial Industry. International Review of Finance, 18(1):59–90.

Kallinterakis, V. and Lodetti, M. (2009). Nonlinearities, Herd Behaviour and Market Illiquidity: Evidence from Montenegro? Economic Analysis, 42(3-4):7–17.

Keynes, J. M. (1936). The general theory of employment, interest and money. London : Macmillan, 1936.

Khan, H., Hassairi, S., and Viviani, J.-L. (2011). Herd behavior and market stress: The case of four European countries. International Business Research, 4(3):53–67.

Klepo, M., Bicanic, I., and Ivankovic, v. (2017). Slucaj Agrokor: Kriza najvece hrvatske kompanije. Friedrich ebert stiftung analysis, Friedrich Ebert Stiftung.

Koenker, R. (2005). Quantile Regression. Cambridge University Press.

Koenker, R. W. and Bassett, G. (1978). Regression Quantiles. Econometrica, 46(1):33–50.

Kremer, S. and Nautz, D. (2011). Short-Term Herding of Institutional Traders: New Evidence from the German Stock Market. Discussion Paper 2011-015, Sonderforschungsbereich 649, Humboldt University, Berlin, Germany.

Lakonishok, J., Shleifer, A., and Vishny, R. W. (1991). Do Institutional Investors Destabilize Stock Prices? Evidence on Herding and Feedback Trading. Working Paper 3846, National Bureau of Economic Research.

Lakonishok, J., Shleifer, A., and Vishny, R. W. (1992). The impact of institutional trading on stock prices. Journal of Financial Economics, 32(1):23–43.

Lobao, J. and Serra, A. (2007). Diversification and Portfolio Management of Mutual Funds. Finance and Capital Markets Series., chapter Herding Behavior: Evidence from Portuguese Mutual Funds, pages 167–197. Palgrave Macmillan, London.

Lobao, J. and Serra, A. P. (2002). Herding behavior: Evidence from Portuguese mutual funds. Working paper. In Proceedings of the Second Conference of the Portuguese Finance Network.

Lux, T. (1995). Herd Behaviour, Bubbles and Crashes. Economic Journal, 105(431):881–96.

Merli, M. and Roger, T. (2013). What drives the herding behavior of individual investors? Finance, 34(3):67–104.

Mobarek, A., Mollah, S., and Keasey, K. (2014). A cross-country analysis of herd behavior in Europe. Journal of International Financial Markets, Institutions and Money, 32(C):107–127.

Newey, W. and West, K. (1987). A Simple, Positive Semi-definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix. Econometrica, 55(3):703–08.

Ouarda, M., Bouri, A. E., and Bernard, O. (2013). Herding Behavior under Markets Condition: Empirical Evidence on the European Financial Markets. International Journal of Economics and Financial Issues, 3(1):214–228.

Pochea, M.-M., Filip, A.-M., and Pece, A.-M. (2017). Herding Behavior in CEE Stock Markets Under Asymmetric Conditions: A Quantile Regression Analysis. Journal of Behavioral Finance, 18(4):400–416.

Pop, R. E. (2012). Herd behavior towards the market index: evidence from Romanian stock exchange. MPRA Paper 51595, University Library of Munich, Germany.

Rook, L. (2006). An Economic Psychological Approach to Herd Behavior. Journal of Economic Issues, 40(1):75–95.

Saastamoinen, J. (2008). Quantile Regression Analysis of Dispersion of Stock Returns Evidence of Herd behavior. Discussion Paper 57, University of Joensuu.

Saumitra, B. (2012). A note on the empirical test of herding: a threshold regression approach. MPRA Paper 38037, University Library of Munich, Germany.

Scharfstein, D. and Stein, J. (1990). Herd Behavior and Investment. American Economic Review, 80(3):465–79.

Seba, M. G. (2017). 20 Years of the Croatian Capital Market. Zagreb International Review of Economics and Business, 20(s1):41–58.

Sentana, E. and Wadhwani, S. B. (1992). Feedback Traders and Stock Return Autocorrelations: Evidence from a Century of Daily Data. Economic Journal, 102(411):415–425.

Shiller, R. and Pound, J. (1989). Survey evidence on diffusion of interest and information among investors. Journal of Economic Behavior and Organization, 12(1):47–66.

Shleifer, A. and Summers, L. H. (1990). The Noise Trader Approach to Finance. Journal of Economic Perspectives, 4(2):19–33.

Skrinjaric, T. and Besek, B. (2014). Pre and post crisis performance measurement of Croatian stock market. Zagreb International Review of Economics and Business, 17(2):97–116.

Skrinjaric, T. and Sego, B. (2018). Exploring herding investment behaviour on Zagreb Stock Exchange. In Proceedings of the ISCCRO - International Statistical Conference in Croatia, pages 146–153.

Spyrou, S. (2013). Herding in financial markets: a review of the literature. Review of Behavioral Finance, 5(2):175–194.

Tan, L., Chiang, T., Mason, J. R., and Nelling, E. (2008). Herding behavior in Chinese stock markets: An examination of A and B shares. Pacific-Basin Finance Journal, 16(1-2):61–77.

Tessaromatis, N. and Thomas, V. (2009). Herding behavior in the Athens Stock Exchange. Investment Management and Financial Innovations, 6(3 (cont)):156–164.

Trenca, I., Petria, I., and Pece, A. M. (2015). Empirical inquiry of gregarious behavior: evidence from European emerging markets. Revista Economica, 67(2):143–160.

Trenca, I., Petria, N., and Pece, A. M. (2014). The Herding Behavior on Small Capital Markets: Evidence From Romania. Analele Universitatii din Oradea. Stiinte Economice, 23:795–801.

Trueman, B. (1994). Analyst Forecasts and Herding Behavior. Review of Financial Studies, 7(1):97–124.

Tversky, A. and Kahneman, D. (1974). Judgment under Uncertainty: Heuristics and Biases. Science, 185(4157):1124–1131.

Venezia, I., Nashikkar, A., and Shapira, Z. (2011). Firm specific and macro herding by professional and amateur investors and their effects on market volatility. Discussion Paper Series dp586, The Federmann Center for the Study of Rationality, the Hebrew University, Jerusalem.

Vidovic, J. (2013). Investigation of Stock Illiquidity on Central and South East European markets in Naıve Portfolio Framework. Economic Thought and Practice, 22(2):537–550.

Voronkova, S. and Bohl, M. T. (2005). Institutional Traders’ Behavior in an Emerging Stock Market: Empirical Evidence on Polish Pension Fund Investors. Journal of Business Finance and Accounting, 32(7-8):1537–1560.

Yao, J., Ma, C., and He, W. P. (2014). Investor herding behaviour of Chinese stock market. International Review of Economics and Finance, 29:12–29.

Zagreb Stock Exchange (2006–2017). Yearly and quarterly reports. available at http://www.zse.hr [accessed on october 2, 2018], Zagreb Stock Exchange.

Zhou, J. and Anderson, R. (2013). An Empirical Investigation of Herding Behavior in the U.S. REIT Market. The Journal of Real Estate Finance and Economics, 47(1):83–108.

Published
2018-12-09
How to Cite
Škrinjarić, T. (2018). Revisiting Herding Investment Behavior on the Zagreb Stock Exchange: A Quantile Regression Approach. Econometric Research in Finance, 3(2), 119 - 162. https://doi.org/10.33119/ERFIN.2018.3.2.3
Section
Articles
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