Investor Sentiment and (Anti) Herding in the Currency Market: Evidence from Twitter Feed Data

References

• Adrangi, B., and A. Chatrath. 2008. “Do Commodity Traders Herd.” Financial Review 43 (3):461–76. doi:10.1111/j.1540-6288.2008.00202.x
   Google Scholar
• Aguirre, M. S., and R. Saidi. 1999. “Feedback Trading in Exchange-Rate Markets: Evidence from within and across Economic Blocks.” Journal of Economics and Finance 23 (1):1–14. doi:10.1007/BF02752681
   Google Scholar
• Antoniou, C., A. J. Doukas, and A. Subrahmanyam. 2013. “Cognitive Dissonance, Sentiment, and Momentum.” Journal of Financial and Quantitative Analysis 48 (1):245–75. doi:10.1017/S0022109012000592
   Web of Science ®Google Scholar
• Babalos, V., and S. Stavroyiannis. 2015a. “Herding, anti-Herding Behaviour in Metal Commodities Futures: A Novel Portfolio-Based Approach.” Applied Economics 47 (46):1–15.
   Web of Science ®Google Scholar
• Babalos, V., and S. Stavroyiannis. 2015b. “On the Time Varying Nature of Herding Behaviour: Evidence from Major European Indices.” Global Business and Economics Review 17 (3):298–309.
   Google Scholar
• Babalos, V., S. Stavroyiannis, and R. Gupta. 2015. “Do Commodity Investors Herd? Evidence from a Time-Varying Stochastic Volatility Model.” Resources Policy 46:281–7. doi:10.1016/j.resourpol.2015.10.011
   Web of Science ®Google Scholar
• Baker, M., and J. Wurgler. 2006. “Investor Sentiment and the Cross-Section of Stock Returns.” The Journal of Finance 61 (4):1645–80. doi:10.1111/j.1540-6261.2006.00885.x
   Web of Science ®Google Scholar
• Balcilar, M., R. Demirer, and S. Hammoudeh. 2013. “Investor Herds and Regime-Switching: Evidence from Gulf Arab Stock Markets.” Journal of International Financial Markets, Institutions and Money 23:295–321. doi:10.1016/j.intfin.2012.09.007
   Web of Science ®Google Scholar
• Balcilar, M., R. Demirer, and S. Hammoudeh. 2014. “What Drives Herding in Oil-Rich, Developing Stock Markets? Relative Roles of Own Volatility and Global Factors.” The North American Journal of Economics and Finance 29:418–40. doi:10.1016/j.najef.2014.06.009
   Web of Science ®Google Scholar
• Bathia, D., and D. Bredin. 2013. “An Examination of Investor Sentiment Effect on G7 Stock Market Returns.” The European Journal of Finance 19 (9):909–37. doi:10.1080/1351847X.2011.636834
   Web of Science ®Google Scholar
• Belke, A., and R. Setzer. 2004. “Contagion, Herding and Exchange-Rate Instability: A Survey.” Intereconomics 39 (4):222–8. doi:10.1007/BF03032113
   Google Scholar
• BenSada, A. 2017. “Herding Effect on Idiosyncratic Volatility in U.S. Industries.” Finance Research Letters 23:121–32.
   Web of Science ®Google Scholar
• Bensaid, B., and O. De Bandt. 2000. “Stop-Loss Strategies: Theory and Application Matif Bond Future Contract.” Annales D’Economie et de Statistique 58:21–56. doi:10.2307/20076227
   Google Scholar
• Bikhchandani, S., and S. Sharma. 2000. “Herd Behavior in Financial Markets.” IMF Staff Papers 47 (3):279–310.
   Google Scholar
• Bjønnes, G. H., and D. Rime. 2005. “Dealer Behavior and Trading Systems in Foreign Exchange Markets.” Journal of Financial Economics 75 (3):571–605. doi:10.1016/j.jfineco.2004.08.001
   Web of Science ®Google Scholar
• Blasco, N., P. Corredor, and E. Ferrer. 2018. “Analysts Herding: When Does Sentiment Matter?” Applied Economics 50 (51):5495–509. doi:10.1080/00036846.2018.1486999
   Web of Science ®Google Scholar
• Blasco, N., P. Corredor, and S. Ferreruela. 2012. “Market Sentiment: A Key Factor of Investors Imitative Behaviour.” Accounting & Finance 52 (3):663–89. doi:10.1111/j.1467-629X.2011.00412.x
   Web of Science ®Google Scholar
• Bonato, M., K. Gkillas, R. Gupta, and C. Pierdzioch. 2020. A Note on Investor Happiness and the Predictability of Realized Volatility of Gold.” Working papers 202004, University of Pretoria, Department of Economics.
   Google Scholar
• Brown, G. W., and M. T. Cliff. 2004. “Investor Sentiment and the near-Term Stock Market.” Journal of Empirical Finance 11 (1):1–27. doi:10.1016/j.jempfin.2002.12.001
   Google Scholar
• Calvo, G. A., and E. G. Mendoza. 2000. “Rational Contagion and the Globalization of Securities Markets.” Journal of International Economics 51 (1):79–113. doi:10.1016/S0022-1996(99)00038-0
   Web of Science ®Google Scholar
• Carlson, J. A. 1998. “Risk Aversion, Foreign Exchange Speculation and Gamblers Ruin.” Economica 65 (259):441–53. doi:10.1111/1468-0335.00138
   Web of Science ®Google Scholar
• Chang, B. H., A. Sharif, A. Aman, N. M. Suki, A. Salman, and S. A. R. Khan. 2020. “The Asymmetric Effects of Oil Price on Sectoral Islamic Stocks: New Evidence from Quantile-on-Quantile Regression Approach.” Resources Policy 65:101571. doi:10.1016/j.resourpol.2019.101571
   Web of Science ®Google Scholar
• Chang, E. C., J. W. Cheng, and A. Khorana. 2000. “An Examination of Herd Behavior in Equity Markets: An International Perspective.” Journal of Banking & Finance 24 (10):1651–79. doi:10.1016/S0378-4266(99)00096-5
   Web of Science ®Google Scholar
• Chiang, T. C., and D. Zheng. 2010. “An Empirical Analysis of Herd Behavior in Global Stock Markets.” Journal of Banking & Finance 34 (8):1911–21. doi:10.1016/j.jbankfin.2009.12.014
   Web of Science ®Google Scholar
• Christie, W. G., and R. D. Huang. 1995. “Following the Pied Piper: Do Individual Returns Herd around the Market?” Financial Analysts Journal 51 (4):31–7. doi:10.2469/faj.v51.n4.1918
   Google Scholar
• Da, Z., J. Engelberg, and P. Gao. 2015. “The Sum of All FEARS: Investor Sentiment and Asset Prices.” Review of Financial Studies 28 (1):1–32. doi:10.1093/rfs/hhu072
   Web of Science ®Google Scholar
• Daviou, A., and F. Paraschiv. 2014. “Investor Behavior under Changing Market Volatility.” The Journal of Investing 23 (2):96–113. doi:10.3905/joi.2014.23.2.096
   Google Scholar
• Demirer, R., R. Gupta, H. Hassani, and X. Huang. 2020. “Time-Varying Risk Aversion and the Profitability of Carry Trades: Evidence from the Cross-Quantilogram.” Economies 8 (1):18. doi:10.3390/economies8010018
   Web of Science ®Google Scholar
• Demirer, R., and A. M. Kutan. 2006. “Does Herding Behavior Exist in Chinese Stock Markets?” Journal of International Financial Markets, Institutions and Money 16 (2):123–42. doi:10.1016/j.intfin.2005.01.002
   Google Scholar
• Demirer, R., A. M. Kutan, and C.-D. Chen. 2010. “Do Investors Herd in Emerging Stock Markets?: Evidence from the Taiwanese Market.” Journal of Economic Behavior & Organization 76 (2):283–95. doi:10.1016/j.jebo.2010.06.013
   Web of Science ®Google Scholar
• Demirer, R., H.-T. Lee, and D. Lien. 2015. “Does the Stock Market Drive Herd Behavior in Commodity Futures Markets?” International Review of Financial Analysis 39:32–44. doi:10.1016/j.irfa.2015.02.006
   Web of Science ®Google Scholar
• Demirer, R., and A. Yuksel. 2021. “Time-Varying Risk Aversion and Currency Excess Returns.” Working Papers, Southern Illinois University, Department of Economics & Finance.
   Google Scholar
• Devenow, A., and I. Welch. 1996. “Rational Herding in Financial Economics.” European Economic Review 40 (3-5): 603–15. doi:10.1016/0014-2921(95)00073-9
   Web of Science ®Google Scholar
• Dominguez, K. M., and J. Frankel. 1990. “Does Foreign Exchange Intervention Matter? Disentangling the Portfolio and Expectations Effects for the Mark.” Technical report, National Bureau of Economic Research.
   Google Scholar
• Dominguez, K. M., and J. A. Frankel. 1993. “Does Foreign-Exchange Intervention Matter? The Portfolio Effect.” The American Economic Review 83 (5):1356–69.
   Web of Science ®Google Scholar
• Dow, J., and G. Gorton. 1994. “Arbitrage Chains.” The Journal of Finance 49 (3):819–49. doi:10.1111/j.1540-6261.1994.tb00080.x
   Google Scholar
• Economou, F., E. Katsikas, and G. Vickers. 2016. “Testing for Herding in the Athens Stock Exchange during the Crisis Period.” Finance Research Letters 18:334–41. doi:10.1016/j.frl.2016.05.011
   Web of Science ®Google Scholar
• Economou, F., A. Kostakis, and N. Philippas. 2011. “Cross-Country Effects in Herding Behaviour: Evidence from Four South European Markets.” Journal of International Financial Markets, Institutions and Money 21 (3):443–60. doi:10.1016/j.intfin.2011.01.005
   Web of Science ®Google Scholar
• Fama, E. F. 1965. “The Behavior of Stock-Market Prices.” The Journal of Business 38 (1):34–105. doi:10.1086/294743
   Web of Science ®Google Scholar
• Fama, E. F. 1970. “Efficient Capital Markets: A Review of Theory and Empirical Work.” The Journal of Finance 25 (2):383–417. doi:10.2307/2325486
   Web of Science ®Google Scholar
• Ferreira, M. P., and V. Kallinterakis. 2006. “Herding and Positive Feedback Trading in the Portuguese Stock Exchange: An Exploratory Investigation.” https://www.fep.up.pt/conferencias/pfn2006/Conference%20Papers/594.pdf
   Google Scholar
• Frazzini, A., and O. A. Lamont. 2008. “Dumb Money: Mutual Fund Flows and the Cross-Section of Stock Returns.” Journal of Financial Economics 88 (2):299–322. doi:10.1016/j.jfineco.2007.07.001
   Web of Science ®Google Scholar
• Garcia, D. 2013. “Sentiment during Recessions.” The Journal of Finance 68 (3):1267–300.
   Web of Science ®Google Scholar
• Gavriilidis, K., V. Kallinterakis, and I. Tsalavoutas. 2016. “Investor Mood, Herding and the Ramadan Effect.” Journal of Economic Behavior & Organization 132 (Supplement):23–38. doi:10.1016/j.jebo.2015.09.018
   Google Scholar
• Gębka, B., and M. E. Wohar. 2013. “International Herding: Does It Differ across Sectors?” Journal of International Financial Markets, Institutions and Money 23:55–84. doi:10.1016/j.intfin.2012.09.003
   Web of Science ®Google Scholar
• Gleason, K. C., C. I. Lee, and I. Mathur. 2003. “Herding Behavior in European Futures Markets.” Finance Letters 1:4–5.
   Google Scholar
• Gleason, K. C., I. Mathur, and M. A. Peterson. 2004. “Analysis of Intraday Herding Behavior among the Sector ETFs.” Journal of Empirical Finance 11 (5):681–94. doi:10.1016/j.jempfin.2003.06.003
   Google Scholar
• Gupta, R., C. Pierdzioch, R. Selmi, and M. E. Wohar. 2018. “Does Partisan Conflict Predict a Reduction in US Stock Market (Realized) Volatility? Evidence from a Quantile-on-Quantile Regression Model.” The North American Journal of Economics and Finance 43:87–96. doi:10.1016/j.najef.2017.10.006
   Web of Science ®Google Scholar
• Hirshleifer, D., A. Subrahmanyam, and S. Titman. 1994. “Security Analysis and Trading Patterns When Some Investors Receive Information before Others.” The Journal of Finance 49 (5):1665–98. doi:10.1111/j.1540-6261.1994.tb04777.x
   Web of Science ®Google Scholar
• Huang, D., F. Jiang, J. Tu, and G. Zhou. 2015. “Investor Sentiment Aligned: A Powerful Predictor of Stock Returns.” Review of Financial Studies 28 (3):791–837. doi:10.1093/rfs/hhu080
   Web of Science ®Google Scholar
• Huber, P. J. 1967. “The Behavior of Maximum Likelihood Estimates under Nonstandard Conditions.” In Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability, edited by L. M. Le Cam and J. Neyman, 221–33. Oakland, CA: University of California Press.
   Google Scholar
• Kim, K., S.-M. Yoon, and Y. Kim. 2004. “Herd Behaviors in the Stock and Foreign Exchange Markets.” Physica A: Statistical Mechanics and Its Applications. 341:536.
   Web of Science ®Google Scholar
• Klein, A. C. 2013. “Time-Variations in Herding Behavior: Evidence from a Markov Switching SUR Model.” Journal of International Financial Markets, Institutions and Money 26:291–304. doi:10.1016/j.intfin.2013.06.006
   Web of Science ®Google Scholar
• Koenker, R. 2017. “Quantile Regression: 40 Years On.” Annual Review of Economics 9 (1):155–76. doi:10.1146/annurev-economics-063016-103651
   Web of Science ®Google Scholar
• Koenker, R., and G. Bassett. 1978. “Regression Quantiles.” Econometrica 46 (1):33–50. doi:10.2307/1913643
   Web of Science ®Google Scholar
• Kumar, A., K. N. Badhani, E. Bouri, and T. Saeed. 2020. “Herding Behavior in the Commodity Markets of the Asia-Pacific Region.” Finance Research Letters, 101813. doi:10.1016/j.frl.2020.101813
   Web of Science ®Google Scholar
• Kremer, S., and D. Nautz. 2013. “Causes and Consequences of Short-Term Institutional Herding.” Journal of Banking & Finance 37 (5):1676–86. doi:10.1016/j.jbankfin.2012.12.006
   Web of Science ®Google Scholar
• Lao, P., and H. Singh. 2011. “Herding Behaviour in the Chinese and Indian Stock Markets.” Journal of Asian Economics 22 (6):495–506. doi:10.1016/j.asieco.2011.08.001
   Google Scholar
• Laopodis, N. T. 2005. “Feedback Trading and Autocorrelation Interactions in the Foreign Exchange Market: Further Evidence.” Economic Modelling 22 (5):811–27. doi:10.1016/j.econmod.2005.05.008
   Web of Science ®Google Scholar
• Lemmon, M. L., and S. X. Ni. 2011. “The Effects of Investor Sentiment on Speculative Trading and Prices of Stock and Index Options.” Available at SSRN 1306237.
   Google Scholar
• Liao, T.-L., C.-J. Huang, and C.-Y. Wu. 2011. “Do Fund Managers Herd to Counter Investor Sentiment?” Journal of Business Research 64 (2):207–2012. doi:10.1016/j.jbusres.2010.01.007
   Web of Science ®Google Scholar
• Lin, A. Y., and Y.-N. Lin. 2014. “Herding of Institutional Investors and Margin Traders on Extreme Market Movements.” International Review of Economics & Finance 33:186–98. doi:10.1016/j.iref.2014.05.001
   Web of Science ®Google Scholar
• Mende, A., L. Menkhoff, and C. L. Osler. 2004. “Asymmetric Information and the Cross-Section of Currency Spreads.” Working Paper, Brandeis University, Pennsylvania, USA.
   Google Scholar
• Mishra, S., A. Sharif, S. Khuntia, M. S. Meo, and S. A. R. Khan. 2019. “Does Oil Prices Impede Islamic Stock Indices? Fresh Insights from Wavelet-Based Quantile-on-Quantile Approach.” Resources Policy 62:292–304. doi:10.1016/j.resourpol.2019.04.005
   Web of Science ®Google Scholar
• Mobarek, A., S. Mollah, and K. Keasy. 2014. “A Cross-Country Analysis of Herd Behaviour in Europe.” Journal of International Financial Markets, Institutions, and Money 32:102–27.
   Web of Science ®Google Scholar
• Osler, C. L. 2005. “Stop-Loss Orders and Price Cascades in Currency Markets.” Journal of International Money and Finance 24 (2):219–41. doi:10.1016/j.jimonfin.2004.12.002
   Web of Science ®Google Scholar
• Park, B.-J. 2011. “Asymmetric Herding as a Source of Asymmetric Return Volatility.” Journal of Banking & Finance 35 (10):2657–65. doi:10.1016/j.jbankfin.2011.02.025
   Web of Science ®Google Scholar
• Philippas, N., F. Economou, V. Babalos, and A. Kostakis. 2013. “Herding Behavior in REITs: Novel Tests and the Role of Financial Crisis.” International Review of Financial Analysis 29:166–74. doi:10.1016/j.irfa.2013.01.004
   Web of Science ®Google Scholar
• Pierdzioch, C., J.-C. Rülke, and G. Stadtmann. 2012. “A Note on Forecasting Emerging Market Exchange Rates: Evidence of Anti-Herding.” Review of International Economics 20 (5):974–84. doi:10.1111/roie.12007
   Web of Science ®Google Scholar
• Rajan, R. G. 1994. “Why Bank Credit Policies Fluctuate: A Theory and Some Evidence.” The Quarterly Journal of Economics 109 (2):399–441. doi:10.2307/2118468
   Web of Science ®Google Scholar
• Reboredo, J. C., and A. Ugolini. 2018. “The Impact of Twitter Sentiment on Renewable Energy Stocks.” Energy Economics 76:153–69. doi:10.1016/j.eneco.2018.10.014
   Web of Science ®Google Scholar
• Russell, J. 2012. “Herding and the Shifting Determinants of Exchange Rate Regime Choice.” Applied Economics 44 (32):4187–97. doi:10.1080/00036846.2011.587785
   Web of Science ®Google Scholar
• Scharfstein, D. S., and J. C. Stein. 1990. “Herd Behavior and Investment.” The American Economic Review 80:465–79.
   Web of Science ®Google Scholar
• Shiller, R. J. 2000. Irrational Exuberance. Princeton, NJ: Princeton University Press.
   Google Scholar
• Shiller, R. J. 2003. “From Efficient Markets Theory to Behavioral Finance.” Journal of Economic Perspectives 17 (1):83–104. doi:10.1257/089533003321164967
   Web of Science ®Google Scholar
• Sibley, S. E., Y. Wang, Y. Xing, and X. Zhang. 2016. “The Information Content of the Sentiment Index.” Journal of Banking & Finance 62:164–79. doi:10.1016/j.jbankfin.2015.10.001
   Web of Science ®Google Scholar
• Sim, N. 2016. “Modeling the Dependence Structures of Financial Assets through the Copula Quantile-on-Quantile Approach.” International Review of Financial Analysis 48:31–45. doi:10.1016/j.irfa.2016.09.004
   Web of Science ®Google Scholar
• Sim, N., and H. Zhou. 2015. “Oil Prices, US Stock Return, and the Dependence between Their Quantiles.” Journal of Banking & Finance 55:1–8. doi:10.1016/j.jbankfin.2015.01.013
   Web of Science ®Google Scholar
• Su, Y., and J.-S. Hwang. 2009. “A Two-Phase Approach to Estimating Time-Varying Parameters in the Capital Asset Pricing Model.” Journal of Applied Statistics 36 (1):79–89. doi:10.1080/02664760802443871
   Web of Science ®Google Scholar
• Tan, L., T. C. Chiang, J. R. Mason, and E. Nelling. 2008. “Herding Behavior in Chinese Stock Markets: An Examination of a and B Shares.” Pacific-Basin Finance Journal 16 (1-2):61–77. doi:10.1016/j.pacfin.2007.04.004
   Google Scholar
• Tayeh, M., and V. Kallinterakis. 2020. “Feedback Trading in Currency Markets: Inter- National Evidence.” Journal of Behavioral Finance 7:1–22.
   Google Scholar
• Tsuchiya, Y. 2015. “Herding Behavior and Loss Functions of Exchange Rate Forecasters over Interventions and Financial Crises.” International Review of Economics & Finance 39:266–76. doi:10.1016/j.iref.2015.04.010
   Web of Science ®Google Scholar
• Venezia, I., A. Nashikkar, and Z. Shapira. 2011. “Firm Specific and Macro Herding by Professional and Amateur Investors and Their Effects on Market Volatility.” Journal of Banking & Finance 35 (7):1599–609. doi:10.1016/j.jbankfin.2010.11.015
   Web of Science ®Google Scholar
• Vieira, E. F. S., and M. S. V. Pereira. 2015. “Herding Behaviour and Sentiment: Evidence in a Small European Market.” Revista de Contabilidad (Spanish Accounting Review) 18 (1):78–86.
   Web of Science ®Google Scholar
• Welch, I. 1992. “Sequential Sales, Learning, and Cascades.” The Journal of Finance 47 (2):695–732. doi:10.1111/j.1540-6261.1992.tb04406.x
   Web of Science ®Google Scholar
• White, H. 1982. “Maximum Likelihood Estimation of Misspecified Models.” Econometrica 50 (1):1–25. doi:10.2307/1912526
   Web of Science ®Google Scholar
• Xie, T., Y. Xu, and X. Zhang. 2015. “A New Method of Measuring Herding in Stock Market and Its Empirical Results in Chinese a-Share Market.” International Review of Economics & Finance 37:324–39. doi:10.1016/j.iref.2014.12.004
   Web of Science ®Google Scholar
• You, W., Y. Guo, and C. Peng. 2017. “Twitter’s Daily Happiness Sentiment and the Predictability of Stock Returns.” Finance Research Letters 23:58–64. doi:10.1016/j.frl.2017.07.018
   Web of Science ®Google Scholar