Review on Behavioral Finance with Empirical Evidence
DOI:
https://doi.org/10.47654/v25y2021i4p15-41Keywords:
prospect theory, heuristic, risk-seeking, behavioral biasAbstract
When many anomalies challenge efficiency market hypothesis and rationality, theories of behavioral finance are developed to investigate the psychological effects on human behaviors and how their cognitive biases explain why the market is inefficient, and anomalies exist. This review paper indoctrinates readers in the introductory concepts of behavioral finance with their prominent literature and empirical evidence. Behavioral finance is a fast-growing branch of financial economics, making this review paper beneficial to academics for developing leading-edge usages of financial theory that behavioral finance underlies, and for undertaking empirical studies on behavioral finance models. This paper is furthermore helpful to investors in making investment products and strategy choices that suit their risk preferences and behavioral traits predicted from behavioral models.
References
Abdellaoui, M. Bleichrodt, H. and Kammoun, H. (2013). Do Financial Professionals Behave According to Prospect Theory? An Experimental Study, Theory and Decision, 74(3), 411-429.
Akerlof, G. and Dickens, W. (1982). The Economic Consequences of Cognitive Dissonance. American Economic Review, 72, 307–319.
Ajaz, T. and Kumar, A. S. (2018). Herding in Crypto-Currency Markets. Annals of Financial Economics, 13(2), 1-15.
Alghalith, M., Swanson, N., Vasnev, A. and Wong, W. K. (2021). Editorial Statement in Honour of Professor Michael McAleer, Annals of Financial Economics, forthcoming.
Bai, Z. D., Li, H., Liu, H. X. and Wong, W. K. (2011), Test Statistics for Prospect and Markowitz Stochastic Dominances with Applications, Econometrics Journal, 122, 1-26.
Bai, Z. D., Li, H., McAleer, M. and Wong, W. K. (2015), Stochastic Dominance Statistics for Risk Averters and Risk Seekers: An Analysis of Stock Preferences for USA and China, Quantitative Finance, 15(5), 889-900.
Ballinari, D. and Müller, C. (2021). Je ne regrette rien? An Empirical Test of Regret Theory and Stock Returns. Available at SSRN: http://dx.doi.org/10.2139/ ssrn.3786835
Bao, H. X. H. and Li, S. H. (2016). Overconfidence and Real Estate Research: A Survey of the Literature, Singapore Economic Review, 61(4), 1-24.
Barber, B. M. and Odean, T., (2000). Trading is Hazardous to Your Wealth: The Common Stock Investment Performance of Individual Investors, Journal of Finance, 55(2), 773-806.
Barber, B. M. and Odean, T. (2001). Boys will be Boys: Gender, Overconfidence, and Common Stock Investment, Quarterly Journal of Economics, 116(1), 261- 292.
Barber, B. M. and Odean, T. (2008). All that Glitters: The Effect of Attention and News on the Buying Behavior of Individual and Institutional Investors, Review of Financial Studies, 21(2), 785-818.
Barberis, N. C. (2013). Thirty Years of Prospect Theory in Economics: A Review and Assessment, Journal of Economic Perspectives, 27 (1): 173-96.
Barberis, N. and Thaler, R. (2003). "A Survey of Behavioral Finance", In: G.M. Constantinides, M. Harris and R. M. Stulz (ed.), Handbook of the Economics of Finance, edition 1, volume 1, Chapter 18, 1053-1128.
Batmunkh, M.-U., Choijil, E., Vieito, J. P., Espinosa-Méndez, C. and Wong, W. K. (2020). Does Herding Behavior Exist in the Mongolian Stock Market, Pacific-Basin Finance Journal, 62, 101352,
Bell, D. E. (1982). Regret in Decision Making under Uncertainty, Operations Research, 30(5), 961-981.
Benos, A. V. (1998). Aggressiveness and Survival of Overconfident Traders, Journal of Financial Markets, 1, 353-383.
Bernard, D., Cade, N. and Connors, E. (2020). Are Managers Susceptible to the Ostrich Effect? Available at SSRN: https://ssrn.com/abstract=3752507.
Bianchi, M. and Tallon, J-M (2019). Ambiguity Preferences and Portfolio Choices: Evidence from the Field, Management Science, 65(4), 1486–1501.
Bikhchandani, S. and Sharma, S. (2001). Herd Behavior in Financial Markets, IMF Staff Papers, 47, 279–310.
Birru, J. (2015). Confusion of Confusions: A Test of the Disposition Effect and Momentum, Review of Financial Studies, 28(7), 1849–1873.
Bhattacharya, R. (2019). An Option Theoretic Approach to Market Efficiency. Annals of Financial Economics, 14 (4), 1-21
Cakan, E., Demirer, R., Gupta, R. and Uwilingiye, J. (2019). Economic Policy Uncertainty and Herding Behavior: Evidence from the South African Housing Market, Advances in Decision Sciences, 23(1), 88-113.
Chan, C.-Y., de Peretti, C., Qiao, Z. and Wong, W. K. (2012). Empirical Test of the Efficiency of the UK Covered Warrants Market: Stochastic Dominance and Likelihood Ratio Test Approach, Journal of Empirical Finance, 19(1), 162-174.
Chan, R. H., Clark, E., Guo, X. and Wong, W. K. (2020). New Development on the Third-Order Stochastic Dominance for Risk-Averse and Risk-Seeking Investors with Application in Risk Management, Risk Management, 22, 108-132.
Chang, H. H. (2020). "Application of Structural Equation Modeling in Behavioral Finance: A Study on the Disposition Effect", In: C. F. Lee and J. C. Lee (ed.), Handbook of Financial Econometrics, Mathematics, Statistics, and Machine Learning, Chapter 16, 603-626, World Scientific Publishing Co. Pte. Ltd.
Choe, H. and Eom, Y. (2009). The Disposition Effect and Investment Performance in the Futures Market, Journal of Futures Markets, 29(6), 496-522.
Choijil, E., Espinosa-Méndez, C., Wong, W.K., Vieito, J.P. and Batmunkh, M.U. (2022). Thirty Years of Herd Behavior in Financial Markets: A Bibliometric Analysis, Research in International Business and Finance, 59, 101506.
Clark, E.A., Qiao, Z. and Wong, W. K. (2016). Theories of Risk: Testing Investor Behaviour on the Taiwan Stock and Stock Index Futures Markets, Economic Inquiry, 54(2), 907-924.
Daniel, K., Hirshleifer, D. and Subrahmanyam A. (1998). Investor Psychology and Security Market Under- and Overreactions, Journal of Finance, 53(6), 1839-1885.
Daly, M., Harmon, C. P. and Delaney, L. (2009). Psychological and Biological Foundations of Time Preference, Journal of the European Economic Association, 7(2-3), 659–669.
De Bondt W. F. M. and Thaler R. (1985). Does the Stock Market Overreact? Journal of Finance, 40(3), 793-805.
Dimmock, S. G., Kouwenberg, R., Mitchell, O. S. and Peijnenburg, K. (2016). Ambiguity Aversion and Household Portfolio Choice Puzzles: Empirical Evidence. Journal of Financial Economics, 119(3), 559-577.
Dlugosch, D. and Wang, M. (2020). Ambiguity Aversion Can Lead to Lower Foreign Bias: New Empirical Evidence from an International Panel Study. Available at SSRN: https://ssrn.com/abstract=3675382.
Egozcue, M., Guo, X. and Wong, W. K., (2015). Optimal Output for the Regret-Averse Competitive Firm Under Price Uncertainty, Eurasian Economic Review, 5(2), 279-295.
Egozcue, M., Massoni, S., Wong, W. K. and Zitikis, R. (2014). Integration–Segregation Decisions under General Value Functions: Create your Own Bundle—Choose 1, 2, or All 3! IMA Journal of Management Mathematics, 25(1), 57-72.
Egozcue, M. and Wong, W. K. (2010). Segregation and Integration: A Study of the Behaviors of Investors with Extended Value Functions, Journal of Applied Mathematics and Decision Sciences, now Advances in Decision Sciences 2010, Article ID 302895, 1-8.
Einhorn H. J. and Hogarth R. M. (1986). Decision Making under Ambiguity, Journal of Business, 59(4), S225-S250.
Fama, E. F. (1970). Efficient Capital Markets: A Review of Theory and Empirical Work, Journal of Finance, 25, 383–417.
Fama, E. F. (1998). Market Efficiency, Long-term Returns, and Behavioral Finance, Journal of Financial Economics, 49, 283-306.
Festinger L. and Carlsmith J.M. (1959), Cognitive Consequences of Forced Compliance, Journal of Abnormal and Social Psychology, 58, 203-210.
Fishburn, P. C. (1982). The Foundations of Expected Utility. Springer: Theory & Decision Library.
Fisher, I. (1928). The Money Illusion. New York: Adelphi.
Fogel, S. O. C. and Berry, T. (2006). The Disposition Effect and Individual Investor Decisions: The Roles of Regret and Counterfactual Alternatives, Journal of Behavioral Finance. 7(2), 107–116.
Fong, W. M., Wong, W. K. and Lean, H. H. (2005). International Momentum Strategies: A Stochastic Dominance Approach, Journal of Financial Markets, 8, 89-109.
Fuller, R. J. (1998). Behavioral Finance and Sources of Alpha, Journal of Pension Plan Investing, 2(3), 1-26.
Furnham, A. and Boo, H. C. (2011). A Literature Review of the Anchoring Effect, Journal of Socio-Economics, 40(1), 35-42.
Galai, D. and Sade, O. (2006). The "Ostrich Effect" and the Relationship between the Liquidity and the Yields of Financial Assets, Journal of Business, 79, 2741-2759.
Gasbarro, D., Wong, W. K. and Zumwalt, J. (2012). Stochastic Dominance and Behavior Towards Risk: The Market for iShares, Annals of Financial Economics, 7(1), 1-20.
Gervais S. and Odean T. (2001), Learning to be Overconfident, Review of Financial Studies, 14(1), 1-27.
Guidolin, M. and Rinaldi, F. (2013). Ambiguity in Asset Pricing and Portfolio Choice: A Review of the Literature, Theory and Decision, 74, 183–217.
Gul, Faruk (May 1991). A Theory of Disappointment Aversion. Econometrica, 59 (3), 667–86.
Guo, X., Egozcue, M. and Wong, W. K. (2021), Production Theory under Price Uncertainty for Firms with Disappointment Aversion, International Journal of Production Research, 59(8), 2392-2405.
Guo, X., Jiang, X. J. and Wong, W. K. (2017a), Stochastic Dominance and Omega Ratio: Measures to Examine Market Efficiency, Arbitrage Opportunity, and Anomaly, Economies, 5, no. 4: 38.
Guo, X., McAleer, M., Wong, W. K. and Zhu, L. X. (2017b). A Bayesian Approach to Excess Volatility, Short-term Underreaction and Long-term Overreaction During Financial Crises, North American Journal of Economics and Finance, 42, 346-358.
Guo, X. and Wong, W. K. (2016). Multivariate Stochastic Dominance for Risk Averters and Risk Seekers, RAIRO – Operations Research, 50(3), 575-586.
Guo, X. and Wong, W. K. (2019), Comparison of the Production Behaviour of Regret-averse and Purely Risk-averse Firms, Estudios de Economía, 46(2), 157-161.
Guo, X., Wong, W. K., Xu, Q. F. and Zhu, L. X. (2015). Production and Hedging Decisions under Regret Aversion, Economic Modelling, 51, 153-158.
He, Y., Chen, C. and Hu, Y. (2019). Managerial Overconfidence, Internal Financing, and Investment Efficiency: Evidence from China, Research in International Business and Finance, 47, 501-510.
Ho, P. H., Huang, C. W., Lin, C. Y. and Yen, J. F. (2016). CEO Overconfidence and Financial Crisis: Evidence from Bank Lending and Leverage, Journal of Financial Economics, 120(1), 194-209.
Hirshleifer, D. (2001). Investor Psychology and Asset Pricing, Journal of Finance, 56(4), 1533-1597.
Jarrow, R. (2012). The Third Fundamental Theorem of Asset Pricing, Annals of Financial Economics, 7(2), 1-11.
Jarrow, R. (2013). Option Pricing and Market Efficiency, Journal of Portfolio Management, 40(1), 88-94.
Jlassi, M., Naoui, K. and Mansour, W. (2014). Overconfidence Behavior and Dynamic Market Volatility: Evidence from International Data, Procedia Economics and Finance, 13, 128-142.
Kahneman, D. and Tversky, A. (1979). Prospect Theory: An Analysis of Decision under Risk, Econometrica, 47(2), 263-292.
Karlsson N., Loewenstein G. and Seppi D. (2009). The Ostrich Effect: Selective Exposure to Information about Investments, Journal of Risk and Uncertainty, 38, 95-115.
Kaustia, M. (2010). Disposition Effect. In H. K. Baker and J. R. Nofsinger (eds.), Behavioral Finance (Robert W. Kolb Series in Finance). John Wiley & Sons.
Kudryavtsev, A. (2018). The Availability Heuristic and Reversals Following Large Stock Price Changes, Journal of Behavioral Finance, 19(2), 159-176.
Kudryavtsev, A. (2019). Short-Term Herding Effect on Market Index Returns, Annals of Financial Economics, 14(1), 1-16,
Kung, J. J. and Wong, W. K. (2009). Efficiency of the Taiwan Stock Market, Japanese Economic Review, 60(3), 389-394.
Kyle, A. S. and Wang, F. A. (1997). Speculation Duopoly with Agreement to Disagree: can overconfidence Survive the Market Test? Journal of Finance, 52(5), 2073-2090.
Lam K., Liu T. and Wong W. K. (2010). A Pseudo-Bayesian Model in Financial Decision Making with Implications to Market Volatility, Under- and Overreaction, European Journal of Operational Research, 203, 166-175.
Lam K., Liu T., and Wong W. K. (2012). A New Pseudo-Bayesian Model with Implications for Financial Anomalies and Investors' Behavior, Journal of Behavioral Finance, 13, 1-16.
Lean, H. H., McAleer, M. and Wong, W. K. (2010). Market Efficiency of Oil Spot and Futures: A Mean-variance and Stochastic Dominance Approach, Energy Economics, 32, 979-986.
Lee, K. (2017). Herd Behavior of the Overall Market: Evidence Based on the Cross-Sectional Comovement of Returns, North American Journal of Economics and Finance, 42I, 266-284.
Levy, H. and Orkan, M. (2012). Estimating Prospect Theory's Decision Weights with Stochastic Dominance: The Small Probability Case, Annals of Financial Economics, 7(2), 1-27.
Levy, M. and Levy, H. (2002). Prospect Theory: Much Ado About Nothing? Management Science, 48(10), 1334-1349.
Li, I-C. and Hung, J. H. (2013). The Moderating Effects of Family Control on the Relation between Managerial Overconfidence and Earnings Management, Review of Pacific Basin Financial Markets and Policies, 16(2), 1-33.
Li, C. K. and Wong, W. K. (1999). Extension of Stochastic Dominance Theory to Random Variables, RAI–O - Operations Research, 33(4), 509-524.
Li, K., Xia, B. and Guo, Z. (2021). A Consumption-based Asset Pricing Model with Disappointment Aversion and Uncertainty Shocks, Economic Modelling, 94, 235-243.
Lieder, F., Griffiths, T. L., Huys, Q. J. M. and Goodman, N. D. (2018). Empirical Evidence for Resource-Rational Anchoring and Adjustment, Psychonomic Bulletin & Review, 25, 775–784
Lim, S. S. (2006). Do Investors Integrate Losses and Segregate Gains? Mental Accounting and Investor Trading Decisions, Journal of Business, 79(5), 2539-2574.
Liu, Y. Y., Nacher, J. C., Ochiai, T., Martino, M. and Altshuler, Y. (2014). Prospect Theory for Online Financial Trading, PLoS ONE, 9(10), 1-7.
Liu, H., Wang, Y. and Zhang, L. (2021). The Herd Effect and Cross-Border Mergers and Acquisitions by Chinese Firms, Emerging Markets, Finance and Trade, DOI: 10.1080/1540496X.2021.1903866
Loomes, G. and Sugden, R. (1982). Regret Theory and Alternative Theory of Rational Choice under Uncertainty, Economic Journal, 92(368), 805-824.
Milkman, K. L. and Beshears, J. (2009). Mental Accounting and Small Windfalls: Evidence from an Online Grocer, Journal of Economic Behavior and Organization, 71 (2), 384-394,
Ng, P., Wong, W. K. and Xiao, Z. J. (2017), Stochastic Dominance via Quantile Regression with Applications to Investigate Arbitrage Opportunity and Market Efficiency, European Journal of Operational Research, 261(2), 666-678.
Noussair, C. N., Richter, G. and Tyran, J-R. (2012). Money Illusion and Nominal Inertia in Experimental Asset Markets, Journal of Behavioral Finance, 13(1), 27-37.
Odean, T. (1998). Are Investors Reluctant to Realize Their Loss? Journal of Finance, 53(5), 1775-1798.
Odean, T. (1999). Do Investors Trade Too Much? American Economic Review, 89(5), 1279-1298.
Patel, J., Zeckhauser, R. and Hendricks, D. (1991). The Rationality Struggle: Illustrations from Financial Markets, American Economic Review, 81(2), 232-236.
Qin, J. (2020). Regret-based Capital Asset Pricing Model, Journal of Banking and Finance, 114, 105784.
Ritter, J. R. (2003). Behavioral Finance, Pacific-Basin Finance Journal, 11(4), 492-437.
Seiler, M., Seiler, V., Traub, S. and Harrison, D. (2008). Regret Aversion and False Reference Points in Residential Real Estate, Journal of Real Estate Research, 30(4), 461-474.
Selim, K. S., Okasha, A. and Ezzat, H. M. (2015). Loss Aversion, Adaptive Beliefs, and Asset Pricing Dynamics, Advances in Decision Sciences, Article ID 971269, 18 pages.
Shefrin, H. and Statman, M. (1985). The Disposition to Sell Winners Too Early and Ride Losers Too Long: Theory and Evidence, Journal of Finance. 40 (3), 777–790.
Shiller, R. J. (2001). Chapter 20 Human Behavior and the Efficiency of the Financial System, Handbook of Macroeconomics, 1, 1305-1304.
Shiller, R. J. (2003). From Efficient Markets Theory to Behavioral Finance, Journal of Economic Perspectives, 17(1), 83-104.
Simo, L., Nzongang, J. and Alvaréz-Otero, S. (2020). Cognitive Dissonance: An Evidence of How Self‐protective Distortions Undermine IPO Decision. Journal of Behavioural Economics, Finance, Entrepreneurship, Accounting and Transport, 8(1), 7-13.
Statman, M., Thorley, S. and Vorkink, K. (2006). Investor Overconfidence and Trading Volume, Review of Financial Studies, 19(4), 1531–1565.
Sui, L, Sun, L. and Geyfman, V. (2021). An Assessment of the Effects of Mental Accounting on Overspending Behaviour: An Empirical Study, International Journal of Consumer Studies, 45(2), 221-234.
Tang, C. H., Lee, Y. H., Lee, M. C. and Huang, Y. L. (2020). CEO Characteristics Enhancing the Impact of CEO Overconfidence on Firm Value After Mergers and Acquisitions — A Case Study in China. Review of Pacific Basin Financial Markets and Policies, 23(1), 1-19.
Thaler, R. (1985) Mental Accounting and Consumer Choice, Marketing Science, 4, 199-214.
Thaler, R. H. (2015). Misbehaving: The Making of Behavioral Economics. New York: W. W. Norton & Company.
Thompson, H. E. and Wong, W. K. (1991). On the Unavoidability of "Unscientific" Judgement in Estimating the Cost of Capital, Managerial and Decision Economics, 12, 27-42.
Thompson, H. E. and Wong, W. K. (1996). Revisiting 'Dividend Yield Plus Growth' and Its Applicability, Engineering Economist, 41(2), 123-147.
Tiwari, A. K., Moslehpour, M., Pan, S. H. and Wong, W. K. (2021). Editorial in Honour of Professor Michael McAleer, Advances in Decision Sciences, forthcoming.
Tsang, C. K., Wong, W. K. and Horowitz, I. (2016). Arbitrage Opportunities, Efficiency, and the Role of Risk Preferences in the Hong Kong Property Market, Studies in Economics and Finance, 33(4), 735-754.
Tversky, A. and Kahneman, D. (1973). Availability: A Heuristic for Judging Frequency and Probability. Cognitive Psychology, 5 (2), 207–232.
Tversky, A. and Kahneman, D. (1974). Judgment under Uncertainty: Heuristics and Biases, Science, New Series, 185(4157), 1124-1131.
Tversky, A. and Kahneman, D. (1981). The Framing of Decisions and the Psychology of Choice, Science, 211(4481), 453-458.
Venezia, I. (2018). Lecture Notes in Behavioral Finance, World Scientific Lecture Notes in Finance: Volume 3, World Scientific Publishing Co. Pte. Ltd.
Vieito, J. P., Murthy, K. V. B. and Tripathi, V. (2013). Market Efficiency in G-20 Countries: The Paradox of Financial Crisis, Annals of Financial Economics, 8(1), 1-27.
Wong, W. K. (2006). Stochastic Dominance Theory for Location-Scale Family, Journal of Applied Mathematics and Decision Sciences, now Advances in Decision Sciences, 1-10.
Wong, W. K. (2007). Stochastic Dominance and Mean-Variance Measures of Profit and Loss for Business Planning and Investment, European Journal of Operational Research, 182(2), 829-843.
Wong, W. K. (2020). Review on Behavioral Economics and Behavioral Finance, Studies in Economics and Finance, 37(4), 625-672.
Wong, W. K. (2021). Editorial Statement and Research Ideas for Behavioral Financial Economics in Emerging Market, International Journal of Emerging Markets, 16(5), 946-951.
Wong, W. K. and Chan, R. (2004). On the Estimation of Cost of Capital and Its Reliability, Quantitative Finance, 4(3), 3–5 - 372.
Wong, W. K. and Chan, R. (2008). Prospect and Markowitz Stochastic Dominance, Annals of Finance, 4(1), 105-129.
Wong, W. K., Chow, S. C., Hon, T. Y. and Woo, K.Y. (2018). Empirical Study on Conservative and Representative Heuristics of Hong Kong Small Investors Adopting Momentum and Contrarian Trading Strategies, International Journal of Revenue Management, 10(2), 146-167.
Wong, W. K. and Li, C. K. (1999). A Note on Convex Stochastic Dominance, Economics Letters, 62, 293-300.
Wong, W. K. and Ma, C. (2008). Preferences over Location-Scale Family, Economic Theory, 37(1), 119-146.
Wong, W. K., Phoon, K. F. and Lean, H. H. (2008). Stochastic Dominance Analysis of Asian Hedge Funds, Pacific-Basin Finance Journal, 16(3), 204-223.
Woo, K. Y., Mai, C., McAleer, M. and Wong, W.K. (2020). Review on Efficiency and Anomalies in Stock Markets, Economies, 8(1), 20.
Xie, Y., Pantelous A. A. and Florackis, C. (2016). Disappointment Aversion and the Equity Premium Puzzle: New International Evidence, European Journal of Finance, 22(12), 1189-1203.
Yao, J., Ma C. and He, W. P. (2014). Investor Herding Behaviour of Chinese Stock Market. International Review of Economics & Finance, 29, 12-29.
Zhang, W. and Semmler, W. (2009). Prospect Theory for Stock Markets: Empirical evidence with Time-Series Data, Journal of Economic Behavior and Organization, 72 (3), 835-849.
Zhang, C. Y. and Sussman, A. B. (2018). Perspectives on Mental Accounting: An Exploration of Budgeting and Investing. Financial Planning Review, 1 (1–2)
Zhu, Z. Z., Bai, Z. D., Vieito, J. P. and Wong, W. K. (2019). The Impact of the Global Financial Crisis on the Efficiency of Latin American Stock Markets, Estudios de Economía, 46(1), 5-30.