The Impact of Self-Control on Investment Decisions

Lucks, Konstantin E. (2016): The Impact of Self-Control on Investment Decisions. Münchener Wirtschaftswissenschaftliche Beiträge (VWL) 2016-9

Abstract

This paper explores how reduced self-control affects individual investment behavior in two laboratory tasks. For this purpose, I exogenously reduce subjects’ self-control using a well-established psychological treatment. In each task, I find no significant main treatment effect, but secondary effects consistent with findings on self-control from other studies and self-control’s potential relevance in financial markets. In experiment 1, I find no significant change in the disposition effect following the manipulation. However, treated participants trade fewer different shares per round. In experiment 2, I look at the effect of self-control on myopic loss aversion by implementing a 2×2 design by varying investment horizon and self-control in a repeated lottery environment. Average behavior suggests that reduced self-control increases framing effects, but I cannot reject the null hypothesis of equal investment levels between the self-control treatments within each investment frame. Analyzing the dynamics of decision making in more detail, self-control depleted participants in the narrow frame reduce their investment levels on average over time which seems to be driven by more intense reactions to investment experiences.

• Dokumententyp: Paper
• Keywords: Self-control, loss aversion, disposition effect, trade clustering, myopic loss aversion
• Fakultät: Volkswirtschaft ; Volkswirtschaft > Lehrstühle ; Volkswirtschaft > Lehrstühle > Seminar für Wirtschaftstheorie
• Themengebiete: 300 Sozialwissenschaften > 330 Wirtschaft
• JEL Classification: G02, G11, D53, D81
• Sprache: Englisch

Literaturliste

Achtziger, A., Alós-Ferrer, C., and Wagner, A. K. (2011). Social preferences and self-control. Working Paper.

Achtziger, A., Alós-Ferrer, C., and Wagner, A. K. (2015). Money, depletion, and prosociality in the dictator game. Journal of Neuroscience, Psychology, and Economics, 8(1):1–14.

Ali, S. N. (2011). Learning self-control. Quarterly Journal of Economics, 126(2):857–893.

Ameriks, J., Caplin, A., and Leahy, J. (2003). Wealth accumulation and the propensity to plan. Quarterly Journal of Economics, 118(3):1007–1047.

Ameriks, J., Caplin, A., Leahy, J., and Tyler, T. (2007). Measuring self-control problems. American Economic Review, 97(3):966–972.

Barberis, N., Huang, M., and Santos, T. (2001). Prospect theory and asset prices. Quarterly Journal of Economics, 116(1):1–53.

Barberis, N. and Xiong, W. (2012). Realization utility. Journal of Financial Economics, 104(2):251–271.

Baumeister, R. F., Bratslavsky, E., Muraven, M., and Tice, D. M. (1998). Ego depletion: Is the active self a limited resource? Journal of Personality and Social Psychology, 74(5):1252–1265.

Bellemare, C., Krause, M., Kröger, S., and Zhang, C. (2005). Myopic loss aversion: Information feedback vs. investment flexibility. Economics Letters, 87(3):319–324.

Benartzi, S. and Thaler, R. H. (1995). Myopic loss aversion and the equity premium puzzle. Quarterly Journal of Economics, 110(1):73–92.

Benhabib, J. and Bisin, A. (2005). Modeling internal commitment mechanisms and self-control: A neuroeconomics approach to consumption–saving decisions. Games and Economic Behavior, 52(2):460–492.

Benjamin, D. J., Brown, S. A., and Shapiro, J. M. (2013). Who is ‘behavioral’? Cognitive ability and anomalous preferences. Journal of the European Economic Association, 11(6):1231–1255.

Bernheim, B. D. and Rangel, A. (2004). Addiction and cue-triggered decision processes. American Economic Review, 94(5):1558–1590.

Bruyneel, S. D., Dewitte, S., Franses, P. H., and Dekimpe, M. G. (2009). I felt low and my purse feels light: Depleting mood regulation attempts affect risk decision making. Journal of Behavioral Decision Making, 22(2):153–170.

Bucciol, A., Houser, D., and Piovesan, M. (2010). Willpower in children and adults: a survey of results and economic implications. International Review of Economics, 57(3):259–267.

Bucciol, A., Houser, D., and Piovesan, M. (2011). Temptation and productivity: A field experiment with children. Journal of Economic Behavior & Organization, 78(1):126–136.

Bucciol, A., Houser, D., and Piovesan, M. (2013). Temptation at work. PloS one, 8(1):1–5.

Burger, N., Charness, G., and Lynham, J. (2011). Field and online experiments on self-control. Journal of Economic Behavior & Organization, 77(3):393–404.

Carter, E. C. and McCullough, M. E. (2014). Publication bias and the limited strength model of selfcontrol: Has the evidence for ego depletion been overestimated? Frontiers in Psychology, 5:1–11.

Corgnet, B., Hernán-González, R., Kujal, P., and Porter, D. (2014). The effect of earned versus house money on price bubble formation in experimental asset markets. Review of Finance, 19(4):1–34.

Croson, R. and Gneezy, U. (2009). Gender differences in preferences. Journal of Economic Literature, 47(2):448–474.

Cueva, C., Iturbe-Ormaetxe, I., Mata-Pérez, E., Ponti, G., Sartarelli, M., Yu, H., and Zhukova, V. (2016). Cognitive (ir) reflection: New experimental evidence. Journal of Behavioral and Experimental Economics. Forthcoming.

De Haan, T. and Van Veldhuizen, R. (2015). Willpower depletion and framing effects. Journal of Economic Behavior & Organization, 117:47–61.

De Langhe, B., Sweldens, S., Van Osselaer, S. M., and Tuk, M. A. (2008). The emotional information processing system is risk averse: Ego-depletion and investment behavior. Working Paper.

Dhar, R. and Zhu, N. (2006). Up close and personal: Investor sophistication and the disposition effect. Management Science, 52(5):726–740.

Eriksen, K. W. and Kvaløy, O. (2010). Do financial advisors exhibit myopic loss aversion? Financial Markets and Portfolio Management, 24(2):159–170.

Fehr, E. and Goette, L. (2007). Do workers work more if wages are high? Evidence from a randomized field experiment. American Economic Review, 97(1):298–317.

Fellner, G. and Sutter, M. (2009). Causes, consequences, and cures of myopic loss aversion – an experimental investigation. Economic Journal, 119(537):900–916.

Feng, L. and Seasholes, M. S. (2005). Do investor sophistication and trading experience eliminate behavioral biases in financial markets? Review of Finance, 9(3):305–351.

Fenton-O’Creevy, M., Soane, E., Nicholson, N., and Willman, P. (2011). Thinking, feeling and deciding: The influence of emotions on the decision making and performance of traders. Journal of Organizational Behavior, 32(8):1044–1061.

Fischbacher, U. (2007). z-Tree: Zurich toolbox for ready-made economic experiments. Experimental Economics, 10(2):171–178.

Fischbacher, U., Hoffmann, G., and Schudy, S. (2015). The causal effect of stop-loss and take-gain orders on the disposition effect. Working Paper.

Frederick, S. (2005). Cognitive reflection and decision making. Journal of Economic Perspectives, 19(4):25–42.

Freeman, N. and Muraven, M. (2010). Self-control depletion leads to increased risk taking. Social Psychological and Personality Science, 1(2):175–181.

Friehe, T. and Schildberg-Hörisch, H. (2014). Crime and self-control revisited: Disentangling the effect of self-control on risk and social preferences. Working Paper.

Frydman, C. and Rangel, A. (2014). Debiasing the disposition effect by reducing the saliency of information about a stock’s purchase price. Journal of Economic Behavior & Organization, 107:541–552.

Fudenberg, D. and Levine, D. K. (2006). A dual-self model of impulse control. American Economic Review, 96(5):1449–1476.

Fudenberg, D. and Levine, D. K. (2012). Timing and self-control. Econometrica, 80(1):1–42.

Gathergood, J. (2012). Self-control, financial literacy and consumer over-indebtedness. Journal of Economic Psychology, 33(3):590–602.

Gerhardt, H., Schildberg-Hörisch, H., and Willrodt, J. (2015). Does self-control depletion affect risk attitudes? Working Paper.

Glätzle-Rützler, D., Sutter, M., and Zeileis, A. (2015). No myopic loss aversion in adolescents? – An experimental note. Journal of Economic Behavior & Organization.

Gneezy, U. and Potters, J. (1997). An experiment on risk taking and evaluation periods. Quarterly Journal of Economics, 112(2):631–645.

Greiner, B. (2015). Subject pool recruitment procedures: Organizing experiments with ORSEE. Journal of the Economic Science Association, 1(1):114–125.

Grinblatt, M. and Keloharju, M. (2001). What makes investors trade? Journal of Finance, 56(2):589–616.

Gul, F. and Pesendorfer, W. (2001). Temptation and self-control. Econometrica, 69(6):1403–1435.

Hagger, M. S., Wood, C., Stiff, C., and Chatzisarantis, N. L. (2010). Ego depletion and the strength model of self-control: a meta-analysis. Psychological Bulletin, 136(4):495–525.

Haigh, M. S. and List, J. A. (2005). Do professional traders exhibit myopic loss aversion? An experimental analysis. Journal of Finance, 60(1):523–534.

Heidhues, P. and Koszegi, B. (2010). Exploiting naivete about self-control in the credit market. American Economic Review, 100(5):2279–2303.

Hildebrand, K. (2015). Self-control and the disposition effect. LMU Master’s Thesis.

Hilgers, D. and Wibral, M. (2014). How malleable are choice brackets? The case of myopic loss aversion. Working Paper.

Hofmann, W., Friese, M., and Strack, F. (2009). Impulse and self-control from a dual-systems perspective. Perspectives on Psychological Science, 4(2):162–176.

Holt, C. A. and Laury, S. K. (2002). Risk aversion and incentive effects. American Economic Review, 92(5):1644–1655.

Ingersoll, J. E. and Jin, L. J. (2013). Realization utility with reference-dependent preferences. Review of Financial Studies, 26(3):723–767.

Inzlicht, M. and Schmeichel, B. J. (2012). What is ego depletion? Toward a mechanistic revision of the resource model of self-control. Perspectives on Psychological Science, 7(5):450–463.

Job, V., Dweck, C. S., and Walton, G. M. (2010). Ego depletion – is it all in your head? Implicit theories about willpower affect self-regulation. Psychological Science, 21(11):1686–1693.

Kahneman, D. (2011). Thinking, fast and slow. Penguin Books, London.

Kim, J.-Y. (2006). Hyperbolic discounting and the repeated self-control problem. Journal of Economic Psychology, 27(3):344–359.

Kocher, M. G., Lucks, K. E., and Schindler, D. (2016). Unleashing animal spirits – self-control and overpricing in experimental asset markets. Working Paper.

Kostek, J. and Ashrafioun, L. (2014). Tired winners: The effects of cognitive resources and prior winning on risky decision making. Journal of Gambling Studies, 30(2):423–434.

Kotabe, H. P. and Hofmann, W. (2015). On integrating the components of self-control. Perspectives on Psychological Science, 10(5):618–638.

Kuhn, M., Kuhn, P., and Villeval, M. C. (2014). Self control and intertemporal choice: Evidence from glucose and depletion interventions. Working Paper.

Kumar, A. and Lim, S. S. (2008). How do decision frames influence the stock investment choices of individual investors? Management Science, 54(6):1052–1064.

Laibson, D. (1997). Golden eggs and hyperbolic discounting. Quarterly Journal of Economics, 112(2):443–478.

Langer, T. and Weber, M. (2008). Does commitment or feedback influence myopic loss aversion? An experimental analysis. Journal of Economic Behavior & Organization, 67(3):810–819.

Lo, A. W., Repin, D. V., and Steenbarger, B. N. (2005). Fear and greed in financial markets: A clinical study of day-traders. American Economic Review, 95(2):352–359.

Masicampo, E. J. and Baumeister, R. F. (2008). Toward a physiology of dual-process reasoning and judgment: Lemonade, willpower, and expensive rule-based analysis. Psychological Science, 19(3):255–260.

Mehra, R. and Prescott, E. C. (1985). The equity premium: A puzzle. Journal of Monetary Economics, 15(2):145–161.

Mischel, W., Shoda, Y., and Rodriguez, M. I. (1989). Delay of gratification in children. Science, 244(4907):933–938.

Molden, D. C., Hui, C. M., Scholer, A. A., Meier, B. P., Noreen, E. E., D’Agostino, P. R., and Martin, V.

(2012). Motivational versus metabolic effects of carbohydrates on self-control. Psychological Science, 23(10):1137–1144.

Muraven, M., Baumeister, R. F., and Tice, D. M. (1999). Longitudinal improvement of self-regulation through practice: Building self-control strength through repeated exercise. Journal of Social Psychology, 139(4):446–457.

Muraven, M. and Slessareva, E. (2003). Mechanisms of self-control failure: Motivation and limited resources. Personality and Social Psychology Bulletin, 29(7):894–906.

Noussair, C. N., Tucker, S. J., and Xu, Y. (2014). A futures market reduces bubbles but allows greater profit for more sophisticated traders. Working Paper.

Odean, T. (1998). Are investors reluctant to realize their losses? Journal of Finance, 53(5):1775–1798.

O’Donoghue, T. and Rabin, M. (1999). Doing it now or later. American Economic Review, 89(1):103–124.

Ozdenoren, E., Salant, S. W., and Silverman, D. (2012). Willpower and the optimal control of visceral urges. Journal of the European Economic Association, 10(2):342–368.

Patton, J. H., Stanford, M. S., et al. (1995). Factor structure of the barratt impulsiveness scale. Journal of Clinical Psychology, 51(6):768–774.

Rabin, M. (2000). Risk aversion and expected-utility theory: A calibration theorem. Econometrica, 68(5):1281–1292.

Rabin, M. and Weizsäcker, G. (2009). Narrow bracketing and dominated choices. American Economic Review, 99(4):1508–1543.

Read, D., Loewenstein, G., and Rabin, M. (1999). Choice bracketing. Journal of Risk and Uncertainty, 19(1):171–197.

Samuelson, P. A. (1937). A note on measurement of utility. Review of Economic Studies, 4(2):155-161.

Schmeichel, B. J. and Zell, A. (2007). Trait self-control predicts performance on behavioral tests of self-control. Journal of Personality, 75(4):743–756.

Shapira, Z. and Venezia, I. (2001). Patterns of behavior of professionally managed and independent investors. Journal of Banking & Finance, 25(8):1573–1587.

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.

Smith, V. L., Suchanek, G. L., and Williams, A. W. (1988). Bubbles, crashes, and endogenous expectations in experimental spot asset markets. Econometrica, 56(5):1119–1151.

Spinella, M. (2007). Normative data and a short form of the barratt impulsiveness scale. International Journal of Neuroscience, 117(3):359–368.

Sripada, C., Kessler, D., and Jonides, J. (2014). Methylphenidate blocks effort-induced depletion of regulatory control in healthy volunteers. Psychological Science, 25(6):1227–1234.

Stanford, M. S., Mathias, C. W., Dougherty, D. M., Lake, S. L., Anderson, N. E., and Patton, J. H.

(2009). Fifty years of the barratt impulsiveness scale: An update and review. Personality and Individual Differences, 47(5):385–395.

Stojic, H., Anreiter, M. R., and Martinez, J. A. C. (2013). An experimental test of the dual self model. Working Paper.

Tanaka, T., Camerer, C. F., and Nguyen, Q. (2010). Risk and time preferences: Linking experimental and household survey data from Vietnam. American Economic Review, 100(1):557–571.

Tangney, J. P., Baumeister, R. F., and Boone, A. L. (2004). High self-control predicts good adjustment, less pathology, better grades, and interpersonal success. Journal of Personality, 72(2):271–324.

Thaler, R. H. and Shefrin, H. M. (1981). An economic theory of self-control. Journal of Political Economy, 89(2):392–406.

Thaler, R. H., Tversky, A., Kahneman, D., and Schwartz, A. (1997). The effect of myopia and loss aversion on risk taking: An experimental test. Quarterly Journal of Economics, 112(2):647–661.

Thoma, V., White, E., Panigrahi, A., Strowger, V., and Anderson, I. (2015). Good thinking or gut feeling? Cognitive reflection and intuition in traders, bankers and financial non-experts. PloS one, 10(4).

Tice, D. M., Baumeister, R. F., Shmueli, D., and Muraven, M. (2007). Restoring the self: Positive affect helps improve self-regulation following ego depletion. Journal of Experimental Social Psychology, 43(3):379–384.

Toplak, M. E., West, R. F., and Stanovich, K. E. (2014). Assessing miserly information processing: An expansion of the cognitive reflection test. Thinking & Reasoning, 20(2):147–168.

Trautmann, S. T. and Vlahu, R. (2013). Strategic loan defaults and coordination: An experimental analysis. Journal of Banking & Finance, 37(3):747–760.

Tversky, A. and Kahneman, D. (1981). The framing of decisions and the psychology of choice. Science, 211(4481):453–458.

Tversky, A. and Kahneman, D. (1992). Advances in prospect theory: Cumulative representation of uncertainty. Journal of Risk and Uncertainty, 5(4):297–323.

Tyler, J. M. and Burns, K. C. (2008). After depletion: The replenishment of the self’s regulatory resources. Self and Identity, 7(3):305–321.

Unger, A. and Stahlberg, D. (2011). Ego-depletion and risk behavior: Too exhausted to take a risk. Social Psychology, 42(1):28–38.

Van der Heijden, E., Klein, T. J., Müller, W., and Potters, J. (2012). Framing effects and impatience: Evidence from a large scale experiment. Journal of Economic Behavior & Organization, 84(2):701–711.

Van Rooij, M., Lusardi, A., and Alessie, R. (2011). Financial literacy and stock market participation. Journal of Financial Economics, 101(2):449–472.

Von Neumann, J. and Morgenstern, O. (2007). Theory of Games and Economic Behavior. Princeton University Press, Princeton.

Weber, M. and Camerer, C. F. (1998). The disposition effect in securities trading: An experimental analysis. Journal of Economic Behavior & Organization, 33(2):167–184.

Weber, M. and Welfens, F. (2007). An individual level analysis of the disposition effect: Empirical and experimental evidence. Working Paper.

Xu, H., Bègue, L., and Bushman, B. J. (2012). Too fatigued to care: ego depletion, guilt, and prosocial behavior. Journal of Experimental Social Psychology, 48(5):1183–1186.

Xu, X., Demos, K. E., Leahey, T. M., Hart, C. N., Trautvetter, J., Coward, P., Middleton, K. R., and Wing, R. R. (2014). Failure to replicate depletion of self-control. PLoS ONE, 9(10).