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Academic abilities, education and performance in the stock market

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  • Talpsepp, Tõnn
  • Liivamägi, Kristjan
  • Vaarmets, Tarvo

Abstract

The paper assesses how cognitive abilities and education affect the performance of individual investors in the stock market. We use an exhaustive NASDAQ Tallinn dataset covering two bull markets and one bear market. We show that stronger mathematical and overall academic abilities are associated with more profitable investments and relative outperformance, after trading style, income, experience and a variety of educational characteristics are controlled for. However, the effects are not always linear or monotonic. A similar positive effect on performance is produced by higher education or specialisation in certain subjects. None of these factors is able to explain the performance of investors during bear markets, and none is a substitute for experience. Investors with strong academic abilities tend to have moderate trading frequency and performance seems to be affected more by the ability to find good trades than by the use of any particular trading strategies.

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  • Talpsepp, Tõnn & Liivamägi, Kristjan & Vaarmets, Tarvo, 2020. "Academic abilities, education and performance in the stock market," Journal of Banking & Finance, Elsevier, vol. 117(C).
    • Handle: RePEc:eee:jbfina:v:117:y:2020:i:c:s037842662030114x
    DOI: 10.1016/j.jbankfin.2020.105848
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    as
    1. Michael C. Jensen, 1968. "The Performance Of Mutual Funds In The Period 1945–1964," Journal of Finance, American Finance Association, vol. 23(2), pages 389-416, May.
    2. Luigi Guiso & Tullio Jappelli, 2005. "Awareness and Stock Market Participation," Review of Finance, European Finance Association, vol. 9(4), pages 537-567.
    3. van Rooij, Maarten & Lusardi, Annamaria & Alessie, Rob, 2011. "Financial literacy and stock market participation," Journal of Financial Economics, Elsevier, vol. 101(2), pages 449-472, August.
    4. Joshua D. Coval & Tyler Shumway, 2005. "Do Behavioral Biases Affect Prices?," Journal of Finance, American Finance Association, vol. 60(1), pages 1-34, February.
    5. Nicolosi, Gina & Peng, Liang & Zhu, Ning, 2009. "Do individual investors learn from their trading experience?," Journal of Financial Markets, Elsevier, vol. 12(2), pages 317-336, May.
    6. Laurent E. Calvet & John Y. Campbell & Paolo Sodini, 2007. "Down or Out: Assessing the Welfare Costs of Household Investment Mistakes," Journal of Political Economy, University of Chicago Press, vol. 115(5), pages 707-747, October.
    7. Lei Feng & Mark Seasholes, 2005. "Do Investor Sophistication and Trading Experience Eliminate Behavioral Biases in Financial Markets?," Review of Finance, Springer, vol. 9(3), pages 305-351, September.
    8. Heckman, James J. & Kautz, Tim, 2012. "Hard evidence on soft skills," Labour Economics, Elsevier, vol. 19(4), pages 451-464.
    9. Luigi Guiso & Michael Haliassos & Tullio Jappelli, 2003. "Household stockholding in Europe: where do we stand and where do we go? [‘Limited market participation and volatility of assets prices’]," Economic Policy, CEPR;CES;MSH, vol. 18(36), pages 123-170.
    10. Christelis, Dimitris & Jappelli, Tullio & Padula, Mario, 2010. "Cognitive abilities and portfolio choice," European Economic Review, Elsevier, vol. 54(1), pages 18-38, January.
    11. Mark Grinblatt & Matti Keloharju, 2001. "What Makes Investors Trade?," Journal of Finance, American Finance Association, vol. 56(2), pages 589-616, April.
    12. Cronqvist, Henrik & Siegel, Stephan, 2014. "The genetics of investment biases," Journal of Financial Economics, Elsevier, vol. 113(2), pages 215-234.
    13. Anders Anderson, 2013. "Trading and Under-Diversification," Review of Finance, European Finance Association, vol. 17(5), pages 1699-1741.
    14. Lei Feng & Mark S. Seasholes, 2005. "Do Investor Sophistication and Trading Experience Eliminate Behavioral Biases in Financial Markets?," Review of Finance, European Finance Association, vol. 9(3), pages 305-351.
    15. Sandra E Black & Paul J Devereux & Petter Lundborg & Kaveh Majlesi, 2018. "Learning to Take Risks? The Effect of Education on Risk-Taking in Financial Markets," Review of Finance, European Finance Association, vol. 22(3), pages 951-975.
    16. Gottesman, Aron A. & Morey, Matthew R., 2006. "Manager education and mutual fund performance," Journal of Empirical Finance, Elsevier, vol. 13(2), pages 145-182, March.
    17. Annamaria Lusardi & Olivia S. Mitchell, 2014. "The Economic Importance of Financial Literacy: Theory and Evidence," Journal of Economic Literature, American Economic Association, vol. 52(1), pages 5-44, March.
    18. Barnea, Amir & Cronqvist, Henrik & Siegel, Stephan, 2010. "Nature or nurture: What determines investor behavior?," Journal of Financial Economics, Elsevier, vol. 98(3), pages 583-604, December.
    19. Kaustia, Markku & Torstila, Sami, 2011. "Stock market aversion? Political preferences and stock market participation," Journal of Financial Economics, Elsevier, vol. 100(1), pages 98-112, April.
    20. Charlotte Christiansen & Juanna Schröter Joensen & Jesper Rangvid, 2008. "Are Economists More Likely to Hold Stocks?," Review of Finance, European Finance Association, vol. 12(3), pages 465-496.
    21. Brice Corgnet & Mark Desantis & David Porter, 2018. "What Makes a Good Trader? On the Role of Intuition and Reflection on Trader Performance," Journal of Finance, American Finance Association, vol. 73(3), pages 1113-1137, June.
    22. James P. Smith & John J. McArdle & Robert Willis, 2010. "Financial Decision Making and Cognition in a Family Context," Economic Journal, Royal Economic Society, vol. 120(548), pages 363-380, November.
    23. Ivković, Zoran & Sialm, Clemens & Weisbenner, Scott, 2008. "Portfolio Concentration and the Performance of Individual Investors," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 43(3), pages 613-655, September.
    24. Shawn Cole & Anna Paulson & Gauri Kartini Shastry, 2016. "High School Curriculum and Financial Outcomes: The Impact of Mandated Personal Finance and Mathematics Courses," Journal of Human Resources, University of Wisconsin Press, vol. 51(3), pages 656-698.
    25. Alok Kumar, 2009. "Who Gambles in the Stock Market?," Journal of Finance, American Finance Association, vol. 64(4), pages 1889-1933, August.
    26. James P. Smith & John J. McArdle & Robert Willis, 2010. "Financial Decision Making and Cognition in a Family Context," Economic Journal, Royal Economic Society, vol. 120(548), pages 363-380, November.
    27. Bernheim, B. Douglas & Garrett, Daniel M., 2003. "The effects of financial education in the workplace: evidence from a survey of households," Journal of Public Economics, Elsevier, vol. 87(7-8), pages 1487-1519, August.
    28. Grinblatt, Mark & Keloharju, Matti, 2000. "The investment behavior and performance of various investor types: a study of Finland's unique data set," Journal of Financial Economics, Elsevier, vol. 55(1), pages 43-67, January.
    29. Greenwood, Robin & Nagel, Stefan, 2009. "Inexperienced investors and bubbles," Journal of Financial Economics, Elsevier, vol. 93(2), pages 239-258, August.
    30. Tabea Bucher-Koenen & Michael Ziegelmeyer, 2014. "Once Burned, Twice Shy? Financial Literacy and Wealth Losses during the Financial Crisis," Review of Finance, European Finance Association, vol. 18(6), pages 2215-2246.
    31. Da Costa, Newton & Goulart, Marco & Cupertino, Cesar & Macedo, Jurandir & Da Silva, Sergio, 2013. "The disposition effect and investor experience," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1669-1675.
    32. Laurent E. Calvet & John Y. Campbell & Paolo Sodini, 2009. "Fight or Flight? Portfolio Rebalancing by Individual Investors," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(1), pages 301-348.
    33. Shawn Cole & Anna Paulson & Gauri Kartini Shastry, 2014. "Smart Money? The Effect of Education on Financial Outcomes," Review of Financial Studies, Society for Financial Studies, vol. 27(7), pages 2022-2051.
    34. Grinblatt, Mark & Keloharju, Matti & Linnainmaa, Juhani T., 2012. "IQ, trading behavior, and performance," Journal of Financial Economics, Elsevier, vol. 104(2), pages 339-362.
    35. David Seim, 2017. "Behavioral Responses to Wealth Taxes: Evidence from Sweden," American Economic Journal: Economic Policy, American Economic Association, vol. 9(4), pages 395-421, November.
    36. Tõnn Talpsepp, 2010. "Does Gender and Age Affect Investor Performance and the Disposition Effect?," Research in Economics and Business: Central and Eastern Europe, Tallinn School of Economics and Business Administration, Tallinn University of Technology, vol. 2(1).
    37. Thompson, Peter, 2010. "Learning by Doing," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 429-476, Elsevier.
    38. Brad M. Barber & Terrance Odean, 2000. "Trading Is Hazardous to Your Wealth: The Common Stock Investment Performance of Individual Investors," Journal of Finance, American Finance Association, vol. 55(2), pages 773-806, April.
    39. John R. Graham & Campbell R. Harvey & Hai Huang, 2009. "Investor Competence, Trading Frequency, and Home Bias," Management Science, INFORMS, vol. 55(7), pages 1094-1106, July.
    40. Goulart, Marco & da Costa, Newton C.A. & Andrade, Eduardo B. & Santos, André A.P., 2015. "Hedging against embarrassment," Journal of Economic Behavior & Organization, Elsevier, vol. 116(C), pages 310-318.
    41. Harrison Hong & Jeffrey D. Kubik & Jeremy C. Stein, 2004. "Social Interaction and Stock-Market Participation," Journal of Finance, American Finance Association, vol. 59(1), pages 137-163, February.
    42. Brad M. Barber & Terrance Odean, 2001. "Boys will be Boys: Gender, Overconfidence, and Common Stock Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 261-292.
    43. Brice Corgnet & Mark Desantis & David Porter, 2018. "What Makes a Good Trader? : On the Role of Reflection and Intuition on Trader Performance," Post-Print hal-02312062, HAL.
    44. Joshua D. Coval & Tyler Shumway, 2001. "Is Sound Just Noise?," Journal of Finance, American Finance Association, vol. 56(5), pages 1887-1910, October.
    45. Vaarmets, Tarvo & Liivamägi, Kristjan & Talpsepp, Tõnn, 2019. "From academic abilities to occupation: What drives stock market participation?," Emerging Markets Review, Elsevier, vol. 39(C), pages 83-100.
    46. Talpsepp, Tõnn & Vaarmets, Tarvo, 2019. "The disposition effect, performance, stop loss orders and education," Journal of Behavioral and Experimental Finance, Elsevier, vol. 24(C).
    47. Hoffmann, Arvid O.I. & Post, Thomas & Pennings, Joost M.E., 2013. "Individual investor perceptions and behavior during the financial crisis," Journal of Banking & Finance, Elsevier, vol. 37(1), pages 60-74.
    48. Barber, Brad M. & Odean, Terrance, 2013. "The Behavior of Individual Investors," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 1533-1570, Elsevier.
    49. Richard B. Carter & Frederick H. Dark & Ajai K. Singh, 1998. "Underwriter Reputation, Initial Returns, and the Long-Run Performance of IPO Stocks," Journal of Finance, American Finance Association, vol. 53(1), pages 285-311, February.
    50. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    51. Luigi Guiso & Michael Haliassos & Tullio Jappelli (ed.), 2003. "Stockholding in Europe," Palgrave Macmillan Books, Palgrave Macmillan, number 978-0-230-50267-3.
    52. Mark Grinblatt & Matti Keloharju, 2009. "Sensation Seeking, Overconfidence, and Trading Activity," Journal of Finance, American Finance Association, vol. 64(2), pages 549-578, April.
    53. Mark Grinblatt & Matti Keloharju, 2001. "How Distance, Language, and Culture Influence Stockholdings and Trades," Journal of Finance, American Finance Association, vol. 56(3), pages 1053-1073, June.
    54. Dirk De Clercq & Dimo Dimov, 2008. "Internal Knowledge Development and External Knowledge Access in Venture Capital Investment Performance," Journal of Management Studies, Wiley Blackwell, vol. 45(3), pages 585-612, May.
    55. Jacob Mincer, 1958. "Investment in Human Capital and Personal Income Distribution," Journal of Political Economy, University of Chicago Press, vol. 66, pages 281-281.
    56. Ravi Dhar & Ning Zhu, 2006. "Up Close and Personal: Investor Sophistication and the Disposition Effect," Management Science, INFORMS, vol. 52(5), pages 726-740, May.
    57. Terrance Odean, 1999. "Do Investors Trade Too Much?," American Economic Review, American Economic Association, vol. 89(5), pages 1279-1298, December.
    58. Bodnaruk, Andriy & Simonov, Andrei, 2015. "Do financial experts make better investment decisions?," Journal of Financial Intermediation, Elsevier, vol. 24(4), pages 514-536.
    59. Mark Grinblatt & Matti Keloharju & Juhani Linnainmaa, 2011. "IQ and Stock Market Participation," Journal of Finance, American Finance Association, vol. 66(6), pages 2121-2164, December.
    60. Clark, Robert & Lusardi, Annamaria & Mitchell, Olivia S., 2017. "Financial knowledge and 401(k) investment performance: a case study," Journal of Pension Economics and Finance, Cambridge University Press, vol. 16(3), pages 324-347, July.
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    More about this item

    Keywords

    Stock market performance; Trading; Academic abilities; Intelligence; Education;
    All these keywords.

    JEL classification:

    • G02 - Financial Economics - - General - - - Behavioral Finance: Underlying Principles
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions

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