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Hidden Skewness: On the Difficulty of Multiplicative Compounding Under Random Shocks

Author

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  • Ludwig Ensthaler

    (Berlin Social Science Center (WZB), 10785 Berlin, Germany)

  • Olga Nottmeyer

    (Institute for the Study of Labor (IZA Bonn), 53113 Bonn, Germany)

  • Georg Weizsäcker

    (Humboldt University Berlin, 10178 Berlin, Germany; German Institute for Economic Research (DIW Berlin), 10117 Berlin, Germany)

  • Christian Zankiewicz

    (German Institute for Economic Research (DIW Berlin), 10117 Berlin, Germany)

Abstract

Multiplicative growth processes that are subject to random shocks often have an asymmetric distribution of outcomes. In a series of incentivized laboratory experiments, we show that a large majority of participants either strongly underestimate the asymmetry or ignore it completely. Participants misperceive the spread of the outcome distribution to be too narrowband, and they estimate the median and the mode to lie too close to the center of the distribution, failing to account for the compound nature of average growth. The observed biases are measured irrespective to risk preferences and they appear under a variety of conditions. The biases are largely consistent with a behavioral model in which geometric growth is confused with linear growth. This confusion is a possible driver of investors’ difficulties with real-world financial products like leveraged exchange-traded funds and retirement savings plans.

Suggested Citation

  • Ludwig Ensthaler & Olga Nottmeyer & Georg Weizsäcker & Christian Zankiewicz, 2018. "Hidden Skewness: On the Difficulty of Multiplicative Compounding Under Random Shocks," Management Science, INFORMS, vol. 64(4), pages 1693-1706, April.
  • Handle: RePEc:inm:ormnsc:v:64:y:2018:i:4:p:1693-1706
    DOI: 10.287/mnsc.2016.2618
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    1. Ludwig Ensthaler & Olga Nottmeyer & Georg Weizsäcker & Christian Zankiewicz, 2018. "Hidden Skewness: On the Difficulty of Multiplicative Compounding Under Random Shocks," Management Science, INFORMS, vol. 64(4), pages 1693-1706, April.
    2. Uri Gneezy & Jan Potters, 1997. "An Experiment on Risk Taking and Evaluation Periods," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(2), pages 631-645.
    3. Christandl, Fabian & Fetchenhauer, Detlef, 2009. "How laypeople and experts misperceive the effect of economic growth," Journal of Economic Psychology, Elsevier, vol. 30(3), pages 381-392, June.
    4. Tobias Brunner & Rene Levinsky & Jianying Qiu, 2011. "Preferences for skewness: evidence from a binary choice experiment," The European Journal of Finance, Taylor & Francis Journals, vol. 17(7), pages 525-538.
    5. Cary Deck & Harris Schlesinger, 2010. "Exploring Higher Order Risk Effects," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(4), pages 1403-1420.
    6. Edi Karni, 2009. "A Mechanism for Eliciting Probabilities," Econometrica, Econometric Society, vol. 77(2), pages 603-606, March.
    7. Matthew Levy & Joshua Tasoff, 2016. "Exponential-Growth Bias And Lifecycle Consumption," Journal of the European Economic Association, European Economic Association, vol. 14(3), pages 545-583, June.
    8. Sebastian Ebert & Daniel Wiesen, 2011. "Testing for Prudence and Skewness Seeking," Management Science, INFORMS, vol. 57(7), pages 1334-1349, July.
    9. Shlomo Benartzi & Richard H. Thaler, 1999. "Risk Aversion or Myopia? Choices in Repeated Gambles and Retirement Investments," Management Science, INFORMS, vol. 45(3), pages 364-381, March.
    10. Philip Grossman & Catherine Eckel, 2015. "Loving the long shot: Risk taking with skewed lotteries," Journal of Risk and Uncertainty, Springer, vol. 51(3), pages 195-217, December.
    11. Annamarie Lusardi & Olivia S. Mitchell, 2005. "Financial Literacy and Planning: Implications for Retirement Wellbeing," Working Papers wp108, University of Michigan, Michigan Retirement Research Center.
    12. Gneezy, U., 1996. "Probability Judgements in Multi-Stage Problems : Experimental Evidence of Systematic Biases," Other publications TiSEM e4424aaf-139b-44a5-8561-4, Tilburg University, School of Economics and Management.
    13. Urs Fischbacher, 2007. "z-Tree: Zurich toolbox for ready-made economic experiments," Experimental Economics, Springer;Economic Science Association, vol. 10(2), pages 171-178, June.
    14. Kemp, Simon, 1984. "Perception of changes in the cost of living," Journal of Economic Psychology, Elsevier, vol. 5(4), pages 313-323, December.
    15. Matthew Levy & Joshua Tasoff, 2016. "Exponential-Growth Bias and Lifecycle Consumption," Journal of the European Economic Association, European Economic Association, vol. 14(3), pages 545-583.
    16. Alexander Klos & Elke U. Weber & Martin Weber, 2005. "Investment Decisions and Time Horizon: Risk Perception and Risk Behavior in Repeated Gambles," Management Science, INFORMS, vol. 51(12), pages 1777-1790, December.
    17. Klaus Abbink & Bettina Rockenbach, 2006. "Option pricing by students and professional traders: a behavioural investigation," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 27(6), pages 497-510.
    18. Haipeng (Allan) Chen & Akshay R. Rao, 2007. "When Two Plus Two Is Not Equal to Four: Errors in Processing Multiple Percentage Changes," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 34(3), pages 327-340, June.
    19. Levy, Matthew & Tasoff, Joshua, 2016. "Exponential-growth bias and lifecycle consumption," LSE Research Online Documents on Economics 102087, London School of Economics and Political Science, LSE Library.
    20. Victor Stango & Jonathan Zinman, 2009. "Exponential Growth Bias and Household Finance," Journal of Finance, American Finance Association, vol. 64(6), pages 2807-2849, December.
    21. Cox, John C. & Ross, Stephen A. & Rubinstein, Mark, 1979. "Option pricing: A simplified approach," Journal of Financial Economics, Elsevier, vol. 7(3), pages 229-263, September.
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    Citations

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    Cited by:

    1. Levy, Matthew & Tasoff, Joshua, 2016. "Exponential-growth bias and lifecycle consumption," LSE Research Online Documents on Economics 102087, London School of Economics and Political Science, LSE Library.
    2. Wenner, Lukas M., 2018. "Do sellers exploit biased beliefs of buyers? An experiment," Games and Economic Behavior, Elsevier, vol. 110(C), pages 194-215.
    3. Kieren, Pascal & Weber, Martin, 2019. "When saving is not enough: The wealth decumulation decision in retirement," CFS Working Paper Series 634, Center for Financial Studies (CFS).
    4. Matthew R Levy & Joshua Tasoff, 2016. "Misunderestimation: exponential-growth bias and time-varying returns," Economics Bulletin, AccessEcon, vol. 36(1), pages 29-34.
    5. Jose Apesteguia & Jörg Oechssler & Simon Weidenholzer, 2020. "Copy Trading," Management Science, INFORMS, vol. 66(12), pages 5608-5622, December.
      • Jose Apesteguia & Jörg Oechssler & Simon Weidenholzer, 2018. "Copy Trading," Working Papers 1048, Barcelona School of Economics.
      • Jose Apesteguia & Jörg Oechssler & Simon Weidenholzer, 2018. "Copy trading," Economics Working Papers 1615, Department of Economics and Business, Universitat Pompeu Fabra, revised Sep 2019.
    6. Ludwig Ensthaler & Olga Nottmeyer & Georg Weizsäcker & Christian Zankiewicz, 2018. "Hidden Skewness: On the Difficulty of Multiplicative Compounding Under Random Shocks," Management Science, INFORMS, vol. 64(4), pages 1693-1706, April.
    7. Matthew Levy & Joshua Tasoff, 2016. "Exponential-Growth Bias and Lifecycle Consumption," Journal of the European Economic Association, European Economic Association, vol. 14(3), pages 545-583.
    8. Bessembinder, Hendrik, 2018. "Do stocks outperform Treasury bills?," Journal of Financial Economics, Elsevier, vol. 129(3), pages 440-457.
    9. Nicolas Eber & Patrick Roger & Tristan Roger, 2024. "Finance and intelligence: An overview of the literature," Journal of Economic Surveys, Wiley Blackwell, vol. 38(2), pages 503-554, April.
    10. D’Hondt, Catherine & McGowan, Richard & Roger, Patrick, 2021. "Trading leveraged Exchange-Traded products is hazardous to your wealth," The Quarterly Review of Economics and Finance, Elsevier, vol. 80(C), pages 287-302.
    11. Adam Farago & Erik Hjalmarsson, 2023. "Long-Horizon Stock Returns Are Positively Skewed," Review of Finance, European Finance Association, vol. 27(2), pages 495-538.
    12. Jose Apesteguia & Jörg Oechssler & Simon Weidenholzer, 2020. "Copy Trading," Management Science, INFORMS, vol. 66(12), pages 5608-5622, December.
      • Jose Apesteguia & Jörg Oechssler & Simon Weidenholzer, 2018. "Copy Trading," Working Papers 1048, Barcelona School of Economics.
      • Apesteguia, Jose & Oechssler, Jörg & Weidenholzer, Simon, 2018. "Copy Trading," Working Papers 0649, University of Heidelberg, Department of Economics.
      • Jose Apesteguia & Jörg Oechssler & Simon Weidenholzer, 2018. "Copy trading," Economics Working Papers 1615, Department of Economics and Business, Universitat Pompeu Fabra, revised Sep 2019.

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    More about this item

    Keywords

    behavioral economics; multiplicative compounding; skewness neglect; exponential growth bias;
    All these keywords.

    JEL classification:

    • C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior
    • D3 - Microeconomics - - Distribution
    • D14 - Microeconomics - - Household Behavior - - - Household Saving; Personal Finance
    • G2 - Financial Economics - - Financial Institutions and Services

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