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Toward an Understanding of Dynamic Moral Decision Making: Model-Free and Model-Based Learning

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  • George I. Christopoulos

    (Nanyang Technological University
    Nanyang Technological University)

  • Xiao-Xiao Liu

    (Xiamen University)

  • Ying-yi Hong

    (The Chinese University of Hong Kong)

Abstract

In business settings, decision makers facing moral issues often experience the challenges of continuous changes. This dynamic process has been less examined in previous literature on moral decision making. We borrow theories on learning strategies and computational models from decision neuroscience to explain the updating and learning mechanisms underlying moral decision processes. Specifically, we present two main learning strategies: model-free learning, wherein the values of choices are updated in a trial-and-error fashion sustaining the formation of habits and model-based learning, wherein the brain updates more general cognitive maps and associations, thus sustaining flexible and state-dependent behaviors. We then summarize studies explaining the neuro-computational processes of both learning strategies—the calculation of prediction errors and valuation. We conclude by emphasizing how the incorporation of dynamic aspects in moral decision making could open new avenues for understanding moral behaviors in a changing world.

Suggested Citation

  • George I. Christopoulos & Xiao-Xiao Liu & Ying-yi Hong, 2017. "Toward an Understanding of Dynamic Moral Decision Making: Model-Free and Model-Based Learning," Journal of Business Ethics, Springer, vol. 144(4), pages 699-715, September.
  • Handle: RePEc:kap:jbuset:v:144:y:2017:i:4:d:10.1007_s10551-016-3058-1
    DOI: 10.1007/s10551-016-3058-1
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    as
    1. Gneezy, Uri & Rustichini, Aldo, 2000. "A Fine is a Price," The Journal of Legal Studies, University of Chicago Press, vol. 29(1), pages 1-17, January.
    2. Mulder, Laetitia B. & Aquino, Karl, 2013. "The role of moral identity in the aftermath of dishonesty," Organizational Behavior and Human Decision Processes, Elsevier, vol. 121(2), pages 219-230.
    3. Dan Ariely & Anat Bracha & Stephan Meier, 2009. "Doing Good or Doing Well? Image Motivation and Monetary Incentives in Behaving Prosocially," American Economic Review, American Economic Association, vol. 99(1), pages 544-555, March.
    4. Andreas Fuster & Stephan Meier, 2010. "Another Hidden Cost of Incentives: The Detrimental Effect on Norm Enforcement," Management Science, INFORMS, vol. 56(1), pages 57-70, January.
    5. Uri Gneezy & Stephan Meier & Pedro Rey-Biel, 2011. "When and Why Incentives (Don't) Work to Modify Behavior," Journal of Economic Perspectives, American Economic Association, vol. 25(4), pages 191-210, Fall.
    6. Klaus Abbink & Bernd Irlenbusch & Elke Renner, 2002. "An Experimental Bribery Game," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 18(2), pages 428-454, October.
    7. Christopoulos, George & Kokkinaki, Flora & Harvey, Nigel & Sevdalis, Nick, 2011. "Paying for no reason? (Mis-)perceptions of product attributes in separate vs. joint product evaluation," Journal of Economic Psychology, Elsevier, vol. 32(5), pages 857-864.
    8. Min Gong & Jonathan Baron & Howard Kunreuther, 2009. "Group cooperation under uncertainty," Journal of Risk and Uncertainty, Springer, vol. 39(3), pages 251-270, December.
    9. Camelia Kuhnen & Brian Knutson, 2005. "The Neural Basis of Financial Risk Taking," Experimental 0509001, University Library of Munich, Germany.
    10. Jonathan D. Cohen & Gary Aston-Jones, 2005. "Decision amid uncertainty," Nature, Nature, vol. 436(7050), pages 471-472, July.
    11. Thaler, Richard, 1981. "Some empirical evidence on dynamic inconsistency," Economics Letters, Elsevier, vol. 8(3), pages 201-207.
    12. Ernst Fehr & Urs Fischbacher & Michael Kosfeld, 2005. "Neuroeconomic Foundations of Trust and Social Preferences: Initial Evidence," American Economic Review, American Economic Association, vol. 95(2), pages 346-351, May.
    13. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    14. Garrett, Thomas A. & Sobel, Russell S., 1999. "Gamblers favor skewness, not risk: Further evidence from United States' lottery games," Economics Letters, Elsevier, vol. 63(1), pages 85-90, April.
    15. Knutson, Brian & Wimmer, G. Elliott & Kuhnen, Camelia & Winkielman, Piotr, 2008. "Nucleus accumbens activation mediates the influence of reward cues on financial risk-taking," MPRA Paper 8013, University Library of Munich, Germany.
    16. Glimcher, Paul W. & Dorris, Michael C. & Bayer, Hannah M., 2005. "Physiological utility theory and the neuroeconomics of choice," Games and Economic Behavior, Elsevier, vol. 52(2), pages 213-256, August.
    17. George F. Loewenstein, 1988. "Frames of Mind in Intertemporal Choice," Management Science, INFORMS, vol. 34(2), pages 200-214, February.
    18. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    19. Fehr, Ernst & Fischbacher, Urs & Kosfeld, Michael, 2005. "Neuroeconomic Foundation of Trust and Social Preferences," CEPR Discussion Papers 5127, C.E.P.R. Discussion Papers.
    20. Loewenstein, George, 1987. "Anticipation and the Valuation of Delayed Consumption," Economic Journal, Royal Economic Society, vol. 97(387), pages 666-684, September.
    21. Shane Frederick & George Loewenstein & Ted O'Donoghue, 2002. "Time Discounting and Time Preference: A Critical Review," Journal of Economic Literature, American Economic Association, vol. 40(2), pages 351-401, June.
    22. Fliessbach, Klaus & Weber, Bernd & Trautner, P. & Dohmen, Thomas J. & Sunde, Uwe & Elger, C. E. & Falk, Armin, 2007. "Social comparison affects reward-related brain activity in the human ventral striatum," Munich Reprints in Economics 20362, University of Munich, Department of Economics.
    23. repec:cup:judgdm:v:4:y:2009:i:5:p:363-384 is not listed on IDEAS
    24. Ikeda, Shinsuke & Kang, Myong-Il & Ohtake, Fumio, 2010. "Hyperbolic discounting, the sign effect, and the body mass index," Journal of Health Economics, Elsevier, vol. 29(2), pages 268-284, March.
    25. Mathias Pessiglione & Ben Seymour & Guillaume Flandin & Raymond J. Dolan & Chris D. Frith, 2006. "Dopamine-dependent prediction errors underpin reward-seeking behaviour in humans," Nature, Nature, vol. 442(7106), pages 1042-1045, August.
    26. Peter Bossaerts, 2009. "What Decision Neuroscience Teaches Us About Financial Decision Making," Annual Review of Financial Economics, Annual Reviews, vol. 1(1), pages 383-404, November.
    27. Loewenstein, George & O'Donoghue, Ted, 2004. "Animal Spirits: Affective and Deliberative Processes in Economic Behavior," Working Papers 04-14, Cornell University, Center for Analytic Economics.
    28. Timothy E. J. Behrens & Laurence T. Hunt & Mark W. Woolrich & Matthew F. S. Rushworth, 2008. "Associative learning of social value," Nature, Nature, vol. 456(7219), pages 245-249, November.
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