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Risks of Observable and Unobservable Biases in Artificial Intelligence Predicting Consumer Choice

Author

Listed:
  • Florian Teleaba

    (Technical University of Cluj-Napoca, Cluj-Napoca, Romania)

  • Sorin Popescu

    (Technical University of Cluj-Napoca, Cluj-Napoca, Romania)

  • Marieta Olaru

    (University of Economic Studies, Bucharest, Romania)

  • Diana Pitic

    (Babes-Bolyai University, Cluj-Napoca, Romania)

Abstract

Companies are increasingly adopting Artificial Intelligence (AI) today. Recently however debates started over the risk of human cognitive biases being replicated (and scaled) by AI. Research on biases in AI predicting consumer choice is incipient and focuses on observable biases. We provide a short synthesis of cognitive biases and their potential risk of being replicated in AI-based choice prediction. We also discuss for the first time the risk of unobservable biases, which affect choice indirectly, through other biases. We exemplify this by looking at looking at three prevalent, most frequently investigated biases in consumer behaviour: extremeness aversion, regret aversion and cognitive regulatory focus (prevention- versus promotion-focus). Based on a sample of 1747 respondents, through partial least squares structural equation modelling and significance testing, we show that regret aversion (unobservable bias) significantly reduces extremeness aversion (observable bias) and mediates the influence of cognitive regulatory focus (unobservable bias).

Suggested Citation

  • Florian Teleaba & Sorin Popescu & Marieta Olaru & Diana Pitic, 2021. "Risks of Observable and Unobservable Biases in Artificial Intelligence Predicting Consumer Choice," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 23(56), pages 102-102, February.
    • Handle: RePEc:aes:amfeco:v:23:y:2021:i:56:p:102
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    1. Inman, J Jeffrey & Zeelenberg, Marcel, 2002. "Regret in Repeat Purchase versus Switching Decisions: The Attenuating Role of Decision Justifiability," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 29(1), pages 116-128, June.
    2. David E. Bell, 1982. "Regret in Decision Making under Uncertainty," Operations Research, INFORMS, vol. 30(5), pages 961-981, October.
    3. Lisa J. Abendroth & Kristin Diehl, 2006. "Now or Never: Effects of Limited Purchase Opportunities on Patterns of Regret over Time," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 33(3), pages 342-351, October.
    4. Itamar Simonson & Aner Sela & Sanjay Sood, 2017. "Preference-Construction Habits: The Case of Extremeness Aversion," Journal of the Association for Consumer Research, University of Chicago Press, vol. 2(3), pages 322-332.
    5. Sautua, Santiago I., 2017. "Does uncertainty cause inertia in decision making? An experimental study of the role of regret aversion and indecisiveness," Journal of Economic Behavior & Organization, Elsevier, vol. 136(C), pages 1-14.
    6. Cooke, Alan D J & Meyvis, Tom & Schwartz, Alan, 2001. "Avoiding Future Regret in Purchase-Timing Decisions," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 27(4), pages 447-459, March.
    7. Tsiros, Michael & Mittal, Vikas, 2000. "Regret: A Model of Its Antecedents and Consequences in Consumer Decision Making," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 26(4), pages 401-417, March.
    8. Loomes, Graham & Sugden, Robert, 1982. "Regret Theory: An Alternative Theory of Rational Choice under Uncertainty," Economic Journal, Royal Economic Society, vol. 92(368), pages 805-824, December.
    9. Sea-Jin Chang & Arjen van Witteloostuijn & Lorraine Eden, 2010. "From the Editors: Common method variance in international business research," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(2), pages 178-184, February.
    10. Zeelenberg, M. & Pieters, R., 2004. "Beyond valence in customer dissatisfaction : A review and new findings on behavioral responses to regret and disappointment in failed services," Other publications TiSEM 7bfb4aa9-cba7-4786-850d-1, Tilburg University, School of Economics and Management.
    11. van Dijk, Eric & Zeelenberg, Marcel, 2005. "On the psychology of `if only': Regret and the comparison between factual and counterfactual outcomes," Organizational Behavior and Human Decision Processes, Elsevier, vol. 97(2), pages 152-160, July.
    12. Thomas Davenport & Abhijit Guha & Dhruv Grewal & Timna Bressgott, 2020. "How artificial intelligence will change the future of marketing," Journal of the Academy of Marketing Science, Springer, vol. 48(1), pages 24-42, January.
    13. Zeelenberg, Marcel & Beattie, Jane & van der Pligt, Joop & de Vries, Nanne K., 1996. "Consequences of Regret Aversion: Effects of Expected Feedback on Risky Decision Making," Organizational Behavior and Human Decision Processes, Elsevier, vol. 65(2), pages 148-158, February.
    14. Inman, J.J. & Zeelenberg, M., 2002. "Regret in repeat purchase versus switching decisions : The attenuating role of decision justifiability," Other publications TiSEM 44060120-bd30-40e0-a97f-f, Tilburg University, School of Economics and Management.
    15. Simonson, Itamar, 1992. "The Influence of Anticipating Regret and Responsibility on Purchase Decisions," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 19(1), pages 105-118, June.
    16. Michael Braun & Alexander Muermann, 2004. "The Impact of Regret on the Demand for Insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 71(4), pages 737-767, December.
    17. Pravesh Kumar Padamwar & Jagrook Dawra & Vinay Kumar Kalakbandi, 2018. "Range effect on extremeness aversion," DECISION: Official Journal of the Indian Institute of Management Calcutta, Springer;Indian Institute of Management Calcutta, vol. 45(4), pages 345-355, December.
    18. Raeva, Daniela & Mittone, Luigi & Schwarzbach, Jens, 2010. "Regret now, take it now: On the role of experienced regret on intertemporal choice," Journal of Economic Psychology, Elsevier, vol. 31(4), pages 634-642, August.
    19. Zeelenberg, Marcel & Pieters, Rik, 2004. "Beyond valence in customer dissatisfaction: A review and new findings on behavioral responses to regret and disappointment in failed services," Journal of Business Research, Elsevier, vol. 57(4), pages 445-455, April.
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    More about this item

    Keywords

    cognitive bias; artificial intelligence; choice prediction; consumer choice behaviour; regret aversion; extremeness aversion; regulatory focus.;
    All these keywords.

    JEL classification:

    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making
    • D80 - Microeconomics - - Information, Knowledge, and Uncertainty - - - General
    • D01 - Microeconomics - - General - - - Microeconomic Behavior: Underlying Principles

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