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Chasing Tails: How Do People Respond to Wait Time Distributions?

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  • Evgeny Kagan
  • Kyle Hyndman
  • Andrew Davis

Abstract

We use a series of pre-registered, incentive-compatible online experiments to investigate how people evaluate and choose among different waiting time distributions. Our main findings are threefold. First, consistent with prior literature, people show an aversion to both longer expected waits and higher variance. Second, and more surprisingly, moment-based utility models fail to capture preferences when distributions have thick-right tails: indeed, decision-makers strongly prefer distributions with long-right tails (where probability mass is more evenly distributed over a larger support set) relative to tails that exhibit a spike near the maximum possible value, even when controlling for mean, variance, and higher moments. Conditional Value at Risk (CVaR) utility models commonly used in portfolio theory predict these choices well. Third, when given a choice, decision-makers overwhelmingly seek information about right-tail outcomes. These results have practical implications for service operations: (1) service designs that create a spike in long waiting times (such as priority or dedicated queue designs) may be particularly aversive; (2) when informativeness is the goal, providers should prioritize sharing right-tail probabilities or percentiles; and (3) to increase service uptake, providers can strategically disclose (or withhold) distributional information depending on right-tail shape.

Suggested Citation

  • Evgeny Kagan & Kyle Hyndman & Andrew Davis, 2026. "Chasing Tails: How Do People Respond to Wait Time Distributions?," Papers 2602.06263, arXiv.org.
  • Handle: RePEc:arx:papers:2602.06263
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    File URL: http://arxiv.org/pdf/2602.06263
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    References listed on IDEAS

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    1. Guillaume R. Fréchette & Andrew Schotter & Isabel Trevino, 2017. "Personality, Information Acquisition, And Choice Under Uncertainty: An Experimental Study," Economic Inquiry, Western Economic Association International, vol. 55(3), pages 1468-1488, July.
    2. Ryan W. Buell, 2021. "Last-Place Aversion in Queues," Management Science, INFORMS, vol. 67(3), pages 1430-1452, March.
    3. Mirko Kremer & Laurens Debo, 2016. "Inferring Quality from Wait Time," Management Science, INFORMS, vol. 62(10), pages 3023-3038, October.
    4. Zhaoqi Zang & Xiangdong Xu & Kai Qu & Ruiya Chen & Anthony Chen, 2022. "Travel time reliability in transportation networks: A review of methodological developments," Papers 2206.12696, arXiv.org, revised Jul 2022.
    5. Leclerc, France & Schmitt, Bernd H & Dube, Laurette, 1995. "Waiting Time and Decision Making: Is Time like Money?," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 22(1), pages 110-119, June.
    6. Jianfu Wang & Opher Baron & Alan Scheller-Wolf, 2015. "M/M/c Queue with Two Priority Classes," Operations Research, INFORMS, vol. 63(3), pages 733-749, June.
    7. Eike B. Kroll & Bodo Vogt, 2008. "Loss Aversion for time: An experimental investigation of time preferences," FEMM Working Papers 08027, Otto-von-Guericke University Magdeburg, Faculty of Economics and Management.
    8. Jack Stecher & Timothy Shields & John Dickhaut (deceased), 2011. "Generating Ambiguity in the Laboratory," Management Science, INFORMS, vol. 57(4), pages 705-712, April.
    9. Peter Moffatt & Stefania Sitzia & Daniel Zizzo, 2015. "Heterogeneity in preferences towards complexity," Journal of Risk and Uncertainty, Springer, vol. 51(2), pages 147-170, October.
    10. Masha Shunko & Julie Niederhoff & Yaroslav Rosokha, 2018. "Humans Are Not Machines: The Behavioral Impact of Queueing Design on Service Time," Management Science, INFORMS, vol. 64(1), pages 453-473, January.
    11. Steffen Andersen & Glenn Harrison & Morten Lau & E. Rutström, 2009. "Elicitation using multiple price list formats," Experimental Economics, Springer;Economic Science Association, vol. 12(3), pages 365-366, September.
    12. 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..
    13. Hung T. Do & Masha Shunko, 2020. "Constrained Load-Balancing Policies for Parallel Single-Server Queue Systems," Management Science, INFORMS, vol. 66(8), pages 3501-3527, August.
    14. Kim, Jiwon & Mahmassani, Hani S., 2015. "Compound Gamma representation for modeling travel time variability in a traffic network," Transportation Research Part B: Methodological, Elsevier, vol. 80(C), pages 40-63.
    15. 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.
    16. Tao Lu & May Yuan & Chong (Alex) Wang & Xiaoquan (Michael) Zhang, 2022. "Histogram Distortion Bias in Consumer Choices," Management Science, INFORMS, vol. 68(12), pages 8963-8978, December.
    17. Lawrence Brown & Noah Gans & Avishai Mandelbaum & Anat Sakov & Haipeng Shen & Sergey Zeltyn & Linda Zhao, 2005. "Statistical Analysis of a Telephone Call Center: A Queueing-Science Perspective," Journal of the American Statistical Association, American Statistical Association, vol. 100, pages 36-50, March.
    18. Alain Cohn & Jan Engelmann & Ernst Fehr & Michel André Maréchal, 2015. "Evidence for Countercyclical Risk Aversion: An Experiment with Financial Professionals," American Economic Review, American Economic Association, vol. 105(2), pages 860-885, February.
    19. Tversky, Amos & Kahneman, Daniel, 1992. "Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
    20. Doron Sonsino & Uri Benzion & Galit Mador, 2002. "The Complexity Effects on Choice with Uncertainty — Experimental Evidence," Economic Journal, Royal Economic Society, vol. 112(482), pages 936-965, October.
    21. Alexander, S. & Coleman, T.F. & Li, Y., 2006. "Minimizing CVaR and VaR for a portfolio of derivatives," Journal of Banking & Finance, Elsevier, vol. 30(2), pages 583-605, February.
    22. Pavlo Blavatskyy & Wolfgang Köhler, 2009. "Range effects and lottery pricing," Experimental Economics, Springer;Economic Science Association, vol. 12(3), pages 332-349, September.
    23. Zang, Zhaoqi & Batley, Richard & Xu, Xiangdong & Wang, David Z.W., 2024. "On the value of distribution tail in the valuation of travel time variability," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 190(C).
    24. Thomas Åstebro & José Mata & Luís Santos-Pinto, 2015. "Skewness seeking: risk loving, optimism or overweighting of small probabilities?," Theory and Decision, Springer, vol. 78(2), pages 189-208, February.
    25. Mohammed Abdellaoui & Emmanuel Kemel, 2014. "Eliciting Prospect Theory When Consequences Are Measured in Time Units: “Time Is Not Money”," Management Science, INFORMS, vol. 60(7), pages 1844-1859, July.
    26. Yaroslav Rosokha & Chen Wei, 2024. "Cooperation in Queueing Systems," Management Science, INFORMS, vol. 70(11), pages 7597-7616, November.
    27. Qiuping Yu & Gad Allon & Achal Bassamboo, 2017. "How Do Delay Announcements Shape Customer Behavior? An Empirical Study," Management Science, INFORMS, vol. 63(1), pages 1-20, January.
    28. Graham Loomes & Robert Sugden, 1986. "Disappointment and Dynamic Consistency in Choice under Uncertainty," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 53(2), pages 271-282.
    29. Ping Cao & Shuangchi He & Junfei Huang & Yunan Liu, 2021. "To Pool or Not to Pool: Queueing Design for Large-Scale Service Systems," Operations Research, INFORMS, vol. 69(6), pages 1866-1885, November.
    30. Carrion, Carlos & Levinson, David, 2012. "Value of travel time reliability: A review of current evidence," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(4), pages 720-741.
    31. Palan, Stefan & Schitter, Christian, 2018. "Prolific.ac—A subject pool for online experiments," Journal of Behavioral and Experimental Finance, Elsevier, vol. 17(C), pages 22-27.
    32. Nur Sunar & Yichen Tu & Serhan Ziya, 2021. "Pooled vs. Dedicated Queues when Customers Are Delay-Sensitive," Management Science, INFORMS, vol. 67(6), pages 3785-3802, June.
    33. Qiuping Yu & Yiming Zhang & Yong-Pin Zhou, 2022. "Delay Information in Virtual Queues: A Large-Scale Field Experiment on a Major Ride-Sharing Platform," Management Science, INFORMS, vol. 68(8), pages 5745-5757, August.
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