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Bounded rationality in clearing service systems

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  • Canbolat, Pelin G.

Abstract

This paper considers a clearing service system where customers arrive according to a Poisson process, and decide to join the system or to balk in a boundedly rational manner. It assumes that all customers in the system are served at once when the server is available and times between consecutive services are independently and identically distributed random variables. Using logistic quantal-response functions to model bounded rationality, it first characterizes customer utility and system revenue for fixed price and degree of rationality, then solves the pricing problem of a revenue-maximizing system administrator. The analysis of the resulting expressions as functions of the degree of rationality yields several insights including: (i) for an individual customer, it is best to be perfectly rational if the price is fixed; however, when customers have the same degree of rationality and the administrator prices the service accordingly, a finite nonzero degree of rationality uniquely maximizes customer utility, (ii) system revenue grows arbitrarily large as customers tend to being irrational, (iii) social welfare is maximized when customers are perfectly rational, (iv) in all cases, at least 78% of social welfare goes to the administrator. The paper also considers a model where customers are heterogeneous with respect to their degree of rationality, explores the effect of changes in distributional parameters of the degree of rationality for fixed service price, provides a characterization for the revenue-maximizing price, and discusses the analytical difficulties arising from heterogeneity in the degree of bounded rationality.

Suggested Citation

  • Canbolat, Pelin G., 2020. "Bounded rationality in clearing service systems," European Journal of Operational Research, Elsevier, vol. 282(2), pages 614-626.
  • Handle: RePEc:eee:ejores:v:282:y:2020:i:2:p:614-626
    DOI: 10.1016/j.ejor.2019.10.013
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    1. Herbert A. Simon, 1955. "A Behavioral Model of Rational Choice," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 69(1), pages 99-118.
    2. Li, Xin & Li, Qingying & Guo, Pengfei & Lian, Zhaotong, 2017. "On the uniqueness and stability of equilibrium in quality-speed competition with boundedly-rational customers: The case with general reward function and multiple servers," International Journal of Production Economics, Elsevier, vol. 193(C), pages 726-736.
    3. Weixin Shang & Liming Liu, 2011. "Promised Delivery Time and Capacity Games in Time-Based Competition," Management Science, INFORMS, vol. 57(3), pages 599-610, March.
    4. Naor, P, 1969. "The Regulation of Queue Size by Levying Tolls," Econometrica, Econometric Society, vol. 37(1), pages 15-24, January.
    5. Uri Yechiali, 1971. "On Optimal Balking Rules and Toll Charges in the GI / M /1 Queuing Process," Operations Research, INFORMS, vol. 19(2), pages 349-370, April.
    6. Athanasia Manou & Pelin G. Canbolat & Fikri Karaesmen, 2017. "Pricing in a Transportation Station with Strategic Customers," Production and Operations Management, Production and Operations Management Society, vol. 26(9), pages 1632-1645, September.
    7. Hong Chen & Murray Frank, 1995. "Monopoly Pricing When Customers Queue," Industrial Organization 9504001, University Library of Munich, Germany.
    8. Xin Li & Pengfei Guo & Zhaotong Lian, 2016. "Quality-Speed Competition in Customer-Intensive Services with Boundedly Rational Customers," Production and Operations Management, Production and Operations Management Society, vol. 25(11), pages 1885-1901, November.
    9. Shaler Stidham, 1977. "Cost Models for Stochastic Clearing Systems," Operations Research, INFORMS, vol. 25(1), pages 100-127, February.
    10. Xuanming Su, 2008. "Bounded Rationality in Newsvendor Models," Manufacturing & Service Operations Management, INFORMS, vol. 10(4), pages 566-589, May.
    11. McKelvey Richard D. & Palfrey Thomas R., 1995. "Quantal Response Equilibria for Normal Form Games," Games and Economic Behavior, Elsevier, vol. 10(1), pages 6-38, July.
    12. Yefen Chen & Xuanming Su & Xiaobo Zhao, 2012. "Modeling Bounded Rationality in Capacity Allocation Games with the Quantal Response Equilibrium," Management Science, INFORMS, vol. 58(10), pages 1952-1962, October.
    13. Kerner, Yoav, 2011. "Equilibrium joining probabilities for an M/G/1 queue," Games and Economic Behavior, Elsevier, vol. 71(2), pages 521-526, March.
    14. Stidham, Shaler, 1974. "Stochastic clearing systems," Stochastic Processes and their Applications, Elsevier, vol. 2(1), pages 85-113, January.
    15. Liu, Tieming & Methapatara, Chinnatat & Wynter, Laura, 2010. "Revenue management model for on-demand IT services," European Journal of Operational Research, Elsevier, vol. 207(1), pages 401-408, November.
    16. Xin Li & Pengfei Guo & Zhaotong Lian, 2017. "Price and capacity decisions of service systems with boundedly rational customers," Naval Research Logistics (NRL), John Wiley & Sons, vol. 64(6), pages 437-452, September.
    17. Guo, Pengfei & Zipkin, Paul, 2009. "The effects of the availability of waiting-time information on a balking queue," European Journal of Operational Research, Elsevier, vol. 198(1), pages 199-209, October.
    18. Pengfei Guo & Paul Zipkin, 2008. "The effects of information on a queue with balking and phase‐type service times," Naval Research Logistics (NRL), John Wiley & Sons, vol. 55(5), pages 406-411, August.
    19. Athanasia Manou & Antonis Economou & Fikri Karaesmen, 2014. "Strategic Customers in a Transportation Station: When Is It Optimal to Wait?," Operations Research, INFORMS, vol. 62(4), pages 910-925, August.
    20. Pengfei Guo & Paul Zipkin, 2007. "Analysis and Comparison of Queues with Different Levels of Delay Information," Management Science, INFORMS, vol. 53(6), pages 962-970, June.
    21. Knudsen, Niels Chr, 1972. "Individual and Social Optimization in a Multiserver Queue with a General Cost-Benefit Structure," Econometrica, Econometric Society, vol. 40(3), pages 515-528, May.
    22. Hassin, Refael, 1986. "Consumer Information in Markets with Random Product Quality: The Case of Queues and Balking," Econometrica, Econometric Society, vol. 54(5), pages 1185-1195, September.
    23. Uri Yechiali, 1972. "Customers' Optimal Joining Rules for the GI/M/s Queue," Management Science, INFORMS, vol. 18(7), pages 434-443, March.
    24. Tingliang Huang & Gad Allon & Achal Bassamboo, 2013. "Bounded Rationality in Service Systems," Manufacturing & Service Operations Management, INFORMS, vol. 15(2), pages 263-279, May.
    25. Edelson, Noel M & Hildebrand, David K, 1975. "Congestion Tolls for Poisson Queuing Processes," Econometrica, Econometric Society, vol. 43(1), pages 81-92, January.
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