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Increases or discounts: Price strategies based on customers’ patience times

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Listed:
  • Liu, Jian
  • Chen, Jian
  • Bo, Rui
  • Meng, Fanlin
  • Xu, Yong
  • Li, Peng

Abstract

This study analyzes dynamic pricing in a non-preemptive M/M/1 service system in which customers exhibit patience in regard to waiting time. We use a stylized, single-server queue to incorporate customer patience into the queuing problem, with the assumption that customers will not enter the queue when the waiting time exceeds their inherent patience time, reflecting the decision whether to wait. We focus on queue design, structure, and revenue and consider two homogeneous and heterogeneous customer scenarios. Our findings show that, for homogeneous customers, price-raising and price-discounting strategies can mitigate revenue loss. We examined which policy is better for service providers in different scenarios. For heterogeneous customers, we draw two conclusions. First, a revenue-maximizing service provider should increase her priority fee if customers have patience in regard to waiting time, regardless of whether they are regular customers, priority customers, or a mix of both. Second, contrary to conventional wisdom, we show that the service provider should abandon a portion of his or her regular customers to attract more customers who are willing to pay a higher priority fee for better service when the value of regular customers is small. Under this situation, customers’ patience times can bring more revenue to the service provider. If the value of regular customers is high, however, then an increased priority fee cannot compensate for the revenue loss from abandoning these customers and losing their revenue. Overall, our findings confirm that customers’ patience times result in a high net monetary cost for the time-sensitive customer.

Suggested Citation

  • Liu, Jian & Chen, Jian & Bo, Rui & Meng, Fanlin & Xu, Yong & Li, Peng, 2023. "Increases or discounts: Price strategies based on customers’ patience times," European Journal of Operational Research, Elsevier, vol. 305(2), pages 722-737.
  • Handle: RePEc:eee:ejores:v:305:y:2023:i:2:p:722-737
    DOI: 10.1016/j.ejor.2022.06.015
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    References listed on IDEAS

    as
    1. 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.
    2. Stolletz, Raik & Manitz, Michael, 2013. "The impact of a waiting-time threshold in overflow systems with impatient customers," Omega, Elsevier, vol. 41(2), pages 280-286.
    3. Alexander, Matthew & MacLaren, Andrew & O’Gorman, Kevin & White, Christopher, 2012. "Priority queues: Where social justice and equity collide," Tourism Management, Elsevier, vol. 33(4), pages 875-884.
    4. Delasay, Mohammad & Ingolfsson, Armann & Kolfal, Bora & Schultz, Kenneth, 2019. "Load effect on service times," European Journal of Operational Research, Elsevier, vol. 279(3), pages 673-686.
    5. Ety Zohar & Avishai Mandelbaum & Nahum Shimkin, 2002. "Adaptive Behavior of Impatient Customers in Tele-Queues: Theory and Empirical Support," Management Science, INFORMS, vol. 48(4), pages 566-583, April.
    6. Economou, Antonis & Logothetis, Dimitrios & Manou, Athanasia, 2022. "The value of reneging for strategic customers in queueing systems with server vacations/failures," European Journal of Operational Research, Elsevier, vol. 299(3), pages 960-976.
    7. Chenguang (Allen) Wu & Achal Bassamboo & Ohad Perry, 2019. "Service System with Dependent Service and Patience Times," Management Science, INFORMS, vol. 65(3), pages 1151-1172, March.
    8. Rouba Ibrahim & Mor Armony & Achal Bassamboo, 2017. "Does the Past Predict the Future? The Case of Delay Announcements in Service Systems," Management Science, INFORMS, vol. 63(6), pages 1762-1780, June.
    9. S. Rao & E. R. Petersen, 1998. "Optimal Pricing of Priority Services," Operations Research, INFORMS, vol. 46(1), pages 46-56, February.
    10. Zhai, Yue & Cheng, T.C.E., 2022. "Lead-time quotation and hedging coordination in make-to-order supply chain," European Journal of Operational Research, Elsevier, vol. 300(2), pages 449-460.
    11. Seçil Savaşaneril & Paul M. Griffin & Pınar Keskinocak, 2010. "Dynamic Lead-Time Quotation for an M/M/1 Base-Stock Inventory Queue," Operations Research, INFORMS, vol. 58(2), pages 383-395, April.
    12. Hang Ren & Tingliang Huang & Kenan Arifoglu, 2018. "Managing Service Systems with Unknown Quality and Customer Anecdotal Reasoning," Production and Operations Management, Production and Operations Management Society, vol. 27(6), pages 1038-1051, June.
    13. Sayid Albana, Abduh & Frein, Yannick & Hammami, Ramzi, 2018. "Effect of a lead time-dependent cost on lead time quotation, pricing, and capacity decisions in a stochastic make-to-order system with endogenous demand," International Journal of Production Economics, Elsevier, vol. 203(C), pages 83-95.
    14. Ray, Saibal & Jewkes, E. M., 2004. "Customer lead time management when both demand and price are lead time sensitive," European Journal of Operational Research, Elsevier, vol. 153(3), pages 769-781, March.
    15. Mor Armony & Erica Plambeck & Sridhar Seshadri, 2009. "Sensitivity of Optimal Capacity to Customer Impatience in an Unobservable M/M/S Queue (Why You Shouldn't Shout at the DMV)," Manufacturing & Service Operations Management, INFORMS, vol. 11(1), pages 19-32, June.
    16. Refael Hassin & Ricky Roet-Green, 2017. "The Impact of Inspection Cost on Equilibrium, Revenue, and Social Welfare in a Single-Server Queue," Operations Research, INFORMS, vol. 65(3), pages 804-820, June.
    17. Philipp Afèche & J. Michael Pavlin, 2016. "Optimal Price/Lead-Time Menus for Queues with Customer Choice: Segmentation, Pooling, and Strategic Delay," Management Science, INFORMS, vol. 62(8), pages 2412-2436, August.
    18. Oualid Jouini & Zeynep Akşin & Yves Dallery, 2011. "Call Centers with Delay Information: Models and Insights," Manufacturing & Service Operations Management, INFORMS, vol. 13(4), pages 534-548, October.
    19. J. G. Dai & Shuangchi He, 2010. "Customer Abandonment in Many-Server Queues," Mathematics of Operations Research, INFORMS, vol. 35(2), pages 347-362, May.
    20. Oualid Jouini & Zeynep Aksin & Yves Dallery, 2011. "Call Centers with Delay Information: Models and Insights," Post-Print hal-00680769, HAL.
    21. Perel, Nir & Yechiali, Uri, 2010. "Queues with slow servers and impatient customers," European Journal of Operational Research, Elsevier, vol. 201(1), pages 247-258, February.
    22. Qiuping Yu & Gad Allon & Achal Bassamboo & Seyed Iravani, 2018. "Managing Customer Expectations and Priorities in Service Systems," Management Science, INFORMS, vol. 64(8), pages 3942-3970, August.
    23. Feng, Jiejian & Zhang, Michael, 2017. "Dynamic quotation of leadtime and price for a Make-To-Order system with multiple customer classes and perfect information on customer preferences," European Journal of Operational Research, Elsevier, vol. 258(1), pages 334-342.
    24. Naor, P, 1969. "The Regulation of Queue Size by Levying Tolls," Econometrica, Econometric Society, vol. 37(1), pages 15-24, January.
    25. Srinagesh Gavirneni & Vidyadhar G. Kulkarni, 2016. "Self-Selecting Priority Queues with Burr Distributed Waiting Costs," Production and Operations Management, Production and Operations Management Society, vol. 25(6), pages 979-992, June.
    26. Civelek, Ismail & Biller, Bahar & Scheller-Wolf, Alan, 2021. "Impact of dependence on single-server queueing systems," European Journal of Operational Research, Elsevier, vol. 290(3), pages 1031-1045.
    27. Pala, Ali & Zhuang, Jun, 2018. "Security screening queues with impatient applicants: A new model with a case study," European Journal of Operational Research, Elsevier, vol. 265(3), pages 919-930.
    28. Hua, Guowei & Wang, Shouyang & Cheng, T.C.E., 2010. "Price and lead time decisions in dual-channel supply chains," European Journal of Operational Research, Elsevier, vol. 205(1), pages 113-126, August.
    29. Shiliang Cui & Zhongbin Wang & Luyi Yang, 2020. "The Economics of Line-Sitting," Management Science, INFORMS, vol. 66(1), pages 227-242, January.
    30. Piyush Kumar & Manohar U. Kalwani & Maqbool Dada, 1997. "The Impact of Waiting Time Guarantees on Customers' Waiting Experiences," Marketing Science, INFORMS, vol. 16(4), pages 295-314.
    31. Amy R. Ward & Mor Armony, 2013. "Blind Fair Routing in Large-Scale Service Systems with Heterogeneous Customers and Servers," Operations Research, INFORMS, vol. 61(1), pages 228-243, February.
    32. A. Baykal Hafızoğlu & Esma S. Gel & Pınar Keskinocak, 2016. "Price and Lead Time Quotation for Contract and Spot Customers," Operations Research, INFORMS, vol. 64(2), pages 406-415, April.
    33. Wayne E. Smith, 1956. "Various optimizers for single‐stage production," Naval Research Logistics Quarterly, John Wiley & Sons, vol. 3(1‐2), pages 59-66, March.
    34. Hamid Nazerzadeh & Ramandeep S. Randhawa, 2018. "Near†Optimality of Coarse Service Grades for Customer Differentiation in Queueing Systems," Production and Operations Management, Production and Operations Management Society, vol. 27(3), pages 578-595, March.
    35. Legros, Benjamin, 2020. "Late-rejection, a strategy to perform an overflow policy," European Journal of Operational Research, Elsevier, vol. 281(1), pages 66-76.
    36. Jiejian Feng & Liming Liu & Xiaoming Liu, 2011. "TECHNICAL NOTE---An Optimal Policy for Joint Dynamic Price and Lead-Time Quotation," Operations Research, INFORMS, vol. 59(6), pages 1523-1527, December.
    37. Jingqi Wang & Yong-Pin Zhou, 2018. "Impact of Queue Configuration on Service Time: Evidence from a Supermarket," Management Science, INFORMS, vol. 64(7), pages 3055-3075, July.
    38. Laurens G. Debo & Christine Parlour & Uday Rajan, 2012. "Signaling Quality via Queues," Management Science, INFORMS, vol. 58(5), pages 876-891, May.
    39. Itai Gurvich & Martin A. Lariviere & Can Ozkan, 2019. "Coverage, Coarseness, and Classification: Determinants of Social Efficiency in Priority Queues," Management Science, INFORMS, vol. 65(3), pages 1061-1075, March.
    40. 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.
    41. Moshe Haviv & Ramandeep S. Randhawa, 2014. "Pricing in Queues Without Demand Information," Manufacturing & Service Operations Management, INFORMS, vol. 16(3), pages 401-411, July.
    42. Robert J. Batt & Christian Terwiesch, 2015. "Waiting Patiently: An Empirical Study of Queue Abandonment in an Emergency Department," Management Science, INFORMS, vol. 61(1), pages 39-59, January.
    43. Ramzi Hammami & Yannick Frein & Abduh Sayid Albana, 2021. "Customer rejection to guide lead time quotation and pricing decisions," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 72(6), pages 1358-1372, June.
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