Queueing Systems with Rationally Inattentive Customers

IF 4.8 3区 管理学 Q1 MANAGEMENT M&som-Manufacturing & Service Operations Management Pub Date : 2023-01-01 DOI:10.1287/msom.2021.1032
Caner Canyakmaz, Tamer Boyacı
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引用次数: 2

Abstract

Problem definition: Classical models of queueing systems with rational and strategic customers assume queues to be either fully visible or invisible, while service parameters are known with certainty. In practice, however, people only have “partial information” on the service environment, in the sense that they are not able to fully discern prevalent uncertainties. This is because assessing possible delays and rewards is costly, as it requires time, attention, and cognitive capacity, which are all limited. On the other hand, people are also adaptive and endogenously respond to information frictions. Methodology: We develop an equilibrium model for a single-server queueing system with customers having limited attention. Following the theory of rational inattention, we assume that customers optimize their learning strategies by deciding the type and amount of information to acquire and act accordingly while internalizing the associated costs. Results: We establish the existence and uniqueness of a customer equilibrium when customers allocate their attention to learn uncertain queue lengths and delineate the impact of service characteristics. We provide a complete spectrum of the impact of information costs on throughput and show numerically that throughput might be nonmonotone. This is also reflected in social welfare if the firm’s profit margin is high enough, although customer welfare always suffers from information costs. Managerial implications: We identify service settings where service firms and social planners should be most cautious for customers’ limited attention and translate our results to advisable strategies for information provision and service design. For example, we recommend firms to avoid partial hindrance of queue-length information when a low-demand service is not highly valued by customers. For a popular service that customers value reasonably highly, however, partial hindrance of information is particularly advisable. Academic/practical relevance: We propose a microfounded framework for strategic customer behavior in queues that links beliefs, rewards, and information costs. It offers a holistic perspective on the impact of information prevalence (and information frictions) on operational performance and can be extended to analyze richer customer behavior and complex queue structures, rendering it a valuable tool for service design. Supplemental Material: The online appendix is available at https://doi.org/10.1287/msom.2021.1032 .
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理性不专心的顾客排队系统
问题定义:具有理性和战略客户的排队系统的经典模型假设队列要么完全可见,要么不可见,而服务参数是确定的。然而,在实践中,人们对服务环境只有“部分信息”,也就是说,他们不能完全辨别普遍存在的不确定性。这是因为评估可能的延迟和奖励是昂贵的,因为它需要时间、注意力和认知能力,而这些都是有限的。另一方面,人们对信息摩擦也具有适应性和内源性反应。方法:我们开发了一个客户注意力有限的单服务器排队系统的均衡模型。根据理性不注意理论,我们假设客户通过决定获取信息的类型和数量来优化他们的学习策略,并在内化相关成本的同时采取相应的行动。结果:我们建立了顾客分配注意力学习不确定队列长度时顾客均衡的存在性和唯一性,并描述了服务特征的影响。我们提供了信息成本对吞吐量影响的完整范围,并在数值上表明吞吐量可能是非单调的。如果企业的利润率足够高,这也反映在社会福利上,尽管客户福利总是受到信息成本的影响。管理启示:我们确定了服务公司和社会规划者应该对客户有限注意力最谨慎的服务环境,并将我们的结果转化为信息提供和服务设计的可取策略。例如,我们建议企业在低需求服务不受客户高度重视的情况下避免队列长度信息的部分阻碍。然而,对于客户相当重视的一项受欢迎的服务,对信息进行部分屏蔽是特别可取的。学术/实践相关性:我们提出了一个微基础框架,将信念、奖励和信息成本联系起来,用于队列中的战略客户行为。它提供了信息流行(和信息摩擦)对运营绩效影响的整体视角,并且可以扩展到分析更丰富的客户行为和复杂的队列结构,使其成为服务设计的宝贵工具。补充材料:在线附录可在https://doi.org/10.1287/msom.2021.1032上获得。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
M&som-Manufacturing & Service Operations Management
M&som-Manufacturing & Service Operations Management 管理科学-运筹学与管理科学
CiteScore
9.30
自引率
12.70%
发文量
184
审稿时长
12 months
期刊介绍: M&SOM is the INFORMS journal for operations management. The purpose of the journal is to publish high-impact manuscripts that report relevant research on important problems in operations management (OM). The field of OM is the study of the innovative or traditional processes for the design, procurement, production, delivery, and recovery of goods and services. OM research entails the control, planning, design, and improvement of these processes. This research can be prescriptive, descriptive, or predictive; however, the intent of the research is ultimately to develop some form of enduring knowledge that can lead to more efficient or effective processes for the creation and delivery of goods and services. M&SOM encourages a variety of methodological approaches to OM research; papers may be theoretical or empirical, analytical or computational, and may be based on a range of established research disciplines. M&SOM encourages contributions in OM across the full spectrum of decision making: strategic, tactical, and operational. Furthermore, the journal supports research that examines pertinent issues at the interfaces between OM and other functional areas.
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