Operations Research and Management Science ›› 2023, Vol. 32 ›› Issue (3): 85-91.DOI: 10.12005/orms.2023.0084

• Theory Analysis and Methodology Study • Previous Articles     Next Articles

Optimal Price and Speed Decisions in Customer-intensive Service Systems with Boundedly Rational Customers

ZHANG Yu1, WANG Jinting2   

  1. 1. School of Economics and Management, University of Science and Technology Beijing, Beijing 100083, China;
    2. School of Management Science and Engineering, Central University of Finance and Economics, Beijing 100081, China
  • Received:2021-10-17 Online:2023-03-25 Published:2023-04-25

面对有限理性顾客的体验式服务系统最优定价与服务速度研究

张钰1, 王金亭2   

  1. 1.北京科技大学 经济管理学院,北京 100083;
    2.中央财经大学 管理科学与工程学院,北京 100081
  • 通讯作者: 王金亭(1972-),男,回族,河北威县人,教授,博士,研究方向:随机服务与运作管理,排队经济学,可靠性理论,供应链优化与管理
  • 作者简介:张钰(1990-),女,河南济源人,讲师,博士,研究方向:随机服务与运作管理,排队经济学。
  • 基金资助:
    国家自然科学基金资助项目(71901024,71871008);中国博士后科学基金(2019M650494);中央高校基本科研业务费(FRF-TP-19-004A1,FRF-IDRY-19-017);中央财经大学新兴交叉学科建设项目(21XXJC010)

Abstract: Customer-intensive service systems are common in our daily life, such as personal care, healthcare and legal consulting. In such service systems, providing professional service requires a longer service time, which can increase customer satisfaction but also increase their waiting time. Therefore, setting an appropriate service rate is critical. When customers arrive at the service system, they decide whether to join the system based on their utility of entering the system. Due to customer limited cognitive ability, customers are usually boundedly rational and they cannot accurately estimate the utility of joining. They make the joining decisions according to their perceived service value and waiting cost. Further, servers are usually unreliable in reality and they may break down when providing service. So in this paper, we consider the customer-intensive service systems with boundedly rational customers and unreliable servers, and study the dilemma of service speed and service quality from the perspective of the service providers.
We consider a market with multiple competing service providers and each service facility is modeled by an M/M/1 queue with an unreliable server. When the server is working, it may break down. If the service of one customer is interrupted by the server's breakdown, the interrupted customer will wait in the system to resume service after the server is repaired. We assume the time between failures and the maintenance time follow exponential distributions. For the boundedly rational customers, we assume the random error in customer estimating the utility of joining follows a Gumbel distribution. Boundedly rational behavior of customers is then characterized by a logit choice model and we give their probability of choosing each server. In monopolistic and competitive situations, we investigate the revenue maximization problem of the service providers and consider the trade-off of revenue-optimal pricing and service rate. By adopting the sequential optimization approach, we derive the revenue-optimal decisions and prove their uniqueness. By comparing the optimal strategies under the two situations, we further study the effect of competition on customers' behavior, revenue-optimal decisions and the social welfare. Lastly, since customers are boundedly rational, they may enter the system even if their actual utility of joining is negative. So we study the sign of customer actual utility under the revenue-optimal decisions and give the condition that customer actual utility is positive.
By making comparisons between monopolistic and competitive situations, we find that competition may reduce the market share of each firm, but the total market share increases. Under competition, each firm sets a lower service rate to increase the service quality, but the manager may simultaneously raise the service price. Meanwhile, the social welfare increases in the competitive situation. Thus, in reality, the manager can take measures to encourage benign competition in the market, such as, providing compensation for enterprises to enter the market. From the perspective of customers, we find that when the market size is large enough, the revenue-optimal strategies lead to a negative utility for boundedly rational customers who enter the service system; however, when the market size is smaller, the revenue-optimal strategies can ensure a positive utility for customers. Similarly, there also exists a threshold of the failure rate such that customer actual utility of joining is positive when the failure rate is less than the threshold. The sign of customer actual utility changes from positive to negative with the increase of failure rate. Our work enriches the literature research on customer-intensive service systems and the findings in this paper provide a theoretical basis to optimize service operations in a competitive environment.
In this paper, we adopt the M/M/1 queue to model the customer-intensive service system and its tractability allows us to investigate the revenue-optimal decisions of the service providers. But the stylish model limits its practical applications. In the future we will extend this research to the queue model with general service times. Another extension is to characterize the boundedly rational behavior of customers by other methods rather than the logit choice model.

Key words: queueing system, unreliable server, bounded rationality, pricing, service rate

摘要: 在体验式服务系统中,服务时间越长,顾客越满意,但是同时增大了顾客接受服务所需的等待时间,因此企业通常面临着服务速度和服务质量的两难选择。本文采用logit模型刻画有限理性顾客的选择行为,考虑服务台不可靠的体验式服务系统。基于排队博弈理论,分别在垄断和竞争结构下分析管理者的最优定价和服务率决策,并对两种结构进行比较,最后探讨有限理性对顾客效用的影响。研究结果表明:(i)竞争的引入降低了企业的市场份额,但是同类服务的总市场份额增大;(ii)竞争的引入导致企业降低服务速率来提高服务质量,但是服务价格可能同时提高;(iii)竞争的引入可以带来更高的社会福利;(iv)当市场规模较大时,管理者在追求其自身收益最大化时,会导致有限理性顾客进入服务系统所获得的效用为负;但是当市场规模较小时,管理者的最优决策可以保证顾客的效用为正。

关键词: 排队系统, 不可靠服务台, 有限理性, 定价, 服务速度

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