{"title":"The impact of subcontracting on service systems with time-sensitive strategic customers","authors":"Myron Benioudakis","doi":"10.1016/j.ijpe.2026.109920","DOIUrl":null,"url":null,"abstract":"<div><div>We consider a service system consisting of a provider who offers a service in a make-to-order fashion to a market of potential customers, and a subcontractor who can be recruited to speed up the service process. The provider operates a Markovian queue at a standard service rate and charges customers a fixed fee upon joining. At each busy cycle, the provider offers a salary to a subcontractor in exchange for increasing the service rate. The subcontractor decides whether to accept the offer while incurring a labor cost per unit of time. Arriving customers, who are strategic and time-sensitive, cannot observe the system’s queue length or the implemented service policy. They have a service value upon completion and incur a waiting cost per unit of time. Based on their utility maximization, they make individual join-or-balk decisions, considering both the behavior of other customers and the subcontractor’s strategic involvement.</div><div>We derive the equilibrium demand of customers as a response to the subcontractor’s commitment rate using a two-dimensional continuous-time Markov Chain. We define the collaboration regions based on salary thresholds, highlighting the reservation salaries that ensure collaboration between the two parties. Finally, using a Stackelberg game framework, we show that the subcontractor does not always opt for full commitment. When the provider relies less on subcontractor assistance, the subcontractor strategically prefers partial commitment, balancing the trade-off between idle periods and longer busy periods.</div></div>","PeriodicalId":14287,"journal":{"name":"International Journal of Production Economics","volume":"292 ","pages":"Article 109920"},"PeriodicalIF":10.6000,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Production Economics","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0925527326000113","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/1/8 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"ENGINEERING, INDUSTRIAL","Score":null,"Total":0}
引用次数: 0
Abstract
We consider a service system consisting of a provider who offers a service in a make-to-order fashion to a market of potential customers, and a subcontractor who can be recruited to speed up the service process. The provider operates a Markovian queue at a standard service rate and charges customers a fixed fee upon joining. At each busy cycle, the provider offers a salary to a subcontractor in exchange for increasing the service rate. The subcontractor decides whether to accept the offer while incurring a labor cost per unit of time. Arriving customers, who are strategic and time-sensitive, cannot observe the system’s queue length or the implemented service policy. They have a service value upon completion and incur a waiting cost per unit of time. Based on their utility maximization, they make individual join-or-balk decisions, considering both the behavior of other customers and the subcontractor’s strategic involvement.
We derive the equilibrium demand of customers as a response to the subcontractor’s commitment rate using a two-dimensional continuous-time Markov Chain. We define the collaboration regions based on salary thresholds, highlighting the reservation salaries that ensure collaboration between the two parties. Finally, using a Stackelberg game framework, we show that the subcontractor does not always opt for full commitment. When the provider relies less on subcontractor assistance, the subcontractor strategically prefers partial commitment, balancing the trade-off between idle periods and longer busy periods.
期刊介绍:
The International Journal of Production Economics focuses on the interface between engineering and management. It covers all aspects of manufacturing and process industries, as well as production in general. The journal is interdisciplinary, considering activities throughout the product life cycle and material flow cycle. It aims to disseminate knowledge for improving industrial practice and strengthening the theoretical base for decision making. The journal serves as a forum for exchanging ideas and presenting new developments in theory and application, combining academic standards with practical value for industrial applications.