{"title":"Inventory Management with Advance Booking Information: The Case of Surgical Supplies and Elective Surgeries","authors":"Jacky Chan, Berk Görgülü, Vahid Sarhangian","doi":"10.1287/msom.2021.0063","DOIUrl":null,"url":null,"abstract":"Problem definition: Medical operations require a large volume and variety of consumable supplies that are kept in hospital inventory and replenished on a regular basis. Stringent requirements on the availability of these supplies, together with high variability in their daily usage, contribute to the high inventory costs of the surgical departments in hospitals. We investigate the value of utilizing Advance Booking Information (ABI) on elective surgeries—which are often booked up to months in advance—in reducing inventory costs. Methodology/results: We study a single-item, periodic-review, stochastic inventory control problem, where the item demand in each period is driven by the number and type of surgeries requiring the item, and with the available information on elective surgeries integrated into the ordering decisions. Given that item usage from each case is uncertain and only realized after the surgery, ABI provides imperfect information on future demand. Through exact analysis of a simplified version of the problem, as well as extensive numerical experiments using synthetic and real data, enabled using a state aggregation technique, we provide insights on and quantify the value of using ABI as a function of the number of periods of ABI integrated into the ordering decisions. We identify a relevant parameter regime—namely, high backlog (relative to holding) costs and when surgeries are booked sufficiently in advance—where the value of using ABI could be significant and the majority of the benefits can be gained through incorporating only one period of ABI beyond the order lead time. In a case study conducted using real data, we observe up to 26% reduction in average inventory levels, without violating the service levels. Managerial implications: By incorporating readily available elective surgery schedules into replenishment decisions of surgical supplies, hospitals could significantly reduce inventory costs without compromising the availability of the supplies.Funding: This work was partially funded by The Ontario Ministry of Government and Consumer Services (MGCS). The views expressed in the paper are the views of the authors and do not necessarily reflect those of the Province.Supplemental Material: The e-companion is available at https://doi.org/10.1287/msom.2021.0063 .","PeriodicalId":501267,"journal":{"name":"Manufacturing & Service Operations Management","volume":"11 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-02-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Manufacturing & Service Operations Management","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1287/msom.2021.0063","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Problem definition: Medical operations require a large volume and variety of consumable supplies that are kept in hospital inventory and replenished on a regular basis. Stringent requirements on the availability of these supplies, together with high variability in their daily usage, contribute to the high inventory costs of the surgical departments in hospitals. We investigate the value of utilizing Advance Booking Information (ABI) on elective surgeries—which are often booked up to months in advance—in reducing inventory costs. Methodology/results: We study a single-item, periodic-review, stochastic inventory control problem, where the item demand in each period is driven by the number and type of surgeries requiring the item, and with the available information on elective surgeries integrated into the ordering decisions. Given that item usage from each case is uncertain and only realized after the surgery, ABI provides imperfect information on future demand. Through exact analysis of a simplified version of the problem, as well as extensive numerical experiments using synthetic and real data, enabled using a state aggregation technique, we provide insights on and quantify the value of using ABI as a function of the number of periods of ABI integrated into the ordering decisions. We identify a relevant parameter regime—namely, high backlog (relative to holding) costs and when surgeries are booked sufficiently in advance—where the value of using ABI could be significant and the majority of the benefits can be gained through incorporating only one period of ABI beyond the order lead time. In a case study conducted using real data, we observe up to 26% reduction in average inventory levels, without violating the service levels. Managerial implications: By incorporating readily available elective surgery schedules into replenishment decisions of surgical supplies, hospitals could significantly reduce inventory costs without compromising the availability of the supplies.Funding: This work was partially funded by The Ontario Ministry of Government and Consumer Services (MGCS). The views expressed in the paper are the views of the authors and do not necessarily reflect those of the Province.Supplemental Material: The e-companion is available at https://doi.org/10.1287/msom.2021.0063 .
问题的定义:医疗操作需要大量和各种消耗品,这些消耗品需要保存在医院库存中并定期补充。对这些耗材可用性的严格要求,加上其日常使用的高变化性,导致医院外科部门的库存成本居高不下。我们研究了利用选择性手术的提前预订信息(ABI)来降低库存成本的价值--这些手术通常要提前数月预订。方法/结果:我们研究的是一个单品、定期回顾、随机库存控制问题,其中每期的单品需求量由需要该单品的手术数量和类型驱动,并将有关择期手术的可用信息整合到订购决策中。鉴于每个病例的物品使用量都是不确定的,而且只有在手术后才会实现,因此 ABI 提供了关于未来需求的不完全信息。通过对简化版问题的精确分析,以及使用状态聚合技术对合成数据和真实数据进行的大量数值实验,我们深入了解了使用 ABI 的价值,并将其量化为 ABI 纳入订货决策的周期数的函数。我们确定了一个相关的参数机制--即高积压(相对于持有)成本和手术提前足够时间预订--在该机制下,使用自动调整指数的价值可能会非常显著,而且只需在订货前置时间之外加入一个自动调整指数期,就能获得大部分收益。在使用真实数据进行的案例研究中,我们观察到平均库存水平最多可降低 26%,且不会违反服务水平。管理意义:通过将随时可用的择期手术时间表纳入手术用品的补货决策,医院可以在不影响用品可用性的前提下大幅降低库存成本:本研究部分经费由安大略省政府和消费者服务部(MGCS)提供。文中观点仅代表作者本人,不代表安大略省的观点:电子附录可在 https://doi.org/10.1287/msom.2021.0063 上查阅。