An integrated G-MACONT approach for healthcare supplier selection

IF 3.2 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Grey Systems-Theory and Application Pub Date : 2023-12-12 DOI:10.1108/gs-07-2023-0068
Santonab Chakraborty, Rakesh D. Raut, T.M. Rofin, Shankar Chakraborty
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引用次数: 0

Abstract

Purpose

Supplier selection along with continuous evaluation of their performance is a crucial activity in healthcare supply chain management for effective utilization of scarce resources while providing quality service at an affordable price, and minimizing chances of stock-out, avoiding serious consequences on the illness or fatality of the patients. Presence of both qualitative and quantitative evaluation criteria, set of potential suppliers and participation of different stakeholders with varying interest make healthcare supplier selection a challenging task which can be effectively solved using any of the multi-criteria decision making (MCDM) methods.

Design/methodology/approach

To deal with various qualitative criteria, like cost, quality, delivery performance, reliability, responsiveness and flexibility, this paper proposes integration of grey system theory with a newly developed MCDM tool, i.e. mixed aggregation by comprehensive normalization technique (MACONT) to identify the best performing supplier for pharmaceutical items in a healthcare unit from a pool of six competing alternatives based on the opinions of three healthcare professionals.

Findings

While assessing importance of the six evaluation criteria and performance of the alternative healthcare suppliers against those criteria using grey numbers, and exploring use of three normalization procedures and two aggregation operations of MACONT method, this integrated approach singles out S5 as the most compromised healthcare supplier for the considered problem. A sensitivity analysis of its ranking performance against varying values of both balance parameters and preference parameters also validates its solution accuracy and robustness.

Originality/value

This integrated approach can thus efficiently solve healthcare supplier selection problems based on qualitative evaluation criteria in uncertain group decision making environment. It can also be deployed to deal with other decision making problems in the healthcare sector, like supplier selection for healthcare devices, performance evaluation of healthcare units, ranking of physicians etc.

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医疗保健供应商选择的 G-MACONT 综合方法
目的 选择供应商并对其绩效进行持续评估是医疗供应链管理中的一项重要活动,目的是有效利用稀缺资源,同时以可承受的价格提供优质服务,并最大限度地减少缺货机会,避免对患者的疾病或死亡造成严重后果。定性和定量评价标准的存在、潜在供应商的集合以及不同利益相关者的参与,使得医疗保健供应商的选择成为一项具有挑战性的任务,而使用任何一种多标准决策(MCDM)方法都可以有效地解决这一问题。研究结果在使用灰色数字评估六项评估标准的重要性和备选医疗供应商在这些标准下的表现,并探索使用 MACONT 方法的三种归一化程序和两种聚合操作的同时,这种综合方法选出了 S5 作为最适合所考虑问题的医疗供应商。针对平衡参数和偏好参数的不同值对其排序性能进行的敏感性分析也验证了其解决方案的准确性和稳健性。它还可用于处理医疗保健领域的其他决策问题,如医疗保健设备供应商选择、医疗保健单位绩效评估、医生排名等。
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来源期刊
Grey Systems-Theory and Application
Grey Systems-Theory and Application MATHEMATICS, INTERDISCIPLINARY APPLICATIONS-
CiteScore
4.80
自引率
13.80%
发文量
22
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