The COVID-19 pandemic and the performance of healthcare supply chains

被引:3
作者
Azadi, Majid [1 ]
Cheng, T. C. E. [2 ]
Matin, Reza Kazemi [3 ]
Saen, Reza Farzipoor [4 ]
机构
[1] Aston Univ, Aston Business Sch, Operat & Informat Management Dept, Birmingham, England
[2] Hong Kong Polytech Univ, Dept Logist & Maritime Studies, Kowloon, Hong Kong, Peoples R China
[3] Islamic Azad Univ, Dept Math, Karaj Branch, Karaj, Iran
[4] Sultan Qaboos Univ, Coll Econ & Polit Sci, Dept Operat Management & Business Stat, Muscat, Oman
关键词
Data envelopment analysis (DEA); COVID-19; Network data envelopment analysis (NDEA); Healthcare supply chains; Resilience and sustainability; DATA ENVELOPMENT ANALYSIS; INTEGER-VALUED DATA; ORIENTED RADIAL MEASURE; DECISION-MAKING UNITS; UNDESIRABLE OUTPUTS; DEA MODELS; EFFICIENCY ANALYSIS; EVALUATING SUSTAINABILITY; NEGATIVE DATA; NETWORK DEA;
D O I
10.1007/s10479-023-05502-3
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Recent pandemic outbreaks, including the COVID-19 and SARS, have revealed that supply chains (SCs) are unable to respond to such disasters. To mitigate the destructive impacts and improve the performance of SCs, Operations Research (OR) techniques have been applied to address the issues over the last two decades. The objective of this paper is to develop a network data envelopment analysis (NDEA) model to measure the resilience and sustainability of healthcare SCs in response to the COVID-19 pandemic outbreak. In the proposed NDEA model, for the first time, outputs' weak disposability, chance-constrained programming (CCP), the convexity assumption, and the semi-oriented radial approach are aggregated. Moreover, a modified directional distance function (DDF) measure is developed to measure the overall and divisional efficiency scores. Furthermore, the proposed model can deal with different types of data such as integer-valued data, negative data, stochastic data, ratio data, and undesirable outputs. Also, several useful and interesting properties of the novel efficiency measure are presented. Finally, we measure the performance of 28 healthcare SCs to demonstrate the applicability and capability of our proposed approach.
引用
收藏
页码:535 / 562
页数:28
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