衡量零售商在COVID-19大流行期间的绩效:在动态数据包络分析方法中嵌入最优控制理论原理

IF 3.7 4区 管理学 Q2 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Operations Research Perspectives Pub Date : 2023-01-01 DOI:10.1016/j.orp.2023.100282
Isotilia Costa Melo , Paulo Nocera Alves Junior , Jéssica Syrio Callefi , Karoline Arguelho da Silva , Marcelo Seido Nagano , Daisy Aparecida do Nascimento Rebelatto , Athanasios Rentizelas
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引用次数: 1

摘要

传统零售商(实体店)一直在不断增加网上销售。然而,并不是所有的零售公司都能以与竞争对手相同的效率水平应对不断增长的销售额。本文旨在提出一个动态模型-将最优控制理论(OCT)的原理纳入数据包络分析(DEA)模型-来衡量零售公司的成本效率绩效。它还打算通过这项申请,调查疫情对来自拉丁美洲最重要的发展中市场巴西的公司的影响,从而作出贡献。对2018年第三季度(3Q2018)至2020年第三季度(3Q2020)期间在圣保罗证券交易所(B3)公开交易的21家公司进行了调查。此外,还考虑了六项措施-初始库存成本(IIC),最终库存成本(FIC),净营业收入(NOI),销售成本(COGS),购买产品成本(CPP)以及工厂,财产和设备(PPE)。通过这种方式,研究结果对研究人员和从业人员具有启示意义。从业者可以发现哪些竞争对手在每个操作方面(例如,库存成本)采用了最佳实践。此外,所提出的方法可以在其他市场(发展中或非发展中)和其他类别的零售公司(例如,中小型)中复制。提出了进一步的研究方向,并对其意义进行了讨论。
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Measuring the performance of retailers during the COVID-19 pandemic: Embedding optimal control theory principles in a dynamic data envelopment analysis approach

Traditional retailers (bricks-and-mortar) have been continuously increasing online sales. However, not all retail companies were able to respond to the increasing sales with the same efficiency level as their competitors. This paper aims to propose a dynamic model – incorporating principles of Optimal Control Theory (OCT) into a Data Envelopment Analysis (DEA) model - for measuring the performance of retailing companies’ cost efficiency. It also aims to contribute through the application by investigating the impact of the pandemic on companies from the most prominent developing market in Latin America, Brazil. Twenty-one companies publicly traded in the São Paulo Stock Exchanges (B3) between the third quarter of 2018 (3Q2018) and the third quarter of 2020 (3Q2020) were investigated. Also, six measures - initial inventory cost (IIC), final inventory cost (FIC), net operating income (NOI), cost of goods sold (COGS), cost of the purchased product (CPP), and plant, property, and equipment (PPE) – were considered. In this way, the findings have implications for researchers and practitioners. Practitioners can discover which competitor(s) is (are) adopting the best practices at each operational aspect (e.g., inventory cost). Additionally, the proposed method can be replicated in other markets (developing or not) and for other categories of retailing companies (e.g., small- and middle-sized). Further research directions are presented, and their implications are discussed.

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来源期刊
Operations Research Perspectives
Operations Research Perspectives Mathematics-Statistics and Probability
CiteScore
6.40
自引率
0.00%
发文量
36
审稿时长
27 days
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