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DEA 모형을 활용한 소매점의 효율성 및 결정요인 분석The Analyses of the Operational Efficiency and Efficiency Factors of Retail Stores Using DEA Model

Other Titles
The Analyses of the Operational Efficiency and Efficiency Factors of Retail Stores Using DEA Model
Authors
고경완김대철
Issue Date
Dec-2014
Publisher
한국경영과학회
Keywords
DEA; Tobit Regression; Retail Stores; Efficiency; Efficiency Drivers
Citation
경영과학, v.31, no.4, pp.135 - 150
Indexed
KCI
Journal Title
경영과학
Volume
31
Number
4
Start Page
135
End Page
150
URI
https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/158401
DOI
10.7737/KMSR.2014.31.4.135
ISSN
1225-1100
Abstract
This paper analyzes the operational efficiency of 91 individual retail stores in Seoul by a two-step procedure. In the first step, a data envelopment analysis (DEA) model is used to identify the efficiency scores. Three inputs (store size, number of items, and number of employees) and two outputs (sales and number of customers) are used for the efficiency measurement. In the second step, a Tobit regression model is used to identify the drivers of efficiency. DEA efficiency scores are used to test hypotheses on the impact of five independent variables, namely store age, number of items per store size, number of items per employee, trade area index, and number of competitors. Results of the Tobit analysis show that number of items per store size, number of items per employee, and number of competitors play a significant role in influencing the operational efficiency of retail stores. Managerial implications of the study are discussed.
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