Profitability Analysis Using Data Envelopment Analysis-Discriminant Analysis: an Empirical Study

被引:0
|
作者
Lin, Hung-Tso [1 ]
Huang, Yin-Chi [1 ]
机构
[1] Natl Chin Yi Univ, Dept Distribut Management, Taipei, Taiwan
来源
2011 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM) | 2011年
关键词
Data envelopment analysis-discriminant analysis; return on investment; discriminant function; INTEGER PROGRAMMING APPROACH; EFFICIENCY;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper addresses the profitability analysis of 31 chain stores belonging to a hairdressing company in central Taiwan. Four factors are adopted in the analysis with data of year 2010. The 31 stores are classified to four groups according to their levels of return on investment (ROI). The 31 stores are discriminated with apparent rate of 93.5% by a four-group data envelopment analysis-discriminant analysis (DEA-DA) model. The discriminant results reveal that two factors have positive effect for classifying a store to the group of high ROI level, while two factors have negative effect. This empirical study shows that DEA-DA is a suitable tool for the study company to discriminate the ROI attained in last year and can reveal the improvement aspects. Besides, the discriminant function obtained can be used to predict the ROI level of the oncoming year.
引用
收藏
页码:1 / 5
页数:5
相关论文
共 50 条
  • [41] Using data envelopment analysis to measure ports efficiency
    Abid, Chafik
    Tadj, Lotfi
    INTERNATIONAL JOURNAL OF BUSINESS PERFORMANCE MANAGEMENT, 2012, 13 (3-4) : 257 - 273
  • [42] Straightness and flatness evaluation using data envelopment analysis
    Cho, Sohyung
    Kim, Joon-Young
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2012, 63 (5-8) : 731 - 740
  • [43] Benchmarking distribution centres using Principal Component Analysis and Data Envelopment Analysis: A case study of Serbia
    Andrejic, Milan
    Bojovic, Nebojsa
    Kilibarda, Milorad
    EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (10) : 3926 - 3933
  • [44] Measuring Hotel Performance Using Data Envelopment Analysis
    Tumer, Nilsun
    ANATOLIA-INTERNATIONAL JOURNAL OF TOURISM AND HOSPITALITY RESEARCH, 2010, 21 (02): : 271 - 287
  • [45] Do the improvement programs really matter? An analysis using data envelopment analysis
    de Souza, Ibere Guarani
    Lacerda, Daniel Pacheco
    Riehs Camargo, Luis Felipe
    Dresch, Aline
    Piran, Fabio Sartori
    BRQ-BUSINESS RESEARCH QUARTERLY, 2018, 21 (04) : 225 - 237
  • [46] SBM models in data envelopment analysis: A comparative study
    Jablonsky, Josef
    39TH INTERNATIONAL CONFERENCE ON MATHEMATICAL METHODS IN ECONOMICS (MME 2021), 2021, : 220 - 225
  • [47] Evaluation of Logistics Companies Using Data Envelopment Analysis
    Chandraprakaikul, W.
    Suebpongsakorn, A.
    2012 4TH IEEE INTERNATIONAL SYMPOSIUM ON LOGISTICS AND INDUSTRIAL INFORMATICS (LINDI), 2012, : 81 - 86
  • [48] The Using of Data Envelopment Analysis in Human Resource Controlling
    Dugelova, Monika
    Strenitzerova, Mariana
    4TH WORLD CONFERENCE ON BUSINESS, ECONOMICS AND MANAGEMENT (WCBEM-2015), 2015, 26 : 468 - 475
  • [49] Comparative sustainability study of energy storage technologies using data envelopment analysis
    Rostami, Fatemeh
    Kis, Zoltan
    Koppelaar, Rembrandt
    Jimenez, Laureano
    Pozo, Carlos
    ENERGY STORAGE MATERIALS, 2022, 48 : 412 - 438
  • [50] Sensitivity analysis of inefficient units in data envelopment analysis
    Jahanshahloo, G. R.
    Lotfi, F. Hosseinzadeh
    Shoja, N.
    Abri, A. Gholam
    Jelodar, M. Fallah
    Firouzabadi, Kamran Jamali
    MATHEMATICAL AND COMPUTER MODELLING, 2011, 53 (5-6) : 587 - 596