Management Evaluation on the Regional Fisheries Cooperatives using Data Envelopment Analysis Model

DEA모형에 의한 지역수협의 경영평가

  • Received : 2011.07.27
  • Accepted : 2011.09.23
  • Published : 2011.09.30

Abstract

This study is designed to measure the relative efficiency of regional fishery cooperatives based on Data Envelopment Analysis(DEA) methods. Selecting 40 regional fishery cooperatives in Busan as Decision Making Units (DMUs), the study uses their panel data from 2007 to 2008 to rank the relative efficiency of the DMUs. First, the efficiency score of the DMUs are calculated using CCR, SBM, and super-SMB model. Within the model, input variables are the number of employees and area of fishery cooperatives. Output variables are the amount of deposit money, loan and profit. Based on the efficiency scores calculated from super-SMB model, the efficiency ranking of the DMUs is determined. Second, the differences in average efficiency calculated from the three DEA models are tested using a pair-wise mean comparison test. The results based on the efficiency scores evaluated from super-SMB model show that seven out of the forty DMUs are efficient; among the efficient DMUs, the DMUs that can be benchmarked for inefficient DMUs through the frequency analysis of reference set being identified. Third, the differences in average efficiency of the three DEA models between 2007 and 2008 are tested using pair-wise mean comparison test and the study estimates the efficiency change of the DMUs between 2007 and 2008 using Malmquist productivity index(MPI). Finally, the paper suggests an improved composite DMU superior to the inefficient DMUs evaluated by Super-SBM model.

Keywords

References

  1. 김도훈, "우리나라 근해어업의 어획능력 측정에 관한 연구", 수산경영론집, 제37권 제1호, 2006, pp.1-24.
  2. 김상호.백자국.최문홍, "DEA 를 통한 합병농협의 경영효율성 분석", 산업경제연구, 제13권 제2호, 2000, pp.263-288.
  3. 김양렬.민충기, 경영경제 통계학, 명경사, 2006, p.487
  4. 고상순, "DEA모형을 이용한 전라북도지역 신용협동조합의 효율성 측정에 관한 연구", 회계정보연구, 제19권, 2003, pp.221-236.
  5. 노덕환, "DEA 모형을 이용한 신용협동조합의 경영효율성 측정", 지역발전연구, 제5권 제1호, 2005, pp.311-326.
  6. 박철형, "Super-SBM을 이용한 어항의 효율성분석에 관한 연구", 수산경영론집, 제41권 제3호, 2010, pp.129-152.
  7. 백승우, "DEA 모형을 이용한 지역농협 유통사업의 효율성 분석", 식품유통연구, 제22권 제2호, 2005, pp.71-87.
  8. 서주남.송정헌, "해조류 양식업 규모의 효율성 추정에 관한 연구-부산 기장지역 미역양식을 중심으로", 수산경영론집, 제40권 제1호, 2009, pp.1-26.
  9. 안상돈.김정주, "DEA 모형을 이용한 지역농협의 경영평가", 한국협동조합연구, 제22권 제1호, 2004, pp.129-154.
  10. 이강우, EXCEL 2007 경영과학, 한경사, 2011, pp.257-267.
  11. 임성묵, "DEA에서 투입.산출요소 선택방법", IE Interfaces, 제22권 제1호, 2009, pp.44-55.
  12. 최정윤.남수현.강석규, "한국수산업협동조합의 경영효율성 평가 : 자료포락분석", 수산경영론집, 제34권 제2호, 2003, pp.109-130.
  13. 표희동.김종천, "수산물 도매업의 생산 효율성 평가에 관한 연구", 수산경영론집, 제41권 제3호, 2010, pp.21-44.
  14. 홍봉영.구정옥, "DEA를 이용한 신용협동조합의 효율성 평가", 재무관리연구, 제17권 제2호, 2000, pp.277-292.
  15. 황진수.최규호.장동헌, "DEA 분석기법을 이용한 지역농협의 경영효율성 분석", 한국협동조합연구, 제20권 제2호, 2002, pp.129-149.
  16. 刀根薰, 經營效率性の測定と改善, 日科技連, 2006, p.119.
  17. Banker R. D., Charnes A, and Cooper W. W, "Some Models for Estimating Techinical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, Vol.30, No.9, 1984, pp.1078-1092. https://doi.org/10.1287/mnsc.30.9.1078
  18. Charnes A., Cooper W. W., Golany, B., Seiford, L., and Stutz, J., "Foundation of Data Envelopment Analysis for Pareto-Koopmans Efficient Empirical Production Functions," Journal of Econometrics, Vol.30, 1985, pp.91-107. https://doi.org/10.1016/0304-4076(85)90133-2
  19. Charnes A., Cooper W. W., and Rhodes E., "Measuring Efficiency of Decision Making Units," European Journal of Operations Research, Vol.2, 1978, pp.429-444. https://doi.org/10.1016/0377-2217(78)90138-8
  20. DO-Hoon KIM, Ju-Nam Seo and Sang-go Lee, "Technical efficiency of the coastal composite fishery in Korea : a comparison of data envelopment analysis and stochastic frontier analysis", 수산경영론집, 제41권 제3호, 2010, pp.45-58.
  21. Tone, K. "A Slack-Based Measure of Efficiency in Data Envelopment Analysis," European Journal of Operations Research, Vol.130, 2001, pp.498-509. https://doi.org/10.1016/S0377-2217(99)00407-5