Journal of the Korean Operations Research and Management Science Society (한국경영과학회지)

The Korean Operations Research and Management Science Society (한국경영과학회)
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The Development of the DEA-AR Model using Multiple Regression Analysis and Efficiency Evaluation of Regional Corporation in Korea

다중회귀분석을 이용한 DEA-AR 모형 개발 및 국내 지방공사의 효율성 평가

  • 심광식 (광주도시철도공사 차량운영처) ;
  • 김재윤 (전남대학교 경영대학 경영학부)
  • Received : 2011.07.28
  • Accepted : 2011.11.17
  • Published : 2012.03.31
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Abstract

We design a DEA-AR model using multiple regression analysis with new methods which limit weights. When there are multiple input and single output variables, our model can be used, and the weights of input variables use the regression coefficient and coefficient of determination. To verify the effectiveness of the new model, we evaluate the efficiency of the Regional Corporations in Korea. Accordance with statistical analysis, it proved that there is no difference between the efficiency value of the DEA-AR using AHP and our DEA-AR model. Our model can be applied to a lot of research by substituting DEA-AR model relying on AHP in the future.

Keywords

References

  1. 강성룡, 손기형, 경영통계, 무역경영사, 1996.
  2. 권철신, 박준호, 홍석기, "상호영향형 R&D과 제군의 평가선정을 위한 CIDEAR 모형의 개발", 한국경영과학회지, 제29권, 제3호(2004), pp.41-61.
  3. 김건위, 이혜영, 박해육, "DEA/AHP 모형을 통한 행정조직의 상대적 효율성 평가", 지방정부연구, 제8권, 제4호(2004), pp.299-316.
  4. 김재관, 김승권, "DEA-AR 기반의 부동산 가격 평가모형", 주택연구, 제15권, 제1호(2007), pp.29-61.
  5. 남인석, 송윤영, 정병호, "DEA 모형을 이용한 정부출연연구기관의 상대적 효율성 분석", 한국산업경영시스템학회지, 제31권, 제1호(2008), pp.1-10.
  6. 박성민, 김 헌, "DEA/AR-I을 활용한 IT 중소․벤처기업 정부자금지원정책 성과평가", 한국통신학회논문지, 제21권, 제12호(2007), pp.815-825.
  7. 박추환, 한진미, "16개 광역시도별 총 산업생산의 상대적 효율성 및 성장구조 분석 : DEA와 포지셔닝 분석을 중심으로", 국제지역연구, 제12권, 제1호(2008), pp.117-142.
  8. 엄준용, DEA를 활용한 대학원의 효율성 분석, 박사학위논문, 고려대학교 대학원, 2010.
  9. 이경재, DEA 모형을 활용한 인터넷 기업의 효율성 평가에 관한 연구, 박사학위논문, 전남대학교 대학원, 2006.
  10. 임호순, 유석천, 김연성, "연구개발사업의 평가 및 선정을 위한 DEA/AHP 통합모형에 관한 연구", 한국경영과학회지, 제24권, 제4호(1999), pp.1-12.
  11. 정경호, DEA 모형을 활용한 지역전략산업의 효율성분석, 광주지역 광산업을 중심으로, 박사학위논문, 전남대학교 대학원, 2010.
  12. 정재진, "기관특성과 환경적 특성이 지방공기업 경영평가 결과에 미치는 영향", 지방행정연구, 제24권, 제2호(2010), pp.33-61.
  13. 최정열, "운영방식에 따른 공공도서관의 효율성 비교 분석 : 서울시 및 6대 광역시를 중심으로", 한국자치행정학보, 제24권, 제2호(2010), pp.269-293.
  14. Banker, R.D., A. Charnes, and W.W. Cooper, "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, Vol.30(1984), pp.1078-1092. https://doi.org/10.1287/mnsc.30.9.1078
  15. Charnes, A., W.W. Cooper, and E. Rhodes, "Measuring the Efficiency of Decision Making Units," European Journal of Operational Research, Vol.2(1978), pp.429-444. https://doi.org/10.1016/0377-2217(78)90138-8
  16. Cook, W.D. and J. Zhu, "CAR-DEA : Context-Dependent Assurance Regions in DEA," Operations Research, Vol.56, No.1(2008), pp.69-78. https://doi.org/10.1287/opre.1070.0500
  17. Cooper, W., L.M. Seiford, and K. Tone, Data envelopment analysis : a comprehensive text with models, applications, reference and DEA-Solver software, The Netherlands, Kluwer Academic Publishers, 2000.
  18. Farrell, M.J., "The Measurement of Productive Efficiency," Journal of the Royal Statistical Society, Series A, General, Vol.120, No.3(1957), pp.253-281. https://doi.org/10.2307/2343100
  19. Fitzsimmons, J.A. and M.J. Fitzsimmons, Service Management for Competitive Advantage, McGrow-Hill Inc., 1994.
  20. Kao, C. and Y.C. Lin, "Evaluation of The University Libraries in Taiwan : Total Measure Versus Ratio Measure," Journal of the Operational Research Society, Vol.55, No.12(2004), pp.1256-1265. https://doi.org/10.1057/palgrave.jors.2601786
  21. Koksal, G. and B. Nalcaci, "The Relative Efficiency of Departments at a Turkish Engineering College : A Data Envelopment Analysis," Higher Education, Vol.51, No.2(2006), pp.173-189. https://doi.org/10.1007/s10734-004-6380-y
  22. Liu, S.T., "A fuzzy DEA/AR approach to the selection of flexible manufacturing systems," Computers and Industrial Engineering, Vol.54(2008), pp.66-76. https://doi.org/10.1016/j.cie.2007.06.035
  23. Saaty, T.L., Decision Making for Leader : The AHP for Decision in a Complex World, CA : Wadsworth, 1982.
  24. Shang, J. and T. Sueyoshi, "A unified frame work for the selection of a flexible manufacturing system," European Journal of Operational Research, Vol.85(1995), pp.297-315. https://doi.org/10.1016/0377-2217(94)00041-A
  25. Shim, W., "Applying DEA Technique to Library Evaluation in Academic Research Libraries," Library Trends, Vol.51, No.3(2003), pp.312-332.
  26. Thompson, R.G., L.N. Langemeier, C.T. Lee, E. Lee, and R.M. Thrall, "The Role of Multiplier Bounds in Efficiency Analysis with Application to Kansas Farming," Journal of Econometrics, Vol.46(1990), pp.93-108. https://doi.org/10.1016/0304-4076(90)90049-Y

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