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The Energy-efficiency Analysis of Companies in Korea Using DEA

DEA를 활용한 국내 기업의 에너지효율성 분석

  • Moon, Hana (Ewha Womans University, School of Business) ;
  • Min, Daiki (Ewha Womans University, School of Business)
  • 문하나 (이화여자대학교 경영학과) ;
  • 민대기 (이화여자대학교 경영학과)
  • Received : 2015.02.02
  • Accepted : 2015.07.20
  • Published : 2015.09.30

Abstract

This paper suggests energy efficiency which can be the foundation on corporate profit and effective energy management following by change of global climate and of energy-related regulations. Using comparable financial information and information related to energy use, an DEA (Data Envelopment Analysis) model has been used to identify energy efficiency with DMU (Decision Making Unit)s which are companies subjected to reduce greenhouse gas emission in 2009. Through this research, different from existing researches, environmental variables which can influence on energy efficiency are identified. The results show as follows. First, most of companies follow IRS, which means scale of economy exists among units so that they have more opportunity to increase efficiency by increasing scale of inputs. Second, this research identified that depending on the difference of environmental characters such as the emission structure and the size of companies, energy efficiency of the companies turns out differently.

Keywords

References

  1. 강인규, 심광식, 김재윤, "DEA 모형을 이용한 온실가스,에너지 목표관리제 지정기업의 효율성 평가", "국제․경영연구", 제21권, 제1호 (2014), pp.1-25.
  2. 박지혜, 옥해명, 차경훈, 허탁, "국내 전기전자산업의 에코효율성 측정 및 평가 동향", "한국전과정평가학회지", 제7권, 제1호(2006), pp. 33-38.
  3. 유금록, "공공서비스의 효율성 측정에 있어서 환경변수의 조정", "한국행정학보", 제42권, 제4호(2008), pp.117-149.
  4. 이의준, 이한식, "펀드 투자의 성과효율성 측정 및 효율성 결정요인 분석", "POSRI 경영경제연구", 제13권, 제2호(2013), pp.27-52.
  5. 이정동, 오동현, "효율성 분석이론 DEA 자료포락분석법", 2판, 지필미디어, 2012.
  6. 장동철, "중국의 에너지효율성에 관한 연구", "상품학 연구", 제30권, 제5호(2012), pp.45-54.
  7. 한정희, "DEA 모형을 이용한 발전회사 환경효율성에 대한 연구", "디지털융복합연구", 제11권, 제5호(2013). pp.119-133. https://doi.org/10.14400/JDPM.2013.11.5.119
  8. 홍한국, 이창열, "인천항만의 효율성 평가를 위한 DEA와 SOM을 결합한 하이브리드 분석", "韓國知識情報技術學會論文誌", 제6권, 제5호 (2011), pp.65-73.
  9. Akau, R.L. and R.J. Schoenhals, "The second law efficiency of a heat pump system," Energy, Vol.5, No.8(1980), pp.853-863. https://doi.org/10.1016/0360-5442(80)90101-2
  10. Banker, R.D., Z.E. Zheng, and R. Natarajan, "DEA-based hypothesis tests for comparing two groups of decision making units," European Journal of Operational Research, Vol. 206, No.1(2010), pp.231-238. https://doi.org/10.1016/j.ejor.2010.01.027
  11. Berndt, E.R., "Aggregate energy, efficiency, and productivity measurement," Annual Review of Energy, Vol.3, No.1(1978), pp.225-273. https://doi.org/10.1146/annurev.eg.03.110178.001301
  12. Bunse, K., M. Vodicka, P. Schonsleben, M. Brulhart, and F.O. Ernst, "Integrating energy efficiency performance in production management- gap analysis between industrial needs and scientific literature," Journal of Cleaner Production, Vol.19, No.6(2011), pp.667-679. https://doi.org/10.1016/j.jclepro.2010.11.011
  13. Cagno, E. and A. Trianni, "Exploring drivers for energy efficiency within small-and medium-sized enterprises : first evidences from Italian manufacturing enterprises," Applied Energy, Vol.104(2013), pp.276-285. https://doi.org/10.1016/j.apenergy.2012.10.053
  14. Chilingerian, J.A., "Evaluating physician efficiency in hospitals : A multivariate analysis of best practices," European Journal of Operational Research, Vol.80(1995), pp.548-574. https://doi.org/10.1016/0377-2217(94)00137-2
  15. De Groot, H.L.F., E.T. Verhoef, and P. Nijkamp, "Energy saving by firms : decisionmaking, barriers and policies," Energy Economics, Vol.23, No.6(2001), pp.717-740. https://doi.org/10.1016/S0140-9883(01)00083-4
  16. Dyson, R.G., R. Allen, A.S. Camanho, V.V. Podinovski, C.S. Sarrico, and E.A. Shale, "Pitfalls and protocols in DEA," European Journal of Operational Research, Vol.132, No.2(2001), pp.245-259. https://doi.org/10.1016/S0377-2217(00)00149-1
  17. Fare, R., S. Grosskopf, and F. Hernandez-Sancho, "Environmental performance : an index number approach," Resource and Energy Economics, Vol.26, No.4(2004), pp.343-352. https://doi.org/10.1016/j.reseneeco.2003.10.003
  18. Fare, R., S. Grosskopf, and C.A.K. Lovell, "The measurements of efficiency of production," Kluwer-Nijihoff, Boston, 1985.
  19. Goto, M., A. Otsuka, and T. Sueyoshi, "DEA (Data Envelopment Analysis) assessment of operational and environmental efficiencies on Japanese regional industries," Energy, Vol. 66(2014), pp.535-549. https://doi.org/10.1016/j.energy.2013.12.020
  20. Hu, J.L. and S.C. Wang, "Total-factor energy efficiency of regions in China," Energy Policy, Vol.34, No.17(2006), pp.3206-3217. https://doi.org/10.1016/j.enpol.2005.06.015
  21. Jaffe, A.B. and R.N. Stavins, "The energyefficiency gap What does it mean?," Energy Policy, Vol.22, No.10(1994), pp.804-810. https://doi.org/10.1016/0301-4215(94)90138-4
  22. Lansink, A.O. and I. Bezlepkin, "The effect of heating technologies on $CO_2$ and energy efficiency of Dutch greenhouse firms," Journal of environmental management, Vol.68, No.1(2003), pp.73-82. https://doi.org/10.1016/S0301-4797(02)00233-5
  23. Latruffe, L., K. Balcombe, S. Davidova, and K. Zawalinska, "Determinants of technical efficiency of crop and livestock farms in Poland," Applied Economics, Vol.36(2004), pp.1255-1263. https://doi.org/10.1080/0003684042000176793
  24. Lee, H., Y. Park, and H. Choi, "Comparative evaluation of performance of national R&D programs with heterogeneous objectives : A DEA approach," European Journal of Operational Research, Vol.196, No.3(2009), pp. 847-855. https://doi.org/10.1016/j.ejor.2008.06.016
  25. Li, H., W. Yang, Z. Zhou, and C. Huang, "Resource allocation models' construction for the reduction of undesirable outputs based on DEA methods," Mathematical and Computer Modelling, Vol.58, No.5(2013), pp.913-926. https://doi.org/10.1016/j.mcm.2012.10.026
  26. McDonald, J., "Using least squares and tobit in second stage DEA efficiency analyses," European Journal of Operational Research, Vol.197, No.2(2009), pp.792-798. https://doi.org/10.1016/j.ejor.2008.07.039
  27. McMahon, M.D., E. Hirst, J.G. Koomey, J.E. McMahon, and A.H. Sanstad, "Energy Efficiency, Market Failure and Government Policy," Lawrence Berkeley Laboratory, Berkeley, CA, 1994.
  28. Onut, S. and S. Soner, "Analysis of energy use and efficiency in Turkish manufacturing sector SMEs," Energy Conversion and Management, Vol.48, No.2(2007), pp.384-394. https://doi.org/10.1016/j.enconman.2006.07.009
  29. Ramanathan, R., "An analysis of energy consumption and carbon dioxide emissions in countries of the Middle East and North Africa," Energy, Vol.30, No.15(2005), pp.2831-2842. https://doi.org/10.1016/j.energy.2005.01.010
  30. Seiford, L.M. and J. Zhu, "Modeling undesirable factors in efficiency evaluation," European Journal of Operational Research, Vol. 142, No.1(2002), pp.16-20. https://doi.org/10.1016/S0377-2217(01)00293-4
  31. Siitonen, S., M. Tuomaala, and P. Ahtila, "Variables affecting energy efficiency and $CO_2$emissions in the steel industry," Energy Policy, Vol.38, No.5(2010), pp.2477-2485. https://doi.org/10.1016/j.enpol.2009.12.042
  32. Sola, A.V.H., C.M. de Miranda Mota, and J.L. Kovaleski, "A model for improving energy efficiency in industrial motor system using multicriteria analysis," Energy Policy, Vol.39, No.6(2011), pp.3645-3654. https://doi.org/10.1016/j.enpol.2011.03.070
  33. Sola, A.V.H. and A.A. de Paula Xavier, "Organizational human factors as barriers to energy efficiency in electrical motors systems in industry," Energy Policy, Vol.35, No.11(2007), pp.5784-5794. https://doi.org/10.1016/j.enpol.2007.05.024
  34. Thollander, P., M. Danestig, and P. Rohdin, "Energy policies for increased industrial energy efficiency : Evaluation of a local energy programme for manufacturing SMEs," Energy Policy, Vol.35, No.11(2007), pp.5774-5783. https://doi.org/10.1016/j.enpol.2007.06.013
  35. Turner, W.C. and S. Doty, "Energy management handbook," The Fairmont Press, Inc. 2007.
  36. Tyteca, D., "Linear programming models for the measurement of environmental performance of firms-concepts and empirical results," Journal of productivity analysis, Vol.8, No.2(1997), pp.183-197. https://doi.org/10.1023/A:1013296909029
  37. Wang, K., S. Yu, and W. Zhang, "China's regional energy and environmental efficiency : a DEA window analysis based dynamic evaluation," Mathematical and Computer Modelling, Vol.58, No.5(2013), pp.1117-1127. https://doi.org/10.1016/j.mcm.2011.11.067
  38. Zhou, P. and B.W. Ang, "Linear programming models for measuring economy-wide energy efficiency performance," Energy Policy, Vol.36, No.8(2008), pp.2911-2916. https://doi.org/10.1016/j.enpol.2008.03.041
  39. Zhou, P., B.W. Ang, and K.L. Poh, "A survey of data envelopment analysis in energy and environmental studies," European Journal of Operational Research, Vol.189, No.1(2008), pp.1-18. https://doi.org/10.1016/j.ejor.2007.04.042