Network Data Envelopment Analysis를 적용한 생산 및 폐수처리 효율 추정
Efficiency Measurement for Production and Wastewater Abatement Activity Using Network Data Envelopment Analysis: The Case of Korean Industrial Complex
0
조회
0
다운로드
3
인용
0
참고문헌
키워드
초록
투입·산출변수의 외생적 흐름에 기초한 전통적인 자료포락분석은 생산활동의 모든 내부과정을 ‘black box'로 간주하며 각 생산단계의 상호작용에 대한 정보를 고려하지 못한 한계를 지닌다. 이에 생산과정을 세분화하고 각 생산단계의 효율성을 연계하여 추정하는 Network DEA 방식이 최근 활발히 적용되고 있으며 특히 환경효율성의 추정과정을 생산 및 저감활동으로 구분한 연구가 대표적이다. 본고는 한국의 51개 산업단지를 대상으로 Network DEA에 기초한 환경효율성 추정을 시도하였으며, 분석결과 추정치의 변별력, 비효율의 발생단계, 기타 외생변수와의 통계적 관련성 등의 관점에서 전통적 DEA 추정결과에 비해 우수한 점을 확인할 수 있었다.
Abstract
In this paper, we present a new empirical method to estimate the environmental efficiency of decision making units. We propose a model with a new approach that describes a network process consisting of two stages, production and wastewater abatement based on the data extracted from 51 Korean industrial complexes. Taking into account the inter-dependency of two stages, we show a process how to decompose the environmental efficiency into production efficiency and abatement efficiency. Moreover, our new proposed method can be used to explain the information on network relationship between economic growth and environmental protection.
참고문헌 (23)
- 강상목, "産業의 生産性成長, 技術效率, 環境成果", 경제학연구, 53(2), pp.5~39 (2005), 한국경제학회
- 김광욱, "환경효율과 국제무역:환경쿠즈네츠 곡선과 오염피난처 가설 연구", 자원환경경제연구, 16(3), pp.513~548 (2007), 한국환경경제학회
- 김광욱, "수출이 환경성과에 미치는 영향에 관한 연구 : 한국의 주요 산업단지를 중심으로", 경제연구, 32(4), pp.1~21 (2014), 한국경제통상학회
- 이상철, "상업화된 지방행정조직의 패러독스에 관한 연구", 한국행정논집, 22(4), pp.1109~1131 (2010), 한국정부학회
- Benjamin, H., "Separating environmental efficiency into production and abatement efficiency : a nonparametric model with application to US power plants", Journal of Productivity Analysis, 41, pp.457~473 (2014)
- Bian, Y., "Efficiency evaluation of Chinese regional industrial systems with undesirable factors using a two-stage slacks-based measure approach", Journal of Cleaner Production, 87, pp.349~356 (2015)
- Bian, Y., "Efficiency evaluation for regional urban water use and wastewater decontamination systems in China : A DEA approach", Resources, Conservation and Recycling, 83, pp.15~23 (2014)
- Chen, P., "Measurement of technical efficiency in farrow-to-finish swine production using multi-activity network data envelopment analysis : evidence from Taiwan", Journal of Productivity Analysis, 38, pp.319~331 (2012)
- Choi, Y., "Efficiency and abatement costs of energy-related CO2 emissions in China : a slack-based efficiency measure", Applied Energy, 98, pp.198~208 (2012)
- Coli, M., "Monitoring environmental efficiency: am application to Italian provinces", Environmental Modelling & Software, 26, pp.38~43 (2011)
- Cook, W. D., "Measuring performance of two-stage network structures by DEA: a review and future perspective", Omega, 38, pp.423~430
- Doganay, S. M., "Is environmental efficiency trade inducing or trade hindering?", Energy Economics, 44, pp.340~349 (2014)
- Färe, R., "Network DEA", Socio-Economic Planning Sciences, 34, pp.35~49 (2000)
- Färe, R., "Multilateral productivity comparisons when some outputs are undesirable : a nonparametric approach", The Review of Economics and Statistics, 71(1), pp.90~98 (1989)
- Färe, R., "Encyclopedia of Energy, Natural Resources and Environmental Economics" (2011), Elsevier
- Hu, J. L., "Total-factor energy efficiency of regions in China", Energy Policy, 34, pp.3206~3217 (2006)
- Linag, L., "DEA models for supply chain efficiency evaluation", Annals of Operations Research, 145, pp.35~49 (2006)
- Picazo-Tadeo, A. J., "Assessing eco-efficiency with directional distance functions", European Journal of Operational Research, 220, pp.798~809 (2012)
- Seiford, L. M., "Modeling undesirable factors in efficiency evaluation", European Journal of Operational Research, 142, pp.16~20 (2002)
- Song, M., "Comprehensive efficiency evaluation of coal enterprises from production and pollution treatment process", Journal of Cleaner Production, pp.1~6 (2014)
- Zhang, B., "Eco-efficiency analysis of industrial system in China: a data envelopment analysis approach", Ecological Economics, 68, pp.306~316 (2008)
- Zhou, P., "Slack-based efficiency measures for modeling environmental performance", Ecological Economics, 60, pp.111~118 (2006)
- "ors using a two-stage slacks-based measure approach", Journal of Cleaner Production, 87, pp.349~356
