Two-Stage Network Structures with Undesirable Intermediate Outputs Reused: A DEA Based Approach

The rapid development in economy of China has intensified the country’s many problems, such as environmental pollution and energy shortage. Thus, establishing a society with resource conservation and environmental harmony, typically reusing the pollution and waste from the industrial production, has attracted attention from both the government and the public in recent years. Data envelopment analysis (DEA) has been widely used in measuring two-stage network structures that constituted with homogenous decision making units. However, previous works failed to take the undesirable intermediate products into account in the two-stage network structures including production system and disposal system. In this study, we build an additive DEA approach to evaluate the efficiency of the proposed new two-stage network structures, and propose a better efficiency decomposition to the individual system. Finally, our approach is applied to analyze the industrial production in 30 provincial level regions in mainland China and some implications are given.

[1]  Scott Vaughan,et al.  Trade and the environment , 1999 .

[2]  Zhongsheng Hua,et al.  Eco-efficiency analysis of paper mills along the Huai River: An extended DEA approach , 2007 .

[3]  Mingxi Wang,et al.  Ecological utilization of leather tannery waste with circular economy model , 2011 .

[4]  Zhimin Huang,et al.  Co-op advertising models in manufacturer-retailer supply chains: A game theory approach , 2001, Eur. J. Oper. Res..

[5]  Shanlin Yang,et al.  A case study of industrial symbiosis: Nanning Sugar Co., Ltd. in China , 2008 .

[6]  Jie Wu,et al.  Efficiency measures of the Chinese commercial banking system using an additive two-stage DEA , 2014 .

[7]  Herbert F. Lewis,et al.  Two-Stage DEA: An Application to Major League Baseball , 2003 .

[8]  William W. Cooper,et al.  Handbook on data envelopment analysis , 2011 .

[9]  Jie Wu,et al.  Cross-efficiency evaluation approach to Olympic ranking and benchmarking: the case of Beijing 2008 , 2010 .

[10]  Abraham Charnes,et al.  Measuring the efficiency of decision making units , 1978 .

[11]  Hao Tan,et al.  Progress Toward a Circular Economy in China , 2011 .

[12]  Y. Moriguchi Material flow indicators to measure progress toward a sound material-cycle society , 2007 .

[13]  Sebastián Lozano,et al.  Slacks-based measure of efficiency of airports with airplanes delays as undesirable outputs , 2011, Comput. Oper. Res..

[14]  William L. Weber,et al.  A slacks-based inefficiency measure for a two-stage system with bad outputs , 2010 .

[15]  Yongjun Li,et al.  DEA Models for Extended Two-Stage Network Structures , 2012 .

[16]  Nickolaos G. Tzeremes,et al.  A unified classification of two-stage DEA models , 2014 .

[17]  Jin-Li Hu,et al.  Total-factor energy efficiency of regions in China , 2006 .

[18]  Emmanuel Thanassoulis,et al.  Costs and efficiency of higher education institutions in England: a DEA analysis , 2011, J. Oper. Res. Soc..

[19]  Jie Wu,et al.  Congestion measurement for regional industries in China: A data envelopment analysis approach with undesirable outputs , 2013 .

[20]  Wei Zhang,et al.  China's regional energy and environmental efficiency: A DEA window analysis based dynamic evaluation , 2013, Math. Comput. Model..

[21]  Alireza Amirteimoori,et al.  Two-stage network structures with undesirable outputs: A DEA based approach , 2014 .

[22]  Chiang Kao,et al.  Efficiency decomposition in two-stage data envelopment analysis: An application to non-life insurance companies in Taiwan , 2008, Eur. J. Oper. Res..

[23]  Joe Zhu,et al.  Multi-factor performance measure model with an application to Fortune 500 companies , 2000, Eur. J. Oper. Res..

[24]  L. Seiford,et al.  Profitability and Marketability of the Top 55 U.S. Commercial Banks , 1999 .

[25]  Kaoru Tone,et al.  A slacks-based measure of super-efficiency in data envelopment analysis , 2001, Eur. J. Oper. Res..

[26]  Bo Wang,et al.  Environmental efficiency evaluation of industry in China based on a new fixed sum undesirable output data envelopment analysis , 2014 .

[27]  Timothy Coelli,et al.  An Introduction to Efficiency and Productivity Analysis , 1997 .

[28]  Qiong Xia,et al.  Effectiveness of the policy of circular economy in China: A DEA-based analysis for the period of 11th five-year-plan , 2014 .

[29]  Malin Song,et al.  A two-stage DEA approach for environmental efficiency measurement , 2014, Environmental Monitoring and Assessment.

[30]  W. Cooper,et al.  Data Envelopment Analysis: A Comprehensive Text with Models, Applications, References and DEA-Solver Software , 1999 .

[31]  Joe Zhu,et al.  Evaluation of information technology investment: a data envelopment analysis approach , 2006, Comput. Oper. Res..

[32]  Peng Zhou,et al.  A non-radial DEA approach to measuring environmental performance , 2007, Eur. J. Oper. Res..

[33]  Yong Geng,et al.  Survey of officials' awareness on circular economy development in China: Based on municipal and county level , 2010 .

[34]  Joe Zhu,et al.  Additive efficiency decomposition in two-stage DEA , 2009, Eur. J. Oper. Res..

[35]  Kaoru Tone,et al.  A slacks-based measure of efficiency in data envelopment analysis , 1997, Eur. J. Oper. Res..

[36]  Joe Zhu,et al.  DEA model with shared resources and efficiency decomposition , 2010, Eur. J. Oper. Res..

[37]  Lawrence M. Seiford,et al.  Modeling undesirable factors in efficiency evaluation , 2002, Eur. J. Oper. Res..

[38]  Joe Zhu,et al.  Measuring performance of two-stage network structures by DEA: A review and future perspective , 2010 .

[39]  Joe Zhu,et al.  DEA models for supply chain efficiency evaluation , 2006, Ann. Oper. Res..

[40]  Wei Zhang,et al.  The influence of energy consumption of China on its real GDP from aggregated and disaggregated viewpoints , 2013 .

[41]  Alireza Amirteimoori A DEA two-stage decision processes with shared resources , 2013, Central Eur. J. Oper. Res..

[42]  Joe Zhu,et al.  Measuring Information Technology's Indirect Impact on Firm Performance , 2004, Inf. Technol. Manag..

[43]  Joe Zhu,et al.  DEA models for two‐stage processes: Game approach and efficiency decomposition , 2008 .

[44]  R. Turner,et al.  Economics of Natural Resources and the Environment , 1989 .

[45]  J. Bi,et al.  Eco-efficiency analysis of industrial system in China: A data envelopment analysis approach , 2008 .

[46]  Qinghua Zhu,et al.  Implementing China's circular economy concept at the regional level: a review of progress in Dalian, China. , 2009, Waste management.