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Decomposition Analysis of Factors Affecting Changes in Industrial Wastewater Emission Intensity in China: Based on a SSBM-GMI Approach

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  • Yongyi Cheng

    (School of Business, Ningbo University, Ningbo 315211, China
    Research Base of Ecological Civilization Construction, Ningbo University, Ningbo 315211, China)

  • Liheng Lu

    (School of Materials Science and Chemical Engineering, Ningbo University, Ningbo 315211, China)

  • Tianyuan Shao

    (School of Business, Ningbo University, Ningbo 315211, China)

  • Manhong Shen

    (School of Business, Ningbo University, Ningbo 315211, China)

  • Laiqun Jin

    (School of Business, Ningbo University, Ningbo 315211, China)

Abstract

This paper investigated the factors driving the changes in industrial wastewater emission intensity (IWEI) across provinces in China. To do this, we proposed a Super-efficiency Slacks-based Measure-Global Malmquist Index (SSBM-GMI) to decompose the change in IWEI into the effects from efficiency change (ECE), technological change (TCE), capital–wastewater substitution (KWE) and labor–wastewater substitution (LWE). The method was applied to conduct an empirical study using Chinese provincial data from 2003–2015. The main findings include the following: firstly, TCE was the dominant driving force behind the reduction in IWEI with an average annual contribution of −6.4% at the national level, followed by KWE (−5.3%), LWE (−1.8%) and ECE (1.2%). Secondly, significant differences exist in the driving factors behind the reduction in IWEI across regions. The reduction in IWEIs in the Northeast area and the Great Northwest area was mainly driven by productivity growth, while the reduction in IWEIs in the other areas was mainly driven by factor substitution. Thirdly, the shortage of KWE and LWE has impeded IWEI reduction in the Great Northwest area, the Middle Reaches of the Yellow River, the Northeast area and the North area. Finally, some particular policy implications were also recommended for reducing industrial wastewater emission in China.

Suggested Citation

  • Yongyi Cheng & Liheng Lu & Tianyuan Shao & Manhong Shen & Laiqun Jin, 2018. "Decomposition Analysis of Factors Affecting Changes in Industrial Wastewater Emission Intensity in China: Based on a SSBM-GMI Approach," IJERPH, MDPI, vol. 15(12), pages 1-23, December.
  • Handle: RePEc:gam:jijerp:v:15:y:2018:i:12:p:2779-:d:188830
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    as
    1. Copeland, Brian R. & Taylor, M. Scott, 1999. "Trade, spatial separation, and the environment," Journal of International Economics, Elsevier, vol. 47(1), pages 137-168, February.
    2. Du, Kerui & Lin, Boqiang, 2015. "Understanding the rapid growth of China's energy consumption: A comprehensive decomposition framework," Energy, Elsevier, vol. 90(P1), pages 570-577.
    3. Grossman, G.M & Krueger, A.B., 1991. "Environmental Impacts of a North American Free Trade Agreement," Papers 158, Princeton, Woodrow Wilson School - Public and International Affairs.
    4. Wang, Qunwei & Zhang, Cheng & Cai, Wanhuan, 2017. "Factor substitution and energy productivity fluctuation in China: A parametric decomposition analysis," Energy Policy, Elsevier, vol. 109(C), pages 181-190.
    5. Dong-hyun Oh, 2010. "A global Malmquist-Luenberger productivity index," Journal of Productivity Analysis, Springer, vol. 34(3), pages 183-197, December.
    6. Brian R. Copeland & M. Scott Taylor, 2009. "Trade, Tragedy, and the Commons," American Economic Review, American Economic Association, vol. 99(3), pages 725-749, June.
    7. Smyth, Russell & Narayan, Paresh Kumar & Shi, Hongliang, 2011. "Substitution between energy and classical factor inputs in the Chinese steel sector," Applied Energy, Elsevier, vol. 88(1), pages 361-367, January.
    8. Marcel Timmer & Bart Los, 2005. "Localized Innovation and Productivity Growth in Asia: An Intertemporal DEA Approach," Journal of Productivity Analysis, Springer, vol. 23(1), pages 47-64, January.
    9. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    10. Rolf Färe & Shawna Grosskopf & Carl A Pasurka, Jr., 2001. "Accounting for Air Pollution Emissions in Measures of State Manufacturing Productivity Growth," Journal of Regional Science, Wiley Blackwell, vol. 41(3), pages 381-409, August.
    11. Judith M. Dean & Mary E. Lovely & Hua Wang, 2017. "Are foreign investors attracted to weak environmental regulations? Evaluating the evidence from China," World Scientific Book Chapters, in: Mary E Lovely (ed.), International Economic Integration and Domestic Performance, chapter 9, pages 155-167, World Scientific Publishing Co. Pte. Ltd..
    12. Zhang, Daisheng & Aunan, Kristin & Martin Seip, Hans & Vennemo, Haakon, 2011. "The energy intensity target in China's 11th Five-Year Plan period--Local implementation and achievements in Shanxi Province," Energy Policy, Elsevier, vol. 39(7), pages 4115-4124, July.
    13. Kunlun Chen & Xiaoqiong Liu & Lei Ding & Gengzhi Huang & Zhigang Li, 2016. "Spatial Characteristics and Driving Factors of Provincial Wastewater Discharge in China," IJERPH, MDPI, vol. 13(12), pages 1-19, December.
    14. Zhang, Jing, 2012. "The impact of water quality on health: Evidence from the drinking water infrastructure program in rural China," Journal of Health Economics, Elsevier, vol. 31(1), pages 122-134.
    15. Annegrete Bruvoll & Hege Medin, 2003. "Factors Behind the Environmental Kuznets Curve. A Decomposition of the Changes in Air Pollution," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 24(1), pages 27-48, January.
    16. Kumar, Surender, 2006. "Environmentally sensitive productivity growth: A global analysis using Malmquist-Luenberger index," Ecological Economics, Elsevier, vol. 56(2), pages 280-293, February.
    17. Wang, Chunhua, 2007. "Decomposing energy productivity change: A distance function approach," Energy, Elsevier, vol. 32(8), pages 1326-1333.
    18. Hidemichi Fujii & Jing Cao & Shunsuke Managi, 2015. "Decomposition of Productivity Considering Multi-environmental Pollutants in Chinese Industrial Sector," Review of Development Economics, Wiley Blackwell, vol. 19(1), pages 75-84, February.
    19. Chaofan Chen & Qingxin Lan & Ming Gao & Yawen Sun, 2018. "Green Total Factor Productivity Growth and Its Determinants in China’s Industrial Economy," Sustainability, MDPI, vol. 10(4), pages 1-25, April.
    20. Kahn, Matthew E., 2004. "Domestic pollution havens: evidence from cancer deaths in border counties," Journal of Urban Economics, Elsevier, vol. 56(1), pages 51-69, July.
    21. Robert E. Hall & Charles I. Jones, 1999. "Why do Some Countries Produce So Much More Output Per Worker than Others?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 83-116.
    22. Hamilton, Clive & Turton, Hal, 2002. "Determinants of emissions growth in OECD countries," Energy Policy, Elsevier, vol. 30(1), pages 63-71, January.
    23. Chung, Sunghoon, 2014. "Environmental regulation and foreign direct investment: Evidence from South Korea," Journal of Development Economics, Elsevier, vol. 108(C), pages 222-236.
    24. Wu, Haoyi & Guo, Huanxiu & Zhang, Bing & Bu, Maoliang, 2017. "Westward movement of new polluting firms in China: Pollution reduction mandates and location choice," Journal of Comparative Economics, Elsevier, vol. 45(1), pages 119-138.
    25. Ang, B. W., 2004. "Decomposition analysis for policymaking in energy:: which is the preferred method?," Energy Policy, Elsevier, vol. 32(9), pages 1131-1139, June.
    26. Mohammad A. T. Alsheyab & Sigrid Kusch-Brandt, 2018. "Potential Recovery Assessment of the Embodied Resources in Qatar’s Wastewater," Sustainability, MDPI, vol. 10(9), pages 1-16, August.
    27. Pastor, Jesus T. & Lovell, C.A. Knox, 2005. "A global Malmquist productivity index," Economics Letters, Elsevier, vol. 88(2), pages 266-271, August.
    28. Zhang, Ning & Zhou, P. & Choi, Yongrok, 2013. "Energy efficiency, CO2 emission performance and technology gaps in fossil fuel electricity generation in Korea: A meta-frontier non-radial directional distance functionanalysis," Energy Policy, Elsevier, vol. 56(C), pages 653-662.
    29. Avraham Ebenstein, 2012. "The Consequences of Industrialization: Evidence from Water Pollution and Digestive Cancers in China," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 186-201, February.
    30. Boyd, Gale A. & Pang, Joseph X., 2000. "Estimating the linkage between energy efficiency and productivity," Energy Policy, Elsevier, vol. 28(5), pages 289-296, May.
    31. Ang, B. W., 2005. "The LMDI approach to decomposition analysis: a practical guide," Energy Policy, Elsevier, vol. 33(7), pages 867-871, May.
    32. Zhou, P. & Ang, B.W., 2008. "Decomposition of aggregate CO2 emissions: A production-theoretical approach," Energy Economics, Elsevier, vol. 30(3), pages 1054-1067, May.
    33. Ulrich Wagner & Christopher Timmins, 2009. "Agglomeration Effects in Foreign Direct Investment and the Pollution Haven Hypothesis," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 43(2), pages 231-256, June.
    34. Oh, Dong-hyun & Heshmati, Almas, 2010. "A sequential Malmquist-Luenberger productivity index: Environmentally sensitive productivity growth considering the progressive nature of technology," Energy Economics, Elsevier, vol. 32(6), pages 1345-1355, November.
    35. Atakelty Hailu & Terrence S. Veeman, 2001. "Non-parametric Productivity Analysis with Undesirable Outputs: An Application to the Canadian Pulp and Paper Industry," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(3), pages 605-616.
    36. Cai, Hongbin & Chen, Yuyu & Gong, Qing, 2016. "Polluting thy neighbor: Unintended consequences of China׳s pollution reduction mandates," Journal of Environmental Economics and Management, Elsevier, vol. 76(C), pages 86-104.
    37. Lin, Boqiang & Du, Kerui, 2014. "Decomposing energy intensity change: A combination of index decomposition analysis and production-theoretical decomposition analysis," Applied Energy, Elsevier, vol. 129(C), pages 158-165.
    38. Stern, David I., 2002. "Explaining changes in global sulfur emissions: an econometric decomposition approach," Ecological Economics, Elsevier, vol. 42(1-2), pages 201-220, August.
    39. Korhonen, Pekka J. & Luptacik, Mikulas, 2004. "Eco-efficiency analysis of power plants: An extension of data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 154(2), pages 437-446, April.
    40. Yi Li & Yan Luo & Yingzi Wang & Laili Wang & Manhong Shen, 2017. "Decomposing the Decoupling of Water Consumption and Economic Growth in China’s Textile Industry," Sustainability, MDPI, vol. 9(3), pages 1-17, March.
    41. Manhong Shen & Yongliang Yang, 2017. "The Water Pollution Policy Regime Shift and Boundary Pollution: Evidence from the Change of Water Pollution Levels in China," Sustainability, MDPI, vol. 9(8), pages 1-22, August.
    42. Werner Antweiler & Brian R. Copeland & M. Scott Taylor, 2001. "Is Free Trade Good for the Environment?," American Economic Review, American Economic Association, vol. 91(4), pages 877-908, September.
    43. Färe, Rolf & Grosskopf, Shawna & Pasurka, Carl A., 2007. "Environmental production functions and environmental directional distance functions," Energy, Elsevier, vol. 32(7), pages 1055-1066.
    44. Tone, Kaoru, 2002. "A slacks-based measure of super-efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 143(1), pages 32-41, November.
    45. Stokey, Nancy L, 1998. "Are There Limits to Growth?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(1), pages 1-31, February.
    46. Wang, Chunhua, 2011. "Sources of energy productivity growth and its distribution dynamics in China," Resource and Energy Economics, Elsevier, vol. 33(1), pages 279-292, January.
    47. Tone, Kaoru, 2001. "A slacks-based measure of efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 130(3), pages 498-509, May.
    48. Kellenberg, Derek K., 2009. "An empirical investigation of the pollution haven effect with strategic environment and trade policy," Journal of International Economics, Elsevier, vol. 78(2), pages 242-255, July.
    49. Weixin Yang & Lingguang Li, 2017. "Efficiency Evaluation and Policy Analysis of Industrial Wastewater Control in China," Energies, MDPI, vol. 10(8), pages 1-18, August.
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