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The effect of environmental policy on Chinese firm's green productivity and shadow price: A metafrontier input distance function approach

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  • Zhang, Ning
  • Jiang, Xue-Feng

Abstract

In this paper, a new parametric meta-frontier estimation method, which we call the metafrontier input distance function (MIDF), is proposed to construct a new green productivity index and the shadow price for Chinese coal-fired power plants. Taking the policy heterogeneity into account, 93 Chinese coal-fired power plants are divided into two groups based on whether they are located in China's key “environmental protection cities”, a Chinese environmental protection policy. Using this method, the productivity and the shadow price of the two groups are compared. We find that the average annual growth rate of green productivity of coal-fired power plants in key environmental protection cities is 5.11% from 2005 to 2010, while in the non-key environmental protection cities it is 9.43%, suggesting that environmental regulation will damage productivity growth. Interestingly, although coal-fired power plants in key environmental protection cities face more stringent environmental regulation, their green productivity index still shows an overall upward trend, which partially supports the Porter hypothesis. For the shadow price of sulfur dioxide (SO2), the group-based shadow price of coal-fired power plants in key environmental protection cities is 5419 US dollar per ton on average, while in non-key environmental protection cities it is 1628 US dollar per ton, which also indicates that power plants facing more stringent regulation bear greater abatement costs.

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  • Zhang, Ning & Jiang, Xue-Feng, 2019. "The effect of environmental policy on Chinese firm's green productivity and shadow price: A metafrontier input distance function approach," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 129-136.
    • Handle: RePEc:eee:tefoso:v:144:y:2019:i:c:p:129-136
    DOI: 10.1016/j.techfore.2019.04.015
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    as
    1. Du, Limin & Mao, Jie & Shi, Jinchuan, 2009. "Assessing the impact of regulatory reforms on China's electricity generation industry," Energy Policy, Elsevier, vol. 37(2), pages 712-720, February.
    2. Matsushita, Kyohei & Yamane, Fumihiro, 2012. "Pollution from the electric power sector in Japan and efficient pollution reduction," Energy Economics, Elsevier, vol. 34(4), pages 1124-1130.
    3. Yang, Hongliang & Pollitt, Michael, 2009. "Incorporating both undesirable outputs and uncontrollable variables into DEA: The performance of Chinese coal-fired power plants," European Journal of Operational Research, Elsevier, vol. 197(3), pages 1095-1105, September.
    4. Coggins, Jay S. & Swinton, John R., 1996. "The Price of Pollution: A Dual Approach to Valuing SO2Allowances," Journal of Environmental Economics and Management, Elsevier, vol. 30(1), pages 58-72, January.
    5. Zhao, Xiaoli & Ma, Chunbo, 2013. "Deregulation, vertical unbundling and the performance of China's large coal-fired power plants," Energy Economics, Elsevier, vol. 40(C), pages 474-483.
    6. Hang Gao & Johannes Van Biesebroeck, 2014. "Effects of Deregulation and Vertical Unbundling on the Performance of China's Electricity Generation Sector," Journal of Industrial Economics, Wiley Blackwell, vol. 62(1), pages 41-76, March.
    7. Wei, Chu & Löschel, Andreas & Liu, Bing, 2013. "An empirical analysis of the CO2 shadow price in Chinese thermal power enterprises," Energy Economics, Elsevier, vol. 40(C), pages 22-31.
    8. M. Murty & Surender Kumar & Kishore Dhavala, 2007. "Measuring environmental efficiency of industry: a case study of thermal power generation in India," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 38(1), pages 31-50, September.
    9. Ma, Chunbo & He, Lining, 2008. "From state monopoly to renewable portfolio: Restructuring China's electric utility," Energy Policy, Elsevier, vol. 36(5), pages 1697-1711, May.
    10. Rolf Färe & Shawna Grosskopf & Carl A. Pasurka & William L. Weber, 2012. "Substitutability among undesirable outputs," Applied Economics, Taylor & Francis Journals, vol. 44(1), pages 39-47, January.
    11. Chen, Ku-Hsieh, 2012. "Incorporating risk input into the analysis of bank productivity: Application to the Taiwanese banking industry," Journal of Banking & Finance, Elsevier, vol. 36(7), pages 1911-1927.
    12. Ma, Chunbo & Zhao, Xiaoli, 2015. "China's electricity market restructuring and technology mandates: Plant-level evidence for changing operational efficiency," Energy Economics, Elsevier, vol. 47(C), pages 227-237.
    13. Wang, Chunhua & Cao, Xiaoyong & Mao, Jie & Qin, Ping, 2019. "The changes in coal intensity of electricity generation in Chinese coal-fired power plants," Energy Economics, Elsevier, vol. 80(C), pages 491-501.
    14. Pun-Lee Lam & Alice Shiu, 2004. "Efficiency and Productivity of China's Thermal Power Generation," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 24(1), pages 73-93, February.
    15. Fare, Rolf & Grosskopf, Shawna, 1990. "A distance function approach to price efficiency," Journal of Public Economics, Elsevier, vol. 43(1), pages 123-126, October.
    16. Park, Hojeong & Lim, Jaekyu, 2009. "Valuation of marginal CO2 abatement options for electric power plants in Korea," Energy Policy, Elsevier, vol. 37(5), pages 1834-1841, May.
    17. Kwon, Oh Sang & Yun, Won-Cheol, 1999. "Estimation of the marginal abatement costs of airborne pollutants in Korea's power generation sector," Energy Economics, Elsevier, vol. 21(6), pages 545-558, December.
    18. Zhang, Ning & Kong, Fanbin & Choi, Yongrok & Zhou, P., 2014. "The effect of size-control policy on unified energy and carbon efficiency for Chinese fossil fuel power plants," Energy Policy, Elsevier, vol. 70(C), pages 193-200.
    19. Du, Limin & He, Yanan & Yan, Jianye, 2013. "The effects of electricity reforms on productivity and efficiency of China's fossil-fired power plants: An empirical analysis," Energy Economics, Elsevier, vol. 40(C), pages 804-812.
    20. Du, Limin & Hanley, Aoife & Zhang, Ning, 2016. "Environmental technical efficiency, technology gap and shadow price of coal-fuelled power plants in China: A parametric meta-frontier analysis," Resource and Energy Economics, Elsevier, vol. 43(C), pages 14-32.
    21. Fare, Rolf & Grosskopf, Shawna & Noh, Dong-Woon & Weber, William, 2005. "Characteristics of a polluting technology: theory and practice," Journal of Econometrics, Elsevier, vol. 126(2), pages 469-492, June.
    22. Zhao, Xiaoli & Cai, Qiong & Ma, Chunbo & Hu, Yanan & Luo, Kaiyan & Li, William, 2017. "Economic evaluation of environmental externalities in China’s coal-fired power generation," Energy Policy, Elsevier, vol. 102(C), pages 307-317.
    23. Jacobsen, S. E., 1972. "On Shephard's duality theorem," Journal of Economic Theory, Elsevier, vol. 4(3), pages 458-464, June.
    24. Diewert, W. E., 1976. "Exact and superlative index numbers," Journal of Econometrics, Elsevier, vol. 4(2), pages 115-145, May.
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    9. Xu Guo & Lin Fu & Xiaohua Sun, 2021. "Can Environmental Regulations Promote Greenhouse Gas Abatement in OECD Countries? Command-and-Control vs. Market-Based Policies," Sustainability, MDPI, vol. 13(12), pages 1-18, June.
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