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Regulation, Emissions and Productivity: Evidence from China’s Eleventh Five-Year Plan

Author

Listed:
  • Brantly Callaway
  • Tong Li
  • Joel Rodrigue
  • Yuya Sasaki
  • Yong Tan

Abstract

Leveraging the sharp changes in environmental regulation embedded in China’s 11th Five-Year Plan (FYP), which covered the period from 2006 to 2010, we characterize the degree to which the plan softens trade-offs between emissions and output. We document that the 11th FYP is associated with modest changes in average or total sulphur dioxide (SO2) emissions among manufacturers, but a sharp decline in the variance in the distribution of emissions intensity. Extending well-known distributional estimators to characterize dynamic firm-level responses to policy change, we find large causal declines in emissions intensity in the upper quantiles of the distribution, modest evidence of increases in the lower quantiles and no change in the middle quantiles. Differential changes in firm-level emissions intensity are consistent with the differential investment in emissions-mitigating technology, energy switching and productivity improvements. Interpreted through the lens of a resource misallocation framework, China’s 11th FYP increased aggregate productivity and output by 1.8% and 10.2%, respectively, through improved resource allocation. Our model suggests efficient regulation could have further increased aggregate productivity by 3.5% and output by 4.7% without any increase in aggregate emissions.

Suggested Citation

  • Brantly Callaway & Tong Li & Joel Rodrigue & Yuya Sasaki & Yong Tan, 2024. "Regulation, Emissions and Productivity: Evidence from China’s Eleventh Five-Year Plan," Staff Working Papers 24-7, Bank of Canada.
  • Handle: RePEc:bca:bocawp:24-7
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    References listed on IDEAS

    as
    1. Gita Gopinath & Şebnem Kalemli-Özcan & Loukas Karabarbounis & Carolina Villegas-Sanchez, 2017. "Capital Allocation and Productivity in South Europe," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1915-1967.
    2. Zhang, Bing & Chen, Xiaolan & Guo, Huanxiu, 2018. "Does central supervision enhance local environmental enforcement? Quasi-experimental evidence from China," Journal of Public Economics, Elsevier, vol. 164(C), pages 70-90.
    3. Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College," NBER Working Papers 9546, National Bureau of Economic Research, Inc.
    4. Carneiro, Pedro & Hansen, Karsten T. & Heckman, James J., 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College Choice," IZA Discussion Papers 767, Institute of Labor Economics (IZA).
    5. Chun‐Yu Ho & Dan Li, 2008. "Rising regional inequality in China: Policy regimes and structural changes," Papers in Regional Science, Wiley Blackwell, vol. 87(2), pages 245-259, June.
    6. Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2003. "2001 Lawrence R. Klein Lecture Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College Choice," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 44(2), pages 361-422, May.
    7. Lucia Foster & John Haltiwanger & Chad Syverson, 2008. "Reallocation, Firm Turnover, and Efficiency: Selection on Productivity or Profitability?," American Economic Review, American Economic Association, vol. 98(1), pages 394-425, March.
    8. Avraham Ebenstein & Maoyong Fan & Michael Greenstone & Guojun He & Peng Yin & Maigeng Zhou, 2015. "Growth, Pollution, and Life Expectancy: China from 1991-2012," American Economic Review, American Economic Association, vol. 105(5), pages 226-231, May.
    9. Brantly Callaway & Tong Li, 2019. "Quantile treatment effects in difference in differences models with panel data," Quantitative Economics, Econometric Society, vol. 10(4), pages 1579-1618, November.
    10. Joseph S. Shapiro & Reed Walker, 2018. "Why Is Pollution from US Manufacturing Declining? The Roles of Environmental Regulation, Productivity, and Trade," American Economic Review, American Economic Association, vol. 108(12), pages 3814-3854, December.
    11. Eugenio J. Miravete & Katja Seim & Jeff Thurk, 2020. "One Markup to Rule Them All: Taxation by Liquor Pricing Regulation," American Economic Journal: Microeconomics, American Economic Association, vol. 12(1), pages 1-41, February.
    12. Da Zhang & Marco Springmann & Valerie J. Karplus, 2016. "Equity and emissions trading in China," Climatic Change, Springer, vol. 134(1), pages 131-146, January.
    13. Guojun He & Shaoda Wang & Bing Zhang, 2020. "Watering Down Environmental Regulation in China," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(4), pages 2135-2185.
    14. repec:clg:wpaper:2008-02 is not listed on IDEAS
    15. Josh Ederington & Jenny Minier, 2003. "Is environmental policy a secondary trade barrier? An empirical analysis," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 36(1), pages 137-154, March.
    16. Da Zhang & Marco Springmann & Valerie Karplus, 2016. "Equity and emissions trading in China," Climatic Change, Springer, vol. 134(1), pages 131-146, January.
    17. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    18. Callaway, Brantly & Li, Tong & Oka, Tatsushi, 2018. "Quantile treatment effects in difference in differences models under dependence restrictions and with only two time periods," Journal of Econometrics, Elsevier, vol. 206(2), pages 395-413.
    19. Canfei He & Yan Yan & David Rigby, 2018. "Regional industrial evolution in China," Papers in Regional Science, Wiley Blackwell, vol. 97(2), pages 173-198, June.
    20. Brandt, Loren & Van Biesebroeck, Johannes & Zhang, Yifan, 2012. "Creative accounting or creative destruction? Firm-level productivity growth in Chinese manufacturing," Journal of Development Economics, Elsevier, vol. 97(2), pages 339-351.
    21. Susan Athey & Guido W. Imbens, 2006. "Identification and Inference in Nonlinear Difference-in-Differences Models," Econometrica, Econometric Society, vol. 74(2), pages 431-497, March.
    22. Jevan Cherniwchan & Nouri Najjar, 2022. "Do Environmental Regulations Affect the Decision to Export?," American Economic Journal: Economic Policy, American Economic Association, vol. 14(2), pages 125-160, May.
    23. Jing Cao & Mun S. Ho & Dale W. Jorgenson, 2009. "The Local and Global Benefits of Green Tax Policies in China," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 3(2), pages 189-208, Summer.
    24. Liu, Mengdi & Tan, Ruipeng & Zhang, Bing, 2021. "The costs of “blue sky”: Environmental regulation, technology upgrading, and labor demand in China," Journal of Development Economics, Elsevier, vol. 150(C).
    25. Arik Levinson & M. Scott Taylor, 2008. "Unmasking The Pollution Haven Effect," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(1), pages 223-254, February.
    26. Amartya K. Sen, 1997. "From Income Inequality to Economic Inequality," Southern Economic Journal, John Wiley & Sons, vol. 64(2), pages 384-401, October.
    27. Marco Springmann & Da Zhang & Valerie Karplus, 2015. "Consumption-Based Adjustment of Emissions-Intensity Targets: An Economic Analysis for China’s Provinces," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 61(4), pages 615-640, August.
    28. Cao, Jing & Karplus, Valerie J., 2014. "Firm-level determinants of energy and carbon intensity in China," Energy Policy, Elsevier, vol. 75(C), pages 167-178.
    29. Barrows, Geoffrey & Ollivier, Hélène, 2018. "Cleaner firms or cleaner products? How product mix shapes emission intensity from manufacturing," Journal of Environmental Economics and Management, Elsevier, vol. 88(C), pages 134-158.
    30. Zhang, Da & Karplus, Valerie J. & Cassisa, Cyril & Zhang, Xiliang, 2014. "Emissions trading in China: Progress and prospects," Energy Policy, Elsevier, vol. 75(C), pages 9-16.
    31. Jing Cao & Richard Garbaccio & Mun S. Ho, 2009. "China's 11th Five-Year Plan and the Environment: Reducing SO 2 Emissions," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 3(2), pages 231-250, Summer.
    32. Zhang, Da & Rausch, Sebastian & Karplus, Valerie J. & Zhang, Xiliang, 2013. "Quantifying regional economic impacts of CO2 intensity targets in China," Energy Economics, Elsevier, vol. 40(C), pages 687-701.
    33. Bombardini, Matilde & Li, Bingjing, 2020. "Trade, pollution and mortality in China," Journal of International Economics, Elsevier, vol. 125(C).
    34. Claire Brunel & Arik Levinson, 2016. "Measuring the Stringency of Environmental Regulations," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 10(1), pages 47-67.
    35. Haakon Vennemo & Kristin Aunan & Henrik Lindhjem & Hans Martin Seip, 2009. "Environmental Pollution in China: Status and Trends," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 3(2), pages 209-230, Summer.
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    Keywords

    Climate change; Productivity;

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling

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