Abstract
Strict environmental regulations may change the behavioral decisions of firms. Based on the exogenous impact of the Chinese Central Government’s inclusion of environmental performance in the assessment targets of municipal officials in 2007, this study uses the difference-in-difference method to explore the impact of environmental regulations on employee income. We find that (1) environmental regulations will significantly reduce the average wage level of employees in polluting industries and have no significant impact in nonpolluting industries. (2) This effect is more pronounced in eastern China, where environmental regulations are more stringent, and in areas where political promotion incentives are stronger. (3) Mechanistic analysis finds that environmental regulations will affect employee income by increasing costs and constraining financing. (4) More importantly, we find that the decline in the average wage level of firms is mainly due to the decline in the average wage level of ordinary employees, and the average wage level of management has not decreased significantly, which means that environmental regulations have expanded the functional income distribution. Our findings contribute to a comprehensive understanding of the effectiveness of environmental regulatory policy implementation and associated economic cost issues.
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Data availability
The data and materials used and/or analyzed during the current study are available from the corresponding author on reasonable request.
Notes
According the Chinese Company Law, listed firms that have reported losses (negative net earnings) for two consecutive years are categorized as “special treatment” (ST), whereas companies that have reported losses for three consecutive years are to be put into “particular treatment” (PT) status and are suspended from the exchanges. ST firms are limited to 5% share-price movements up or down daily. PT firms are given a maximum one-year grace period to return to profitability, failing which they will be permanently delisted from the stock exchange. There are no ST/PT firms in our sample.
In this study, only if the city where a company is clearly located puts forward the value of the decline in pollutant emissions is the company recognized as part of the treatment group. For example, in the 2008 government work report of Guangzhou City, “chemical oxygen demand and SO2 emissions decreased by 0.9% and 10.4%, respectively.” The authors believe that the enterprises in Guangzhou’s jurisdiction were subject to strict environmental regunations that year.
China’s wage system is usually a basic wage plus welfare. Welfare usually includes bonuses, endowment insurance, medical insurance, unemployment insurance, work injury insurance and maternity insurance, housing provident funds, and so on. The cash paid to and for employees includes wages, bonuses, allowances and subsidies paid to employees, pension insurance, unemployment insurance, supplementary pension insurance, housing provident funds, and housing difficulties subsidies paid to employees. Therefore, it is appropriate for us to use cash paid to and for employees to measure employees’ actual wages from the firm.
References
Acemoglu D (2003) Labor- and capital-augmenting technical change. J Eur Econ Assoc 1:1–37
Acemoglu D, Guerrieri V (2008) Capital deepening and nonbalanced economic growth. J Polit Econ 116:467–498
Albrizio S, Kozluk T, Zipperer V (2017) Environmental policies and productivity growth: evidence across industries and firms. J Environ Econ Manag 81:209–226
Alpay E, Kerkvliet J, Buccola S (2002) Productivity growth and environmental regulation in Mexican and US food manufacturing. Am J Agric Econ 84:887–901
Amiti M, Cameron L (2012) Trade liberalization and the wage skill premium: evidence from Indonesia. J Int Econ 87:277–287
Amiti M, Davis DR (2012) Trade, firms, and wages: theory and evidence. Rev Econ Stud 79:1–36
Arai M (2003) Wages, profits, and capital intensity: evidence from matched worker-firm data. J Labor Econ 21:593–618
Arai M, Heyman F (2009) Microdata evidence on rent-sharing. Appl Econ 41:2965–2976
Autor DH, Dorn D, Hanson GH (2013) The China syndrome: local labor market effects of import competition in the United States. Am Econ Rev 103:2121–2168
Bergek A, Berggren C (2014) The impact of environmental policy instruments on innovation: a review of energy and automotive industry studies. Ecol Econ 106:112–123
Berkowitz D, Ma H, Nishioka S (2016) Capital-labor substitution, institutions and labor shares. University of Pittsburgh working paper No.5981:1–37
Berman E, Bui LTM (2001) Environmental regulation and productivity. Rev Econ Stat 83:498–510
Blanchard O, Shleifer A (2001) Federalism with and without political centralization: China versus Russia. IMF Econ Rev 48:171
Brown C, Medoff J (1989) The employer size-wage effect. J Polit Econ 97:1027–1059
Burgess R, Matthew H, Benjamin A, Olken P, Stefanie S (2012) The political economy of deforestation in the tropics. Q J Econ 127:1707–1754
Cai X, Lu Y, Wu M, Yu L (2016) Does environmental regulation drive away inbound foreign direct investment? Evidence from a quasi-natural experiment in China. J Dev Econ 123:73–85
Card D, Krueger AB (1994) Minimum wages and employment: a case study of the fast-food industry in New Jersey and Pennsylvania. Am Econ Rev 84:772–793
Card D, Cardoso AR, Kline P (2016) Bargaining, sorting, and the gender wage gap: QUANTIFYING the impact of firms on the relative pay of women. Q J Econ 131:633–686
Chemmanur TJ, Cheng Y, Zhang T (2013) Human capital, capital structure, and employee pay: an empirical analysis. J Financ Econ 110:478–502
Chen YJ, Li P, Lu Y (2018) Career concerns and multitasking local bureaucrats: evidence of a target-based performance evaluation system in China. J Dev Econ 133:84–101
Chen Z, Kahn ME, Liu Y, Wang Z (2018) The consequences of spatially differentiated water pollution regulation in China. J Environ Econ Manag 88:468–485
Chen A, Dai T, Partridge MD (2021) Agglomeration and firm wage inequality: Evidence from China. J Regional Sci 61:352–386
Dauth W, Findeisen S, Suedekum J (2014) The rise of the east and the far east: German labor markets and trade integration. J Eur Econ Assoc 12:1643–1675
Eisdorfer A (2008) Empirical evidence of risk shifting in financially distressed firms. J Financ 63:609–637
Fan H, Zivin JSG, Kou Z, Liu X, Wang H (2019) Going green in China: firms’ responses to stricter environmental regulation. National Bureau of Economic Research working paper No.26540:1–43
Felix RA, Hines JR (2009) Corporate taxes and union wages in the United States. National Bureau of Economic Research working paper No.15263:1–61
Fuest C, Peichl A, Siegloch S (2018) Do higher corporate taxes reduce wages? Micro evidence from Germany. Am Econ Rev 108:393–418
Fujiwara-Greve T, Greve HR (2004) The role of expectation in job search and the firm size effect on wages. Jpn Econ Rev 55:56–85
Garrett DG, Ohrn E, Suárez Serrato JC (2020) Tax policy and local labor market behavior. Am Econ Rev Insights 2:83–100
Geng Y, Liu W, Li K, Chen H (2021) Environmental regulation and corporate tax avoidance: a quasi-natural experiment based on the eleventh Five-Year Plan in China. Energy Econ 99:105312
Gollin D (2002) Getting income shares right. J Polit Econ 110:458–474
Gu T (2021) Wage payments and fixed capital investment in imperfect financial and labor markets: the case of China. China Econ J 14:243–290
Hadlock CJ, Pierce JR (2010) New evidence on measuring financial constraints: moving beyond the KZ index. Rev Financ Stud 23:1909–1940
He G, Wang S, Zhang B (2020) Watering down environmental regulation in China. Q J Econ 135:2135–2185
Heberer T, Senz A (2011) Streamlining local behavior through communication, incentives and control: a case study of local environmental policies in China. J Curr Chin Aff 40:77–112
Hering L, Poncet S (2014) Environmental policy and exports: evidence from Chinese cities. J Environ Econ Manag 68:296–318
Holmlund B (1990) Profit sharing, wage bargaining, and unemployment. Econ Inq 28:257–268
Hong H, Kacperczyk M (2009) The price of sin: the effects of social norms on markets. J Financ Econ 9:15–36
Jaffe AB, Peterson SR, Portney PR, Stavins RN (1995) Environmental regulation and the competitiveness of US manufacturing: what does the evidence tell Us? J Econ Lit 33:132–163
Jin H, Qian Y, Weingast B (2005) Regional decentralization and fiscal incentives: federalism, Chinese style. J Public Econ 89:1719–1742
Kahn ME, Li P, Zhao D (2015) Water pollution progress at borders: the role of changes in China’s political promotion incentives. Am Econ J Econ Policy 7:223–242
Karabarbounis L, Neiman B (2013) The global decline of the labor share. Q J Econ 129:61–103
Kline P, Petkova N, Williams H, Zidar O (2019) Who profits from patents? Rent-sharing at innovative firms. Q J Econ 134:1343–1404
Li C, McLinden C, Fioletov V, Krotkov N, Carn S, Joiner J, Streets D, He H, Ren X, Li Z, Dickerson RR (2017) India is overtaking China as the world’s largest emitter of anthropogenic sulfur dioxide. Sci Rep 7:14304
Lipscomb M, Mobarak AM (2016) Decentralization and pollution spillovers: EVIDENCE from the redrawing of county borders in Brazil. Rev Econ Stud 84:464–502
Liu M, Tan R, Zhang B (2021) The costs of “blue sky”: environmental regulation, technology upgrading, and labor demand in China. J Dev Econ 150:102610
Michelacci C, Quadrini V (2005) Borrowing from employees: wage dynamics with financial constraints. J Eur Econ Assoc 3:360–369
Myers SC, Majluf NS (1984) Corporate financing and investment decisions when firms have information that investors do not have. J Financ Econ 13:187–221
Okereke C, McDaniels D (2012) To what extent are EU steel companies susceptible to competitive loss due to climate policy. Energy Policy 46:203–215
Ren S, Li X, Yuan B, Li D, Chen X (2018) The effects of three types of environmental regulation on eco-efficiency: a cross-region analysis in China. J Clean Prod 173:245–255
Shi X, Xu Z (2018) Environmental regulation and firm exports: evidence from the eleventh five-year plan in China. J Environ Econ Manag 89:187–200
Suárez Serrato JC, Zidar O (2016) Who benefits from state corporate tax cuts? A local labor markets approach with heterogeneous firms. Am Econ Rev 106:2582–2624
Tang H, Liu J, Wu J (2020) The impact of command-and-control environmental regulation on enterprise total factor productivity: a quasi-natural experiment based on China’s “Two Control Zone” policy. J Clean Prod 254:120011
Wang S (2016) Fiscal competition and coordination: evidence from China. Department of Agricultural and Resource Economics, UC Berkeley working paper, pp 1–43
World Bank (2007) Cost of pollution in China: economic estimates of physical damages. World Bank Group, Washington, D.C. https://www.documents.worldbank.org/curated/en/782171468027560055/Cost-of-pollution-in-China-economic-estimates-of-physical-damages
Xu C (2011) The fundamental institutions of China’s reforms and development. J Econ Lit 49:1076–1151
Yu H, Liao L, Qu S, Fang D, Luo L, Xiong G (2021) Environmental regulation and corporate tax avoidance: a quasi-natural experiments study based on China’s new environmental protection law. J Environ Manage 296:113160
Zhang Q, Yu Z, Kong D (2019) The real effect of legal institutions: environmental courts and firm environmental protection expenditure. J Environ Econ Manag 98:102254
Zhao X, Liu C, Sun C, Yang M (2020) Does stringent environmental regulation lead to a carbon haven effect? Evidence from carbon-intensive industries in China. Energy Econ 86:104631
Zhou M, Wang B, Chen Z (2020) Has the anti-corruption campaign decreased air pollution in China? Energy Econ 91:104878
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This work was supported by the National Social Science Fund of China (No. 20FJYB051) and the Philosophy and Social Science Foundation of Hunan Province (No. 18ZWB23).
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Renrui Xiao conceived and designed the study and analyzed the results. Guangrong Tan provided the data and wrote the paper. Baocong Huang provided the data, wrote the paper, and analyzed the results. Yuanyue Luo provided the data and wrote the paper. All authors read and approved the final manuscript.
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Xiao, R., Tan, G., Huang, B. et al. The costs of “blue sky”: environmental regulation and employee income in China. Environ Sci Pollut Res 29, 54865–54881 (2022). https://doi.org/10.1007/s11356-022-19723-9
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DOI: https://doi.org/10.1007/s11356-022-19723-9