Regional Sustainability ›› 2021, Vol. 2 ›› Issue (3): 256-263.doi: 10.1016/j.regsus.2021.11.002cstr: 32279.14.j.regsus.2021.11.002
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Received:
2021-03-23
Revised:
2021-08-19
Accepted:
2021-11-05
Published:
2021-07-30
Online:
2021-12-24
Contact:
LIANG Xiao
E-mail:liangx@szu.edu.cn
LIANG Xiao, FU Jing. Environmental improvement or industry enhancement? A case study on the impact of environmental regulations on Chinese automobile industry[J]. Regional Sustainability, 2021, 2(3): 256-263.
Table 3
Summary of variables used in this study as well as their sources."
Item | Variable | Calculation | Data source |
---|---|---|---|
Dependent variables | Total factor productivity (TFP) | Using the DEAP software to estimate the Malmquist index. | Annual company’s reports, Wind Economic database, and CSMAR database. |
Technological (TECH) | |||
Pure technical efficiency (PTE) | |||
Scale efficiency (SE) | |||
Explanatory variables | Environmental regulation (ER) | The investment in automobile industrial pollution treatment multiplied by the ratio of the output of the enterprise to the total output of the automobile industry. | Chinese Statistical Yearbooks and Chinese Statistical Yearbooks on Environment. |
Control variables | Enterprise’s age (AGE) | The number of years that the automobile enterprise has existed. | Annual company’s reports. |
Return on equity (RE) | The ratio of net income to the value of stakeholders’ equity. | Annual company’s reports, Wind Economic database, and CSMAR database. | |
Ratio of operating cash flow to operating profit (CA) | The ratio of operating cash flow to sales revenue in a given period. | Annual company’s reports, Wind Economic database, and CSMAR database. | |
Total asset growth rate (DE) | The ratio of asset increases to the total assets. | Annual company’s reports, Wind Economic database, and CSMAR database. | |
Receivables turnover ratio (CP) | The ratio of net credit sales to average accounts receivable. | Annual company’s reports, Wind Economic database, and CSMAR database. | |
Debt asset ratio (AB) | Total liabilities is divided by the total assets. | Annual company’s reports, Wind Economic database, and CSMAR database. | |
Enterprise scale (SC) | The assets of an enterprise. | Annual company’s reports, Wind Economic database, and CSMAR database. |
Table 4
Malmquist index to estimate the productivity of Chinese automobile industry during 2004-2018."
Period | Malmquist index | |||
---|---|---|---|---|
TFP | TECH | PTE | SE | |
2004-2005 | 1.327 | 1.883 | 0.889 | 0.825 |
2005-2006 | 1.130 | 0.777 | 1.189 | 1.236 |
2006-2007 | 1.420 | 0.872 | 1.235 | 1.543 |
2007-2008 | 1.125 | 0.981 | 0.857 | 1.372 |
2008-2009 | 1.363 | 0.974 | 1.342 | 0.977 |
2009-2010 | 1.391 | 1.207 | 1.169 | 1.165 |
2010-2011 | 1.288 | 4.689 | 0.617 | 0.835 |
2011-2012 | 0.912 | 1.007 | 1.081 | 0.863 |
2012-2013 | 1.069 | 0.917 | 1.055 | 1.137 |
2013-2014 | 0.942 | 0.925 | 0.969 | 1.060 |
2014-2015 | 1.064 | 0.662 | 1.064 | 1.551 |
2015-2016 | 1.155 | 0.826 | 1.182 | 1.179 |
2016-2017 | 1.213 | 0.947 | 1.006 | 1.316 |
2017-2018 | 1.220 | 0.919 | 1.090 | 1.266 |
Mean value | 1.175 | 1.239 | 1.050 | 1.155 |
Table 5
Regression results of the impact of environmental regulations on Chinese automobile industry."
Variable | TFP | TECH | PTE | SE |
---|---|---|---|---|
TFPi,t-1 | 0.428* (1.770) | - | - | - |
TECHi,t-1 | - | 0.050 (0.199) | - | - |
PTEi,t-1 | - | - | 0.212* (1.710) | - |
SEi,t-1 | - | - | - | 0.004 (0.113) |
ER | -1.060* (-1.704) | -1.171** (-2.443) | -1.212** (-2.131) | -0.306* (-1.895) |
ER2 | 0.164* (1.755) | 0.078** (2.213) | 0.111*** (2.957) | 0.028** (2.164) |
AGE | 0.067 (1.514) | -0.023 (-1.121) | 0.048*** (2.789) | 0.017** (2.062) |
RE | -6.072** (-2.316) | 1.178** (2.187) | 0.941 (0.775) | -1.536* (-1.775) |
CA | -0.028** (-2.196) | -0.024 (-0.900) | -0.011 (-1.055) | 0.070** (2.096) |
CP | -0.003 (-1.269) | -0.001 (-0.452) | 0.000 (0.271) | 0.002 (0.866) |
DE | 0.944*** (5.381) | 0.743* (1.665) | -0.565 (-0.947) | -0.069 (-0.278) |
AB | -0.539** (-2.546) | 0.739 (1.421) | 3.192* (1.774) | -0.884** (-2.546) |
SC | -3.213 (-1.625) | 0.184 (0.229) | -1.364** (-2.220) | -0.427 (-1.215) |
Constant | 20.361* (1.765) | 3.707 (0.968) | 10.072*** (2.835) | 4.751** (2.234) |
Observations | 944 | 944 | 899 | 899 |
AR(1) test | 0.002 | 0.029 | 0.034 | 0.014 |
AR(2) test | 0.194 | 0.542 | 0.240 | 0.346 |
Sargan test | 0.860 | 0.957 | 0.990 | 0.980 |
Hansen test | 0.992 | 0.997 | 0.976 | 1.000 |
Table 6
Comparison of emission standards for petrol passenger cars as well as implementation time between China and the EU."
Standard level | Carbon monoxide (CO) (g/km) | Nitrogen oxides (NOx) (g/km) | Hydrocarbon (HC)+NOx (g/km) | Implementation time | |
---|---|---|---|---|---|
China | EU | ||||
I | 2.7 | - | 0.9 | 2001 | 1992 |
II | 2.2 | - | 0.5 | 2004 | 1996 |
III | 2.3 | 0.15 | - | 2007 | 2000 |
IV | 1.0 | 0.08 | - | 2011 | 2005 |
V | 1.0 | 0.06 | - | 2017 | 2009 |
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