| Literature DB >> 36231275 |
Mingyue Wang1, Junbi Zhou2, Xiaojin Xia3, Zitong Wang1,4.
Abstract
Green technological innovation is an important force for high-quality economic development and high-level ecological environment protection. Environmental regulation and market financing are important factors affecting enterprise green technological innovation, while the relationship between environmental regulation and enterprise green technological innovation is most likely to be nonlinear. Additionally, this impact may be moderated by market financing. Based on the data of 2278 manufacturing enterprises in China, this article intends to empirically test the nonlinear relationship between environmental regulation and enterprise green technological innovation. Green technological innovation is divided into green process innovation and green product innovation. Based on this, the analysis of the heterogeneous impact of environmental regulations on different types of green technology innovation is implemented. Moreover, the moderating effect of external financing constraints on the relationship between environmental regulation and green technological innovation is further discussed. It shows that there is an inverted U-shaped relationship between environmental regulation and enterprise green technological innovation. This conclusion will not change due to the types of green technological innovation, while the impact of environmental regulation on enterprise green product innovation is greater than that of green process innovation. In addition, external financing constraints will reduce the impact of environmental regulation on enterprise green technological innovation. The research conclusions have certain reference value for deepening the understanding of green technological innovation and optimizing the relationship between government and market.Entities:
Keywords: environmental regulation; external financing constraints; green technological innovation; inverted U-shaped relation; manufacturing firms
Mesh:
Year: 2022 PMID: 36231275 PMCID: PMC9565843 DOI: 10.3390/ijerph191911972
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Figure 1Spatial distribution of data.
Definition and statistical characteristics of variables.
| Variable Name | Variable Definition | Sample Size | Mean | Standard Deviation | Minimum Value | Median | Maximum |
|---|---|---|---|---|---|---|---|
| Green process innovation | Logarithms of investment in technological innovation and technological transformation in 2013. | 1984 | −2.730 | 6.899 | −9.210 | −9.210 | 8.161 |
| Green product innovation | Logarithms of new product R&D investment in 2013. | 1942 | −3.081 | 6.862 | −9.210 | −9.210 | 8.471 |
| Green technological innovation | Logarithms of investment in technological innovation, technological transformation and new product R&D in 2013. | 1877 | −1.774 | 7.159 | −9.210 | 2.079 | 8.923 |
| Environmental regulation | Logarithms of environmental protection and pollution control fees paid in 2013. | 1956 | −3.836 | 5.378 | −9.210 | −1.609 | 5.799 |
| External financing constraints | Asset-liability ratio of enterprises at the end of 2013 (%). | 1220 | 44.922 | 30.835 | 0.000 | 43.000 | 500.000 |
| Enterprise history (year) | 2013 minus the enterprise establish year and then take the logarithm. | 2194 | 2.308 | 0.928 | −9.210 | 2.485 | 3.714 |
| Number of employees in enterprise | In 2013, the number of employees employed by enterprises and then take the logarithm. | 2241 | 4.677 | 1.610 | −9.210 | 4.736 | 10.309 |
| Entrepreneur’s age (year) | 2013 Subtract the entrepreneur’s birth year and then take the logarithm. | 2228 | 3.825 | 0.187 | 2.708 | 3.850 | 4.220 |
| Entrepreneur’s gender | The gender is set to 1 for men and 0 for women. | 2269 | 0.888 | 0.315 | 0.000 | 1.000 | 1.000 |
| Entrepreneur’s education | 1 for primary school and below, 2 for junior high school, and so on, 6 for graduate students. | 2246 | 4.037 | 1.113 | 1.000 | 4.000 | 6.000 |
| Enterprise sales profit rate | Ratio of sales profit to operating income of enterprises in 2013 | 2034 | −0.021 | 3.912 | −17.516 | 0.044 | 0.940 |
| Enterprise development environment | The development environment of enterprises has improved in the past two years. | 2257 | 3.264 | 1.057 | 1.000 | 4.000 | 5.000 |
| Political features of entrepreneurs | Enterprise members of the Communist Party of China are 1, and the rest are 0. | 2278 | 0.382 | 0.486 | 0.000 | 0.000 | 1.000 |
| Foreign investment of enterprises | Logarithms of enterprises’ overseas investment in 2013. | 2047 | −8.803 | 2.367 | −9.210 | −9.210 | 8.343 |
| Enterprise annual staff training fee | Logarithms of annual employee training expenses of enterprises in 2013. | 2016 | 0.143 | 4.035 | −6.908 | 1.610 | 8.517 |
| Entrepreneur’s political identity | Member of the National People’s Congress or CPPCC are 1, and the rest are 0. | 2278 | 0.414 | 0.493 | 0.000 | 0.000 | 1.000 |
Correlation coefficient of main variables.
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
| 1.00 | |||||||||||||||
|
| - | 1.00 | ||||||||||||||
|
| - | - | 1.00 | |||||||||||||
|
| 0.18 *** | 0.16 *** | 0.16 *** | 1.00 | ||||||||||||
|
| −0.00 | 0.00 | 0.02 | −0.03 | 1.00 | |||||||||||
|
| 0.05 | 0.04 | 0.05 | 0.09 *** | 0.02 | 1.00 | ||||||||||
|
| 0.32 *** | 0.29 *** | 0.34 *** | 0.33 *** | 0.04 | 0.15 *** | 1.00 | |||||||||
|
| 0.05 | 0.01 | 0.06 | 0.00 | 0.11 *** | 0.28 *** | 0.09 *** | 1.00 | ||||||||
|
| −0.00 | −0.03 | −0.03 | −0.02 | −0.03 | −0.04 | −0.09 *** | −0.07 ** | 1.00 | |||||||
|
| 0.11 *** | 0.16 *** | 0.15 *** | 0.06 * | −0.04 | −0.02 | 0.23 *** | −0.16 *** | −0.03 | 1.00 | ||||||
|
| 0.12 *** | 0.09 *** | 0.11 *** | −0.03 | −0.10 *** | −0.00 | 0.04 | −0.04 | 0.01 | −0.06 | 1.00 | |||||
|
| 0.12 *** | 0.10 *** | 0.10 *** | 0.12 *** | −0.11 *** | −0.04 | 0.14 *** | −0.07 ** | −0.03 | 0.13 *** | 0.08 ** | 1.00 | ||||
|
| 0.12 *** | 0.10 *** | 0.13 *** | 0.16 *** | −0.02 | 0.09 *** | 0.16 *** | 0.17 *** | −0.10 *** | 0.14 *** | −0.01 | 0.07 ** | 1.00 | |||
|
| 0.12 *** | 0.10 *** | 0.11 *** | 0.09 *** | 0.02 | 0.09 ** | 0.13 *** | 0.03 | 0.01 | 0.00 | 0.04 | −0.00 | 0.06 | 1.00 | ||
|
| 0.39 *** | 0.40 *** | 0.43 *** | 0.27 *** | −0.02 | 0.11 *** | 0.46 *** | 0.00 | −0.03 | 0.22 *** | 0.06 * | 0.18 *** | 0.16 *** | 0.11 *** | 1.00 | |
|
| 0.16 *** | 0.13 *** | 0.15 *** | 0.21 *** | 0.00 | 0.15 *** | 0.25 *** | 0.12 *** | −0.06 * | 0.12 *** | −0.04 | 0.05 | 0.19 *** | 0.07 ** | 0.20 *** | 1.00 |
Note: * p < 0.10, ** p < 0. 05 and *** p < 0.01.
Impact of environmental regulation on enterprise green technological innovation.
| Variables | Green Technological Innovation | Green Process Innovation | Green Product Innovation |
|---|---|---|---|
| Model 1 | Model 2 | Model 3 | |
| Environmental regulation | 0.516 *** | 0.372 * | 0.479 ** |
| (0.199) | (0.195) | (0.197) | |
| Square of environmental regulation | −0.463 *** | −0.285 * | −0.428 ** |
| (0.173) | (0.170) | (0.172) | |
| Enterprise history (year) | −0.004 | −0.033 | 0.039 |
| (0.137) | (0.133) | (0.126) | |
| Number of employees in enterprise | 0.822 *** | 0.720 *** | 0.739 *** |
| (0.170) | (0.161) | (0.127) | |
| Entrepreneur’s age (year) | 0.514 | 0.759 | 0.154 |
| (1.019) | (0.970) | (0.982) | |
| Entrepreneur’s gender | −0.382 | −0.222 | −0.227 |
| (0.542) | (0.520) | (0.514) | |
| Entrepreneur’s education | 0.199 | 0.012 | 0.420 *** |
| (0.163) | (0.155) | (0.161) | |
| Enterprise sales profit rate | 0.013 ** | 0.008 | 0.006 |
| (0.005) | (0.006) | (0.005) | |
| Enterprise development environment | 0.160 | 0.144 | 0.180 |
| (0.159) | (0.154) | (0.155) | |
| Political features of entrepreneurs | 0.586 | 0.504 | 0.209 |
| (0.362) | (0.347) | (0.347) | |
| Foreign investment of enterprises | 0.226 ** | 0.211 ** | 0.170 * |
| (0.090) | (0.087) | (0.090) | |
| Enterprise annual staff training fee | 0.575 *** | 0.499 *** | 0.536 *** |
| (0.047) | (0.044) | (0.041) | |
| Entrepreneur’s political identity | 0.507 | 0.538 | 0.353 |
| (0.359) | (0.349) | (0.350) | |
| constant term | −6.245 | −7.245 * | −7.468 * |
| (4.178) | (4.040) | (4.043) | |
|
| 0.223 | 0.196 | 0.207 |
| Adjusted | 0.216 | 0.189 | 0.200 |
|
| 41.454 | 34.890 | 40.685 |
|
| 1431 | 1487 | 1466 |
Standard errors in parentheses. * p < 0. 10, ** p < 0. 05, *** p < 0. 01.
Moderating effect of external financing constraints on the relationship between environmental regulation and enterprise green process innovation.
| Variables | Green Technological Innovation | Green Process Innovation | Green Product Innovation |
|---|---|---|---|
| Model 4 | Model 5 | Model 6 | |
| Environmental regulation | 1.897 *** | 1.908 *** | 1.974 *** |
| (0.459) | (0.486) | (0.424) | |
| Square of environmental regulation | −1.728 *** | −1.678 *** | −1.772 *** |
| (0.391) | (0.413) | (0.362) | |
| External financing constraints | −0.017 * | −0.025 * | −0.024 ** |
| (0.013) | (0.015) | (0.011) | |
| External financing constraints × environmental regulation | −0.026 *** | −0.029 *** | −0.029 *** |
| (0.009) | (0.010) | (0.008) | |
| External financing constraints× square of environmental regulation | 0.025 *** | 0.027 *** | 0.027 *** |
| (0.008) | (0.008) | (0.007) | |
| Enterprise history (year) | −0.295 | −0.304 | −0.155 |
| (0.234) | (0.238) | (0.242) | |
| Number of employees in enterprise | 0.818 *** | 0.761 *** | 0.589 *** |
| (0.179) | (0.182) | (0.167) | |
| Entrepreneur’s age (year) | 1.866 | 1.911 | 1.013 |
| (1.285) | (1.253) | (1.285) | |
| Entrepreneur’s gender | −0.036 | 0.538 | −0.248 |
| (0.691) | (0.676) | (0.680) | |
| Entrepreneur’s education | 0.342 * | 0.168 | 0.528 ** |
| (0.202) | (0.199) | (0.207) | |
| Enterprise sales profit rate | 4.322 *** | 5.017 *** | 3.885 *** |
| (1.558) | (1.593) | (1.476) | |
| Enterprise development environment | 0.127 | 0.259 | 0.153 |
| (0.209) | (0.207) | (0.212) | |
| Political features of entrepreneurs | 0.444 | 0.361 | 0.222 |
| (0.458) | (0.451) | (0.455) | |
| Foreign investment of enterprises | 0.161 * | 0.132 | 0.127 |
| (0.092) | (0.099) | (0.097) | |
| Enterprise annual staff training fee | 0.645 *** | 0.541 *** | 0.599 *** |
| (0.066) | (0.064) | (0.060) | |
| Entrepreneur’s political identity | 0.417 | 0.575 | 0.244 |
| (0.451) | (0.450) | (0.456) | |
| constant term | −10.678 ** | −12.201 ** | −8.536 |
| (5.193) | (5.145) | (5.271) | |
|
| 0.251 | 0.216 | 0.214 |
| Adjusted | 0.236 | 0.202 | 0.199 |
|
| 24.960 | 21.008 | 20.954 |
|
| 846 | 881 | 875 |
Standard errors in parentheses. * p < 0. 10, ** p < 0. 05, *** p < 0. 01.
Robustness test results.
| Variables | Green Technological Innovation | Green Process Innovation | Green Product Innovation |
|---|---|---|---|
| Model 1 | Model 2 | Model 3 | |
| Environmental regulation | 1.726 *** | 1.571 *** | 1.621 *** |
| (0.389) | (0.380) | (0.341) | |
| Square of environmental regulation | −1.424 *** | −1.264 *** | −1.338 *** |
| (0.337) | (0.329) | (0.294) | |
| External financing constraints | −0.013 | −0.017 | −0.012 |
| (0.012) | (0.012) | (0.009) | |
| External financing constraints × environmental regulation | −0.020 ** | −0.021 *** | −0.020 *** |
| (0.008) | (0.008) | (0.007) | |
| External financing constraints× square of environmental regulation | 0.019 *** | 0.020 *** | 0.019 *** |
| (0.007) | (0.007) | (0.006) | |
| Control variable | Controlled | Controlled | Controlled |
| - | - | - | |
| constant term | −2.439 | −4.116 | −2.140 |
| (3.719) | (3.489) | (3.514) | |
|
| 0.204 | 0.196 | 0.174 |
| Adjusted | 0.196 | 0.188 | 0.166 |
|
| 38.269 | 36.323 | 31.061 |
|
| 1701 | 1767 | 1747 |
Standard errors in parentheses. ** p < 0. 05, *** p < 0. 01.