Can Civilized City Construction Promote Enterprise Green Innovation?
Abstract
:1. Introduction
2. Literature Review and Research Hypothesis
2.1. Literature Review
2.2. Research Hypothesis
3. Data and Method
3.1. Data
3.1.1. Dependent Variable
3.1.2. Independent Variable
3.2. Method
3.3. Variable Setting and Descriptive Statistics
4. Results and Discussion
4.1. Baseline Regression Result
4.2. Robustness Test
4.2.1. Parallel Trends Test
4.2.2. Placebo Test
4.2.3. Change Policy Implementation Time
4.2.4. Replace the Explained Variable
4.2.5. Propensity Score Match-DID (PSM-DID)
5. Further Analysis
5.1. Influence Mechanism Analysis
5.2. Heterogeneity Analysis
5.2.1. Green Innovation Classification
5.2.2. Monitoring Pressure
5.2.3. Regional Economic Development Level Differences
5.2.4. Enterprise Internal Control
5.3. Discussion
6. Conclusions
6.1. Conclusions
6.2. Policy Recommendations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variable Symbol | Variable Definition | Measurement Mode |
---|---|---|
SIZE | Enterprise size | Take the logarithm of the total assets of enterprise |
ROA | Enterprise profitability | Enterprise net profit divided by total assets |
Mshare | Level of managerial share ownership | Management shareholding figure divided by total equity |
Growth | Net profit growth rate | Current year operating income less previous year operating income/previous year operating income |
Lev | Financial leverage | Total enterprise liabilities divided by total assets |
INV | Inventory ratio | Ratio of net inventory to total assets |
Age | Enterprise age | The number of years the enterprise has been listed is logarithmic |
TobinQ | Tobin’s Q value | (Market value of tradable shares + number of non-tradable shares × net assets per share + book value of liabilities)/total assets |
Top10 | Top ten largest shareholders | Number of shares held by top 10 shareholders/total number of shares |
GDP | Regional gross domestic product | The gross domestic product of the city in which enterprise is located |
IND | Level of industrialization | The proportion of the added value of the secondary industry in GDP of the city where enterprise is located |
Variable | Obs | Mean | Std.Dev. | Min | Max |
---|---|---|---|---|---|
SIZE | 27,223 | 0.503 | 0.891 | 0 | 3.932 |
ROA | 27,223 | 0.465 | 0.499 | 0 | 1 |
Mshare | 27,223 | 12.945 | 19.976 | 0 | 68.894 |
Growth | 27,223 | −0.143 | 3.049 | −20.395 | 9.563 |
Lev | 27,223 | 3.509 | 3.166 | 1.165 | 20.183 |
INV | 27,223 | 22.037 | 1.281 | 19.83 | 26.094 |
Age | 27,223 | 1.922 | 0.923 | 0 | 3.258 |
TobinQ | 27,223 | 0.051 | 0.054 | −0.139 | 0.221 |
Top10 | 27,223 | 0.149 | 0.134 | 0 | 0.706 |
GDP | 27,223 | 59.562 | 15.044 | 24.093 | 90.497 |
IND | 27,223 | 2.799 | 1.996 | 0.897 | 11.724 |
(1) | (2) | (3) | |
---|---|---|---|
Variable | y | y | y |
DID | 0.082 *** | 0.083 *** | 0.041 ** |
(3.34) | (3.66) | (1.96) | |
INV | −0.447 *** | −0.321 *** | −0.329 *** |
(−6.18) | (−3.80) | (−3.71) | |
Mshare | 0.001 * | −0.000 | −0.000 |
(1.75) | (−0.49) | (−0.62) | |
Growth | −0.006 ** | −0.006 *** | −0.006 *** |
(−2.54) | (−2.76) | (−2.79) | |
Lev | −0.014 *** | −0.011 *** | −0.012 *** |
(−5.01) | (−4.10) | (−4.32) | |
Size | 0.205 *** | 0.218 *** | 0.211 *** |
(10.85) | (12.36) | (11.89) | |
Age | −0.161 *** | −0.105 *** | −0.099 *** |
(−10.71) | (−7.40) | (−6.85) | |
ROA | 0.404 * | 0.669 *** | 0.684 *** |
(1.86) | (3.24) | (3.37) | |
TOP10_w | −0.005 *** | −0.004 *** | −0.003 *** |
(−5.52) | (−4.30) | (−3.93) | |
TobinQ | 0.003 | −0.005 | −0.007 |
(0.70) | (−1.03) | (−1.50) | |
GDP | 0.003 ** | 0.001 | 0.002 |
(2.10) | (0.90) | (0.89) | |
IND | 0.007 *** | 0.006 *** | 0.003 |
(4.61) | (4.51) | (1.49) | |
Constant | −3.536 *** | −3.952 *** | −3.784 *** |
(−8.58) | (−10.27) | (−9.80) | |
Year fixed effect | Yes | Yes | Yes |
Industry fixed effect | No | Yes | Yes |
Regional fixed effect | No | No | Yes |
Observations | 27,223 | 27,223 | 27,219 |
Adjusted R2 | 0.197 | 0.269 | 0.294 |
The Policy is 1 Year Ahead of Schedule | The Policy is 2 Years Ahead of Schedule | T-1 Green Innovation | T-2 Green Innovation | PSM-DID | |
---|---|---|---|---|---|
Variable | y | y | y | y | y |
DID | 0.032 | 0.033 | 0.051 ** | 0.050 * | 0.074 ** |
(1.29) | (1.27) | (2.04) | (1.77) | (2.25) | |
INV | −0.329 *** | −0.328 *** | −0.365 *** | −0.431 *** | −0.358 *** |
(−3.55) | (−3.55) | (−3.52) | (−3.99) | (−3.27) | |
Mshare | −0.000 | −0.000 | −0.000 | −0.000 | −0.000 |
(−0.53) | (−0.52) | (−0.52) | (−0.43) | (−0.00) | |
Growth | −0.006 *** | −0.006 *** | −0.012 *** | −0.012 *** | −0.006 ** |
(−3.09) | (−3.08) | (−2.75) | (−2.64) | (−2.23) | |
Lev | −0.012 *** | −0.012 *** | −0.015 *** | −0.015 *** | −0.012 *** |
(−4.66) | (−4.67) | (−4.95) | (−4.33) | (−3.72) | |
Size | 0.211 *** | 0.211 *** | 0.226 *** | 0.244 *** | 0.206 *** |
(14.66) | (14.65) | (14.78) | (13.92) | (14.11) | |
Age | −0.098 *** | −0.098 *** | −0.105 *** | −0.112 *** | −0.093 *** |
(−6.17) | (−6.16) | (−6.13) | (−6.08) | (−5.52) | |
ROA | 0.685 *** | 0.685 *** | 1.106 *** | 1.108 *** | 0.822 *** |
(3.65) | (3.65) | (4.48) | (3.82) | (4.15) | |
TOP10_w | −0.003 *** | −0.003 *** | −0.003 *** | −0.003 *** | −0.004 ** |
(−3.06) | (−3.06) | (−3.00) | (−2.70) | (−2.58) | |
TobinQ | −0.007 | −0.006 | −0.006 | −0.003 | −0.011 * |
(−1.42) | (−1.41) | (−1.35) | (−0.45) | (−1.93) | |
GDP | 0.002 | 0.001 | 0.002 | 0.003 | 0.002 |
(0.82) | (0.81) | (1.15) | (1.04) | (0.96) | |
IND | 0.003 | 0.003 | 0.004 | 0.005 | 0.004 |
(1.30) | (1.29) | (1.38) | (1.54) | (1.46) | |
Constant | −3.778 *** | −3.781 *** | −4.126 *** | −4.504 *** | −3.720 *** |
(−13.80) | (−13.77) | (−13.17) | (−11.68) | (−10.59) | |
Year fixed effect | Yes | Yes | Yes | Yes | Yes |
Industry fixed effect | Yes | Yes | Yes | Yes | Yes |
Regional fixed effect | Yes | Yes | Yes | Yes | Yes |
Observations | 27,219 | 27,219 | 21,248 | 16,822 | 14,127 |
Adjusted R2 | 0.294 | 0.294 | 0.303 | 0.317 | 0.283 |
(1) | (2) | |
---|---|---|
Variable | ERi,j | SUBi,j |
DID | −0.042 *** | 0.066 * |
(−13.66) | (1.66) | |
INV | −0.005 | −0.368 ** |
(−1.32) | (−2.20) | |
Mshare | 0.000 | 0.002 ** |
(0.76) | (2.01) | |
Growth | −0.000 | −0.006 |
(−1.42) | (−1.49) | |
Lev | −0.000 | −0.025 *** |
(−1.35) | (−4.98) | |
Size | −0.000 | 0.865 *** |
(−0.72) | (47.29) | |
Age | 0.000 | −0.098 *** |
(0.16) | (−4.21) | |
ROA | 0.014 | 1.801 *** |
(1.47) | (5.89) | |
TOP10_w | −0.000 *** | −0.005 *** |
(−3.00) | (−3.49) | |
TobinQ | 0.000 | 0.027 *** |
(0.66) | (3.15) | |
GDP | 0.002 *** | 0.010 *** |
(9.66) | (3.12) | |
IND | −0.005 *** | 0.003 |
(−25.42) | (0.74) | |
Constant | 0.151 *** | −2.899 *** |
(14.65) | (−6.89) | |
Year fixed effect | Yes | Yes |
Industry fixed effect | Yes | Yes |
Regional fixed effect | Yes | Yes |
Observations | 23,438 | 24,446 |
Adjusted R2 | 0.855 | 0.492 |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | |
---|---|---|---|---|---|---|---|---|---|---|
Variable | y | y | y | y | y | y | y | y | y | y |
DID | 0.052 *** | 0.022 | 0.039 | 0.054 * | 0.026 | 0.052 * | 0.059 * | 0.024 | 0.031 | 0.053 * |
(2.69) | (1.29) | (1.55) | (1.67) | (0.78) | (1.77) | (1.67) | (0.89) | (1.08) | (1.93) | |
INV | −0.229 *** | −0.340 *** | −0.118 | −0.593 *** | −0.153 | −0.406 *** | −0.297 ** | −0.356 *** | −0.202 ** | −0.420 *** |
(−2.88) | (−4.96) | (−1.38) | (−4.26) | (−1.53) | (−3.16) | (−2.50) | (−2.99) | (−2.42) | (−3.57) | |
Mshare | −0.000 | −0.000 | −0.001 | 0.000 | −0.001 | −0.001 | 0.000 | −0.002 ** | 0.000 | −0.001 |
(−0.88) | (−0.31) | (−1.01) | (0.54) | (−0.80) | (−0.79) | (0.42) | (−2.31) | (0.41) | (−1.17) | |
Growth | −0.002 | −0.005 *** | −0.003 | −0.009 *** | −0.005 * | −0.008 ** | −0.008 ** | −0.003 | −0.003 | −0.016 *** |
(−1.22) | (−3.10) | (−1.34) | (−2.95) | (−1.69) | (−2.52) | (−2.41) | (−1.25) | (−1.28) | (−3.90) | |
Lev | −0.006 ** | −0.009 *** | −0.013 *** | −0.009 ** | −0.008 ** | −0.015 *** | −0.014 *** | −0.006 * | −0.008 *** | −0.014 *** |
(−2.42) | (−5.07) | (−4.65) | (−2.32) | (−2.07) | (−4.37) | (−3.90) | (−1.76) | (−2.58) | (−4.44) | |
Size | 0.206 *** | 0.151 *** | 0.112 *** | 0.241 *** | 0.131 *** | 0.228 *** | 0.207 *** | 0.217 *** | 0.171 *** | 0.239 *** |
(10.06) | (9.15) | (7.34) | (9.48) | (6.39) | (10.17) | (8.20) | (10.15) | (9.96) | (10.95) | |
Age | −0.069 *** | −0.075 *** | −0.082 *** | −0.097 *** | −0.099 *** | −0.108 *** | −0.076 *** | −0.131 *** | −0.135 *** | −0.096 *** |
(−5.32) | (−6.52) | (−5.22) | (−4.48) | (−5.20) | (−5.33) | (−3.86) | (−6.77) | (−6.76) | (−5.95) | |
ROA | 0.429 ** | 0.377 ** | 0.597 *** | 0.978 *** | 0.310 | 0.942 *** | 1.151 *** | 0.169 | 0.511 ** | 0.903 *** |
(2.20) | (2.37) | (2.88) | (3.29) | (1.25) | (3.28) | (3.86) | (0.69) | (2.46) | (3.24) | |
TOP10_w | −0.003 *** | −0.002 ** | −0.003 *** | −0.004 *** | −0.005 *** | −0.004 *** | −0.003 ** | −0.004 *** | −0.004 *** | −0.003 *** |
(−3.02) | (−2.13) | (−4.19) | (−2.83) | (−4.56) | (−2.95) | (−2.33) | (−3.80) | (−4.53) | (−2.98) | |
TobinQ | 0.003 | −0.007 ** | −0.015 *** | −0.009 | −0.014 ** | −0.013 ** | −0.010 | −0.003 | −0.010 * | −0.007 |
(0.77) | (−2.06) | (−2.72) | (−1.40) | (−2.28) | (−2.11) | (−1.63) | (−0.53) | (−1.90) | (−1.29) | |
GDP | 0.002 | −0.000 | 0.001 | 0.001 | 0.002 | −0.000 | 0.002 | 0.002 | 0.001 | 0.002 |
(1.23) | (−0.09) | (0.69) | (0.37) | (0.66) | (−0.11) | (0.45) | (0.87) | (0.29) | (0.81) | |
IND | 0.006 *** | −0.001 | 0.004 | 0.003 | 0.007 * | 0.005 | 0.003 | 0.004 | 0.001 | 0.004 |
(2.66) | (−0.70) | (1.52) | (0.76) | (1.72) | (1.56) | (0.95) | (0.91) | (0.20) | (1.49) | |
Constant | −4.008 *** | −2.705 *** | −1.707 *** | −4.418 *** | −2.074 *** | −4.057 *** | −3.781 *** | −3.841 *** | −2.777 *** | −4.422 *** |
(−8.98) | (−7.48) | (−5.17) | (−7.86) | (−4.65) | (−8.23) | (−6.77) | (−8.61) | (−7.45) | (−9.17) | |
Year fixed effect | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Industry fixed effect | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Regional fixed effect | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 27,219 | 27,219 | 13,685 | 11,904 | 8179 | 13,665 | 14,390 | 12,816 | 10,797 | 16,399 |
Adjusted R2 | 0.249 | 0.227 | 0.250 | 0.331 | 0.234 | 0.271 | 0.281 | 0.317 | 0.269 | 0.309 |
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Tang, X.; Zhang, Q.; Li, C.; Zhang, H.; Xu, H. Can Civilized City Construction Promote Enterprise Green Innovation? Sustainability 2024, 16, 3496. https://doi.org/10.3390/su16083496
Tang X, Zhang Q, Li C, Zhang H, Xu H. Can Civilized City Construction Promote Enterprise Green Innovation? Sustainability. 2024; 16(8):3496. https://doi.org/10.3390/su16083496
Chicago/Turabian StyleTang, Xuwei, Qi Zhang, Chunxin Li, Haitao Zhang, and Haiyun Xu. 2024. "Can Civilized City Construction Promote Enterprise Green Innovation?" Sustainability 16, no. 8: 3496. https://doi.org/10.3390/su16083496
APA StyleTang, X., Zhang, Q., Li, C., Zhang, H., & Xu, H. (2024). Can Civilized City Construction Promote Enterprise Green Innovation? Sustainability, 16(8), 3496. https://doi.org/10.3390/su16083496