Can ESG Disclosure Stimulate Corporations’ Sustainable Green Innovation Efforts? Evidence from China
Abstract
:1. Introduction
2. Literature Review and Hypothesis Development
2.1. ESG Disclosure and Firms’ Sustainable Green Innovation
2.2. Moderation Effect of Public Environmental Concern (PEC) and Corporate Digital Transformation (CDT)
3. Research Methodology
3.1. Sample Selection and Data Sources
3.2. Variable Selection
3.2.1. Independent Variable
3.2.2. Dependent Variable
3.2.3. Moderation Variables
3.2.4. Control Variables
3.3. Empirical Model
4. Results
4.1. Descriptive Statistics Analysis
4.2. Regression Results and Analysis
4.3. Robustness Test
4.3.1. Alternative Independent Variable
4.3.2. Alternative Dependent Variable
4.3.3. Endogeneity Tests
5. Further Analysis: Heterogeneity Test and Moderation Effect Analysis
5.1. Heterogeneity Test
5.1.1. Heterogeneity Analysis on Firm Level
5.1.2. Heterogeneity Analysis on Regional Level
5.2. Moderation Effect Analysis
5.2.1. Informal External Pressure Moderation: Public Environmental Concern (PEC)
5.2.2. Internal Development Moderation: Corporate Digital Transformation (CDT)
6. Conclusions and Implications
6.1. Conclusions
6.2. Implications
6.3. Limitations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Item | Variable | Description |
---|---|---|
ESG_score | ESG Composite Rating | All listed companies were rated by ESG rating score |
Innovation | Firms’ Sustainable Green Innovation | The year-over-year growth rate of (the total number of patent applications between years t − 1 and t) compared to (the total from years t − 2 to t − 1), multiplied by (the combined total of patent applications for years t − 1 and t). |
Baidu_Index | Public Environmental Concern | Baidu Search Index—Daily Average |
DIGI_score | Digital transformation | Using text analysis and expert scoring methods to measure. |
tpq | Firm size | Tobin’s Q. |
age | Firm age | The logarithm of the total days since the firm was first listed. |
holder | Equity concentration | The proportion of shares owned by the 5 largest shareholders. |
board | Number of directors | The log-transformed count of board directors. |
hindex | Industry concentration | Measurement based on the Herfindahl–Hirschman Index. |
gdp | GDP | The log value of the provincial GDP. |
Firm | Firm control | Firm-specific fixed effects are accounted. |
Year | Year control | Time-specific fixed effects are accounted. |
Variable | Obs | Mean | Std. Dev. | Min | Max |
---|---|---|---|---|---|
Innovation | 19,637 | 0.010 | 0.127 | 0.000 | 15.931 |
ESG_score | 19,637 | 4.124 | 1.163 | 0.000 | 7.750 |
Baidu_Index | 19,637 | 2.353 | 2.316 | 0.000 | 12.740 |
DIGI_score | 19,637 | 0.140 | 0.347 | 0.000 | 5.890 |
tpq | 19,637 | 0.022 | 0.065 | 0.006 | 7.296 |
age | 19,637 | 10.351 | 7.752 | 1.000 | 32.000 |
share | 19,637 | 5.527 | 1.613 | 0.000 | 9.847 |
board | 19,637 | 8.583 | 1.802 | 0.000 | 21.000 |
Hindex | 19,637 | 0.205 | 0.186 | 0.000 | 1.000 |
gdp | 19,637 | 1.073 | 0.029 | 0.946 | 1.164 |
Variable | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) |
---|---|---|---|---|---|---|---|---|---|---|
Innovation | 1 | |||||||||
ESG_score | 0.151 *** | 1 | ||||||||
Baidu_Index | 0.054 *** | 0.033 *** | 1 | |||||||
DIGI_score | 0.149 *** | 0.076 *** | 0.246 *** | 1 | ||||||
tpq | −0.077 *** | −0.151 *** | 0.078 *** | 0.078 *** | 1 | |||||
age | −0.006 | −0.064 *** | 0.063 *** | 0.059 *** | −0.031 *** | 1 | ||||
share | 0.021 *** | 0.137 *** | 0.043 *** | −0.097 *** | −0.121 *** | −0.204 *** | 1 | |||
board | 0.060 *** | 0.055 *** | −0.057 *** | −0.105 *** | −0.137 *** | 0.104 *** | 0.090 *** | 1 | ||
Hindex | −0.030 *** | −0.059 *** | 0.023 *** | 0.032 *** | 0.013 * | −0.042 *** | 0.066 *** | 0.029 *** | 1 | |
gdp | −0.050 *** | 0.016 ** | −0.173 *** | −0.229 *** | 0.032 *** | −0.344 *** | 0.088 *** | 0.070 *** | 0.031 *** | 1 |
Variable | (1) | (2) | (3) |
---|---|---|---|
Innovation | Innovation | Innovation | |
ESG_score | 0.588 *** | 0.545 *** | 0.131 *** |
(9.979) | (9.229) | (4.872) | |
tpq | −0.041 *** | 0.005 | |
(−4.351) | (0.672) | ||
age | −0.050 | 0.040 | |
(−1.383) | (0.783) | ||
share | −2.986 | −5.175 | |
(−0.297) | (−1.260) | ||
board | 0.362 ** | 0.077 | |
(2.167) | (1.145) | ||
Hindex | −0.143 | −0.090 | |
(−1.217) | (−1.167) | ||
gdp | −2.957 *** | 1.280 | |
(−5.036) | (1.593) | ||
cons | −0.200 ** | 13.213 *** | −6.588 * |
(−2.524) | (4.219) | (−1.697) | |
N | 19,637 | 19,637 | 19,637 |
adj. R-sq | 0.023 | 0.031 | 0.667 |
Firm FE | No | No | Yes |
Year FE | No | No | Yes |
Variable | (1) | (2) | (3) |
---|---|---|---|
Innovation | Innovation | Innovation | |
ESG_r | 0.083 *** | 0.088 *** | 0.088 *** |
(5.920) | (5.373) | (7.059) | |
tpq | −0.060 *** | −0.071 *** | |
(−6.257) | (−7.354) | ||
age | −0.113 *** | 0.016 | |
(−3.004) | (0.412) | ||
share | −4.639 | 7.116 | |
(−0.449) | (0.908) | ||
board | 0.324 * | 0.445 *** | |
(1.852) | (3.674) | ||
Hindex | −0.222 * | −0.049 | |
(−1.830) | (−0.633) | ||
gdp | −3.096 *** | 1.744 | |
(−5.475) | (1.326) | ||
cons | 0.494 *** | 14.848 *** | −9.983 |
(12.431) | (4.919) | (−1.597) | |
N | 19,637 | 19,637 | 19,637 |
adj. R-sq | 0.014 | 0.026 | 0.200 |
Firm FE | No | No | Yes |
Year FE | No | No | Yes |
Variable | (1) | (2) | (3) |
---|---|---|---|
Patent | Patent | Patent | |
ESG_score | 0.437 *** | 0.404 *** | 0.447 *** |
(9.531) | (8.829) | (9.208) | |
tpq | −0.032 *** | −0.041 *** | |
(−4.820) | (−5.616) | ||
age | −0.029 | 0.065 ** | |
(−1.043) | (2.159) | ||
share | 0.058 | 6.244 | |
(0.008) | (1.154) | ||
board | 0.266 ** | 0.332 *** | |
(2.143) | (3.662) | ||
Hindex | −0.071 | −0.024 | |
(−0.751) | (−0.384) | ||
gdp | −1.873 *** | 1.168 | |
(−4.756) | (1.240) | ||
_cons | −0.163 *** | 8.183 *** | −7.369 |
(−2.665) | (3.894) | (−1.647) | |
N | 19,637 | 19,637 | 19,637 |
adj. R-sq | 0.023 | 0.031 | 0.210 |
Firm FE | No | No | Yes |
Year FE | No | No | Yes |
Variable | (1) | (2) |
---|---|---|
ESG_Score | Innovation | |
FundN | 0.001 *** | |
(5.872) | ||
FundV | 0.002 *** | |
(4.889) | ||
ESG_score | 0.986 ** | |
(2.243) | ||
tpq | −0.012 *** | 0.014 |
(−4.251) | (1.422) | |
age | −0.080 *** | 0.120 |
(−8.019) | (1.536) | |
share | 8.498 *** | −12.070 |
(5.441) | (−1.547) | |
board | −0.007 | 0.029 |
(−0.293) | (0.366) | |
Hindex | −0.051 *** | −0.027 |
(−2.748) | (−0.386) | |
gdp | 0.131 | 0.743 |
(0.663) | (0.982) | |
Firm FE | Yes | Yes |
Year FE | Yes | Yes |
N | 19,637 | 19,637 |
Kleibergen–Paap rk LM statistic | 70.933 *** | |
Kleibergen–Paap Wald rk F statistic | 46.656 *** | |
Hansen J statistic | Chi-sq (1) p-val = 0.9862 | |
Endogeneity test | Chi-sq (1) p-val = 0.0086 | |
F | 46.656 |
Based on Industry | Based on Region | |||||
---|---|---|---|---|---|---|
Non-Pollution | Key Pollution | Northeast | Eastern | Central | Western | |
(1) | (2) | (3) | (4) | (5) | (6) | |
Innovation | Innovation | Innovation | Innovation | Innovation | Innovation | |
ESG_score | 0.101 ** | 0.155 *** | 0.146 ** | 0.111 *** | 0.133 ** | 0.152 *** |
(2.416) | (5.365) | (2.128) | (3.555) | (2.323) | (2.870) | |
tpq | 0.029 *** | −0.002 | 0.015 | 0.002 | 0.019 | 0.001 |
(3.146) | (−0.260) | (0.621) | (0.301) | (1.562) | (0.093) | |
age | −0.167 *** | 0.105 *** | −0.405 *** | 0.022 | 0.045 | 0.234 *** |
(−2.825) | (2.989) | (−3.764) | (0.595) | (0.649) | (2.890) | |
share | 0.875 | −6.277 | 8.135 | −8.483 ** | −0.724 | 0.403 |
(0.134) | (−1.592) | (0.562) | (−2.021) | (−0.093) | (0.050) | |
board | 0.039 | 0.038 | 0.315 * | 0.040 | 0.189 | −0.008 |
(0.398) | (0.633) | (1.668) | (0.600) | (1.636) | (−0.054) | |
Hindex | 0.048 | −0.106 ** | −0.371 | −0.103 * | 0.008 | 0.010 |
(0.323) | (−2.031) | (−1.437) | (−1.804) | (0.048) | (0.106) | |
gdp | −1.526 | 2.338 *** | −3.085 * | 2.555 *** | 0.824 | −0.198 |
(−1.547) | (3.524) | (−1.705) | (2.787) | (0.682) | (−0.136) | |
_cons | 7.767 * | −10.565 *** | 14.672 * | −11.247 *** | −3.959 | 0.626 |
(1.677) | (−3.393) | (1.736) | (−2.615) | (−0.697) | (0.093) | |
N | 5384 | 13,939 | 1007 | 12,955 | 3021 | 2737 |
adj. R-sq | 0.613 | 0.688 | 0.584 | 0.672 | 0.680 | 0.651 |
Firm FE | Yes | Yes | Yes | Yes | Yes | Yes |
Year FE | Yes | Yes | Yes | Yes | Yes | Yes |
Variable | (1) | (2) |
---|---|---|
Innovation | Innovation | |
ESG_score | 0.132 *** | 0.119 *** |
(5.594) | (5.102) | |
Baidu_Index | −0.005 | |
(−0.194) | ||
Baidu_Index × ESG_score | 0.032 | |
(1.529) | ||
DIGI_score | 0.039 *** | |
(5.194) | ||
DIGI_score × ESG_score | 0.057 *** | |
(3.543) | ||
tpq | 0.005 | 0.005 |
(0. 937) | (0. 966) | |
age | 0.036 | 0.028 |
(1.244) | (0.982) | |
share | −4.956 | −5.697 * |
(−1.522) | (−1.224) | |
board | 0.073 | 0.056 |
(1.422) | (1.081) | |
Hindex | −0.091 * | −0.091 * |
(−1.945) | (−1.941) | |
gdp | 1.224 ** | 1.179 ** |
(2.266) | (2.182) | |
_cons | −5.165 ** | −4.869 * |
(−2.037) | (−1.920) | |
N | 19,637 | 19,637 |
adj. R-sq | 0.667 | 0.668 |
Firm FE | Yes | Yes |
Year FE | Yes | Yes |
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Li, M.; Rasiah, R. Can ESG Disclosure Stimulate Corporations’ Sustainable Green Innovation Efforts? Evidence from China. Sustainability 2024, 16, 9390. https://doi.org/10.3390/su16219390
Li M, Rasiah R. Can ESG Disclosure Stimulate Corporations’ Sustainable Green Innovation Efforts? Evidence from China. Sustainability. 2024; 16(21):9390. https://doi.org/10.3390/su16219390
Chicago/Turabian StyleLi, Miao, and Rajah Rasiah. 2024. "Can ESG Disclosure Stimulate Corporations’ Sustainable Green Innovation Efforts? Evidence from China" Sustainability 16, no. 21: 9390. https://doi.org/10.3390/su16219390
APA StyleLi, M., & Rasiah, R. (2024). Can ESG Disclosure Stimulate Corporations’ Sustainable Green Innovation Efforts? Evidence from China. Sustainability, 16(21), 9390. https://doi.org/10.3390/su16219390