Corporate Dual-Organizational Performance and Substantive Green Innovation Practices: A Quasi-Natural Experiment Analysis Based on ESG Rating Events
Abstract
1. Introduction
2. Research Hypotheses
2.1. ESG Ratings and Corporate Dual-Organizational Performance
2.2. Mediating Mechanism of Substantive Green Innovation
2.3. Moderating Mechanism of Corporate Environmental Awareness and Environmental Penalty Intensity
3. Model Setup and Indicator Selection
3.1. Sample Selection
3.2. Variable Definitions
3.2.1. Dependent Variable
3.2.2. Independent Variable
3.2.3. Control Variables
3.3. Model Construction
4. Empirical Analysis and Results
4.1. Descriptive Statistics
4.2. Correlation Analysis
4.3. Multi-Period Difference-in-Differences Test
4.4. Robustness Test
4.4.1. Parallel Trend Test
4.4.2. Heterogeneous Treatment Effects
4.4.3. Other Robustness Tests
5. Conditional Mediation Model
5.1. Path Analysis
5.2. Further Analysis
5.3. Path Testing
6. Heterogeneity Analysis
6.1. ESG Rating Discrepancy
6.2. Ownership Structure
6.3. Corporate Life Cycle
7. Discussion, Conclusions, and Policy Recommendations
7.1. Discussion
7.2. Conclusions
7.3. Policy Recommendations
7.3.1. Encouraging the Integration of Green Patent Quality Assessment into the ESG Evaluation System
7.3.2. Adopting a “Dual Incentive-Constraint” Policy Tool to Regulate Environmental Behavior
7.3.3. Developing Differentiated Policies Based on Business Attributes
7.3.4. Building a Dynamic, Interactive Feedback System Through Sustainable Development
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A. Data Collection and Processing Procedure
Appendix A.1. Patent Data from WIPO IPC Green Inventory
Appendix A.2. Patent Data from CNIPA
Appendix A.3. Cross-Validation Using CNRDS Green Patent Research Database
Appendix A.4. Firm-Level Financial Data and Control Variables
References
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Variable | Dimension | Measurement Method | Data Source | |
---|---|---|---|---|
Dependent Variable | Dual Organizational Performance (Tdp) | Financial Performance (Econ) Environmental Performance (Evir) | Tobin’s Q Index | CSMAR Database |
Log of Hexun Environmental Score | Wind Database | |||
Independent Variable | ESG Rating (ESG) | Grouping and Time Dummy Variable | The ESG policy time shock is measured using the interaction term (Treat × Post) to capture the policy’s impact after implementation | Shang Dao Rong LV Rating Agency |
Mediating Variable | Substantive Green Innovation (Inno) | Green Patent Authorization Quantity (Green) Green Patent Application Quantity (Green1) Green Patent Authorization Citation Quality (Anuctd) | Database Results Correcting and Comparing | CNRDS Database, CSMAR Database, National Intellectual Property Office Patent Database |
Moderating Variables | Corporate Environmental Awareness (Sum) | Scoring is based on the disclosure of keywords such as Environmental Concepts, Goals, Management Systems, Education, Special Actions, Emergency Mechanisms, Honors, and ‘Three Simultaneities’ (0/1/2 for No/Qualitative/Quantitative Disclosure) | 2009–2023 Listed Companies’ CSR Reports, Sustainability Reports | |
Environmental Penalty Intensity (Pub) | The ratio of environmental penalty cases at the prefecture-level city to local sulfur dioxide emissions is used to measure government penalty intensity | Peking University Lawbao Judicial Case Search System for annual environmental penalty cases at the prefecture-level cities | ||
ESG Rating Discrepancy (ESGU) | Standardized treatment of annual company ESG rankings, deviation average of any two rating agencies’ ranking combinations | Hua Zheng, Wind, FTSE Russell, Meng Lang, Shang Dao Rong LV, and MSCI Rating Agencies | ||
Control Variables | Firm Size (Size) | Natural logarithm of total market value | CSMAR Database | |
Book-to-Market Ratio (BM) | Net assets/total market value | |||
Cash Ratio (Cash) | Net cash flow from operating activities/total assets | |||
Institutional Investor Ownership (Inst) | Number of shares held by institutional investors/total shares | |||
Ownership Concentration (Top10) | Number of shares held by the top 10 shareholders/total shares | |||
Capita Sales (Psale) | Sales revenue/number of employees |
Variable | Sample Size | Mean | Standard Deviation | Min Value | ||
---|---|---|---|---|---|---|
Overall | Treatment Group | Control Group | ||||
ESG | 34,135 | 0.153 | 1 | 0 | 0.36 | 0 |
Tdp1 | 34,135 | 0.133 | 0.142 | 0.116 | 0.123 | −0.567 |
Envi1 | 34,135 | 3.998 | 4.166 | 3.967 | 0.688 | 0 |
Econ | 34,135 | 2.055 | 1.844 | 2.094 | 1.433 | 0.83 |
Green | 34,107 | 1.697 | 7.613 | 0.629 | 15.026 | 0 |
Green1 | 34,107 | 3.195 | 11.575 | 1.682 | 16.576 | 0 |
Anuctd2 | 34,135 | 0.387 | 0.875 | 0.299 | 0.964 | 0 |
Regu1 | 26,045 | 0.255 | 0.217 | 0.261 | 0.099 | −2.095 |
Media | 33,233 | 0.347 | 0.517 | 0.316 | 0.428 | −1 |
Size | 34,135 | 0.223 | 0.24 | 0.22 | 0.014 | 0.194 |
BM | 34,135 | 0.629 | 0.724 | 0.612 | 0.257 | 0.104 |
Cash | 34,135 | 0.85 | 0.595 | 0.895 | 1.491 | 0.013 |
Inst | 34,135 | 0.452 | 0.571 | 0.43 | 0.24 | 0.003 |
Top10 | 34,135 | 0.564 | 0.602 | 0.557 | 0.157 | 0.214 |
Gdp | 29,518 | 1.017 | 1.274 | 0.97 | 0.473 | 0.052 |
Psale | 34,135 | 0.139 | 0.143 | 0.138 | 0.009 | 0.118 |
Tdp1 | DID | Envi4 | Econ1 | Regu1 | Media | ESGU | Size | BM | Cash | Inst | |
---|---|---|---|---|---|---|---|---|---|---|---|
ESG | 0.085 ** | ||||||||||
Envi4 | 0.326 ** | 0.034 ** | |||||||||
Econ1 | 0.049 ** | −0.063 ** | −0.056 ** | ||||||||
Regu1 | 0.018 ** | −0.151 ** | 0.070 ** | 0.052 ** | |||||||
Media | 0.062 ** | 0.170 ** | −0.013 * | −0.087 ** | −0.187 ** | ||||||
ESGU | 0.140 ** | 0.092 ** | 0.201 ** | −0.115 ** | 0.052 ** | 0.064 ** | |||||
Size | 0.034 ** | 0.534 ** | 0.144 ** | −0.448 ** | −0.106 ** | 0.157 ** | 0.213 ** | ||||
BM | −0.097 ** | 0.158 ** | 0.059 ** | −0.795 ** | −0.067 ** | 0.088 ** | 0.103 ** | 0.593 ** | |||
Cash | 0.171 ** | −0.073 ** | 0.063 ** | 0.116 ** | 0.020 ** | −0.058 ** | 0.054 ** | −0.244 ** | −0.156 ** | ||
Inst | 0.119 ** | 0.212 ** | 0.151 ** | −0.074 ** | 0.060 ** | −0.005 | 0.084 ** | 0.419 ** | 0.164 ** | −0.091 ** | |
Top10 | 0.204 ** | 0.105 ** | 0.143 ** | −0.146 ** | 0.050 ** | −0.013 * | 0.142 ** | 0.201 ** | 0.169 ** | 0.135 ** | 0.550 ** |
Gdp | −0.012 * | 0.232 ** | −0.054 ** | −0.046 ** | −0.357 ** | 0.164 ** | 0.060 ** | 0.179 ** | 0.078 ** | −0.040 ** | −0.082 ** |
Psale | 0.058 ** | 0.218 ** | 0.102 ** | −0.216 ** | −0.124 ** | 0.072 ** | 0.077 ** | 0.442 ** | 0.313 ** | −0.163 ** | 0.189 ** |
Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) |
---|---|---|---|---|---|---|---|---|---|
Tdp1 | Envi | Econ | Tdp1 | Envi | Econ | Tdp1 | Envi | Econ | |
ESG | 0.015 *** | 0.128 *** | 0.158 *** | ||||||
(0.002) | (0.036) | (0.028) | |||||||
ESG_S | 0.001 *** | 0.023 *** | 0.001 | 0.001 *** | 0.023 *** | 0.005 *** | |||
(0.000) | (0.002) | (0.001) | (0.000) | (0.002) | (0.002) | ||||
ESGU | −0.016 *** | 0.082 * | −0.155 *** | ||||||
(0.003) | (0.048) | (0.037) | |||||||
w1 | 0.000 | −0.006 ** | 0.011 ** | ||||||
(0.000) | (0.003) | (0.005) | |||||||
Controls | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Observations | 29,494 | 29,494 | 29,494 | 28,258 | 28,258 | 28,258 | 28,258 | 28,258 | 28,258 |
R-squared | 0.778 | 0.423 | 0.800 | 0.789 | 0.406 | 0.797 | 0.789 | 0.406 | 0.797 |
Year dummies | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Firm dummies | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Industry dummies | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Variable | Tdp1 | Tdp2 | ||
---|---|---|---|---|
(1) | (2) | (3) | (4) | |
SDID | 0.03339 *** | 0.02490 *** | 0.02098 *** | 0.02119 *** |
(0.00514) | (0.00528) | (0.00221) | (0.00235) | |
Controls | Yes | No | Yes | No |
Firm dummies | Yes | Yes | Yes | Yes |
Year dummies | Yes | Yes | Yes | Yes |
Industry dummies | Yes | Yes | Yes | Yes |
Firm weights | Yes | Yes | Yes | Yes |
Year weights | Yes | Yes | Yes | Yes |
Industry weights | Yes | Yes | Yes | Yes |
Variables | (1) | (2) | (3) | (3) | (4) | ||||
---|---|---|---|---|---|---|---|---|---|
IV1: Female Executives | V1: Financial Background | V2: Policy Shock | Substitute Variables | Lag Effects | |||||
First Stage | Second Stage | First Stage | Second Stage | First Stage | Second Stage | ||||
ESG | Tdp1 | ESG | Tdp1 | ESG | Tdp1 | Tdp2 | Tdp1_w | ||
IV1 | 0.076 *** | 0.083 *** | 0.0412 ** | ||||||
(0.012) | (0.021) | (0.017) | |||||||
ESG | 0.122 ** | 0.387 *** | 0.0815 ** | 0.016 *** | 0.019 *** | ||||
(0.056) | (0.051) | (0.041) | (0.003) | (0.003) | |||||
Controls | Included | Included | Included | Included | Included | Included | Included | Included | |
Year dummies | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | |
Firm dummies | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | |
Industry dummies | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | |
Number | 26,172 | 26,172 | 26,095 | 26,095 | 28,025 | 28,025 | 29,494 | 21,700 | |
R-squared | 0.426 | 0.603 | 0.337 | 0.684 | 0.621 | 0.384 | 0.695 | 0.774 |
Variables | (1) | (2) | (3) | (4) |
---|---|---|---|---|
Tdp1 | Green | Green1 | Anuctd | |
ESG | 0.015 *** | 14.422 *** | 8.180 *** | 0.354 *** |
(0.002) | (1.903) | (1.105) | (0.054) | |
Controls | Included | Included | Included | Included |
Observations | 29,494 | 29,462 | 29,462 | 5509 |
R-squared | 0.778 | 0.688 | 0.679 | 0.815 |
(5) | (6) | (7) | (8) | |
Sum | −0.001 *** | −0.263 | −0.137 | −0.005 |
(0.000) | (0.326) | (0.166) | (0.010) | |
ESG | 0.013 *** | 9.355 *** | 4.263 *** | 0.285 *** |
(0.003) | (1.520) | (0.810) | (0.059) | |
Sum-ESG | 0.002 *** | 3.762 *** | 1.952 *** | 0.044 *** |
(0.001) | (0.763) | (0.436) | (0.016) | |
Controls | Included | Included | Included | Included |
Observations | 25,581 | 25,557 | 25,557 | 4768 |
R-squared | 0.794 | 0.740 | 0.738 | 0.825 |
(9) | (10) | (11) | (12) | |
Pub | −0.000 | 0.000 | 0.000 | −0.000 |
(0.000) | (0.000) | (0.000) | (0.000) | |
ESG | 0.016 *** | 6.786 *** | 3.442 *** | 0.197 *** |
(0.003) | (1.464) | (0.937) | (0.055) | |
Pub-ESG | 0.000 | 3.204 *** | 2.129 *** | 0.016 |
(0.001) | (0.880) | (0.622) | (0.018) | |
Controls | Included | Included | Included | Included |
Observations | 14,242 | 14,227 | 14,227 | 2976 |
R-squared | 0.792 | 0.753 | 0.738 | 0.841 |
Year dummies | Yes | Yes | Yes | Yes |
Firm dummies | Yes | Yes | Yes | Yes |
Industry dummies | Yes | Yes | Yes | Yes |
Variables | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
bub | bub1 | bub | bub1 | bub | bub1 | |
DID | 0.240 *** | 0.285 *** | 0.174 *** | 0.208 *** | 0.192 *** | 0.172 *** |
(0.053) | (0.056) | (0.064) | (0.055) | (0.056) | (0.055) | |
ESGU | −0.004 | −0.074 | ||||
(0.052) | (0.050) | |||||
w8 | 0.778 *** | 0.704 *** | ||||
(0.262) | (0.239) | |||||
Sum | −0.018 * | −0.013 | ||||
(0.009) | (0.011) | |||||
w10 | 0.053 *** | 0.068 *** | ||||
(0.020) | (0.021) | |||||
Pub | 0.000 | 0.000 | ||||
(0.000) | (0.000) | |||||
w9 | 0.045 | 0.062 ** | ||||
(0.029) | (0.026) | |||||
Controls | Included | Included | Included | Included | Included | Included |
Observations | 17,342 | 19,077 | 14,080 | 15,664 | 13,945 | 15,186 |
R-squared | 0.719 | 0.710 | 0.754 | 0.754 | 0.764 | 0.755 |
Year dummies | Yes | Yes | Yes | Yes | Yes | Yes |
Firm dummies | Yes | Yes | Yes | Yes | Yes | Yes |
Industry dummies | Yes | Yes | Yes | Yes | Yes | Yes |
Mediators | (M) | Mediators | (Mo)Mediators | (Int) | Coeff(a): {X→Y} | Coeff(b): {X→M} |
---|---|---|---|---|---|---|
Green | Sum | ESG × Sum | 0.0231 *** | [0.0198,0.0264] | 1.8422 *** | [1.3595,2.3742] |
Pub | ESG × Pub | 0.0217 *** | [0.0182,0.0252] | −0.1644 | [−0.8801,0.5823] | |
Green1 | Sum | ESG × Sum | 0.0231 *** | [0.0198,0.0264] | 4.6452 *** | [3.5601,5.8538] |
Pub | ESG × Pub | 0.0217 *** | [0.0182,0.0254] | 1.2489 | [−0.7643,3.6582] | |
Anuctd | Sum | ESG × Sum | 0.0231 *** | [0.0198,0.0264] | 0.0408 *** | [0.0184,0.0627] |
Pub | ESG × Pub | 0.0217 *** | [0.0182,0.0254] | −0.1200 *** | [0.0675,0.1750] | |
Bub | Sum | ESG × Sum | 0.0231 *** | [0.0198,0.0264] | 0.0818 ** | [0.0407,0.1275] |
Pub | ESG × Pub | 0.0217 *** | [0.0182,0.0252] | 0.1512 ** | [0.1131,0.1944] | |
Bub1 | Sum | ESG × Sum | 0.0231 *** | [0.0198,0.0264] | 0.0857 ** | [0.0409,0.1353] |
Pub | ESG × Pub | 0.0217 *** | [0.0182,0.0252] | 0.1394 ** | [0.1053,0.1757] |
(1) | (2) | (3) | (4) | (5) | (6) | ||
---|---|---|---|---|---|---|---|
Dimension 1: Environmental Regulation | Green | Green1 | Anuctd | ||||
High ESG Rating Discrepancy | Low ESG Rating Discrepancy | High ESG Rating Discrepancy | Low ESG Rating Discrepancy | High ESG Rating Discrepancy | Low ESG Rating Discrepancy | ||
Regu | 11.407 | −1.058 | 1.294 | −1.224 | 0.318 | −0.579 * | |
(7.536) | (1.889) | (5.346) | (1.255) | (0.335) | (0.295) | ||
ESG | 12.473 *** | 7.571 *** | 5.758 *** | 4.603 *** | 0.305 *** | 0.388 *** | |
(2.137) | (2.148) | (1.059) | (1.133) | (0.077) | (0.104) | ||
Regu-ESG | −1.573 *** | −0.340 *** | −1.229 *** | −0.151 ** | 0.012 | −0.009 | |
(0.418) | (0.130) | (0.352) | (0.063) | (0.011) | (0.014) | ||
Fisher’s test: | |||||||
Regu | −12.466 *** | −2.519 | −0.897 | ||||
ESG | −4.902 *** | −1.155 | 0.083 | ||||
Regu-ESG | −1.913 *** | −1.381 *** | −0.021 | ||||
Controls | Included | Included | Included | Included | Included | Included | |
Observations | 12,505 | 9425 | 12,505 | 9425 | 2882 | 1153 | |
R-squared | 0.720 | 0.557 | 0.678 | 0.508 | 0.864 | 0.795 | |
Year dummies | Yes | Yes | Yes | Yes | Yes | Yes | |
Firm dummies | Yes | Yes | Yes | Yes | Yes | Yes | |
Industry dummies | Yes | Yes | Yes | Yes | Yes | Yes |
(1) | (2) | (3) | (4) | (5) | (6) | |
---|---|---|---|---|---|---|
Dimension 2: Environmental Regulation | Green | Green1 | Anuctd | |||
State-owned Enterprises | Non-State-owned Enterprises | State-owned Enterprises | Non-State-owned Enterprises | State-owned Enterprises | Non-State-owned Enterprises | |
Regu | 8.834 | 7.143 ** | −1.238 | 3.292 | 0.245 | −0.437 |
(7.389) | (3.417) | (3.757) | (2.377) | (0.386) | (0.326) | |
ESG | 12.124 *** | 9.318 *** | 6.400 *** | 5.028 *** | 0.408 *** | 0.289 *** |
(2.923) | (1.937) | (1.466) | (1.065) | (0.090) | (0.087) | |
Regu-ESG | 0.954 *** | 0.715 ** | 0.754 *** | 0.664 ** | 0.011 | 0.014 |
(0.307) | (0.350) | (0.269) | (0.279) | (0.015) | (0.011) | |
Fisher’s test: | ||||||
Regu | −1.691 | 0.004 *** | 0.428 | |||
ESG | −2.806 ** | 0.001 *** | 0.197 | |||
Regu-ESG | −0.239 | 0.011 ** | 0.474 | |||
Controls | Included | Included | Included | Included | Included | Included |
Observations | 8897 | 12,718 | 8897 | 12,718 | 1727 | 2490 |
R-squared | 0.657 | 0.686 | 0.619 | 0.663 | 0.837 | 0.805 |
Year dummies | Yes | Yes | Yes | Yes | Yes | Yes |
Firm dummies | Yes | Yes | Yes | Yes | Yes | Yes |
Industry dummies | Yes | Yes | Yes | Yes | Yes | Yes |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | |
---|---|---|---|---|---|---|---|---|---|
Dimension 3: Media Supervision | Green | Green1 | Anuctd | ||||||
Growth Stage | Maturity Stage | Decline Stage | Growth Stage | Maturity Stage | Decline Stage | Growth Stage | Maturity Stage | Decline Stage | |
Media | −2.682 ** | −0.456 | −0.172 | −2.244 *** | −0.547 | −0.352 ** | −0.100 | 0.075 | −0.046 |
(1.058) | (0.493) | (0.235) | (0.713) | (0.338) | (0.159) | (0.075) | (0.048) | (0.029) | |
ESG | 13.595 *** | 11.959 *** | 9.088 *** | 5.553 ** | 5.208 *** | 4.292 *** | 0.199 ** | 0.266 *** | 0.382 *** |
(3.666) | (3.005) | (1.978) | (2.353) | (1.417) | (1.152) | (0.098) | (0.084) | (0.080) | |
Media-ESG | 7.943 | 9.032 ** | 5.432 *** | 9.897 ** | 9.033 *** | 5.186 *** | 0.282 * | 0.020 | 0.284 *** |
(5.317) | (4.002) | (2.025) | (3.877) | (2.900) | (1.290) | (0.158) | (0.128) | (0.079) | |
Fisher’s test: | |||||||||
Media | 2.227 *** | 0.283 * | 2.510 *** | 1.697 *** | 0.194 * | 1.891 *** | 0.175 * | −0.121 * | 0.054 |
ESG | −1.636 | −2.872 ** | −4.508 *** | −0.345 | −0.916 | −1.261 * | 0.068 | 0.115 | 0.183 * |
Media-ESG | 1.089 | −3.600 ** | −2.512 | −0.864 | −3.847 *** | −4.711 *** | −0.262 | 0.264 | 0.001 |
Controls | Included | Included | Included | Included | Included | Included | Included | Included | Included |
Observations | 4457 | 6839 | 10,296 | 4457 | 6839 | 10,296 | 825 | 1109 | 1510 |
R-squared | 0.636 | 0.792 | 0.824 | 0.603 | 0.781 | 0.846 | 0.870 | 0.858 | 0.854 |
Year dummies | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Firm dummies | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Industry dummies | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
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Li, H.; Zhao, L. Corporate Dual-Organizational Performance and Substantive Green Innovation Practices: A Quasi-Natural Experiment Analysis Based on ESG Rating Events. Sustainability 2025, 17, 8897. https://doi.org/10.3390/su17198897
Li H, Zhao L. Corporate Dual-Organizational Performance and Substantive Green Innovation Practices: A Quasi-Natural Experiment Analysis Based on ESG Rating Events. Sustainability. 2025; 17(19):8897. https://doi.org/10.3390/su17198897
Chicago/Turabian StyleLi, Huirong, and Li Zhao. 2025. "Corporate Dual-Organizational Performance and Substantive Green Innovation Practices: A Quasi-Natural Experiment Analysis Based on ESG Rating Events" Sustainability 17, no. 19: 8897. https://doi.org/10.3390/su17198897
APA StyleLi, H., & Zhao, L. (2025). Corporate Dual-Organizational Performance and Substantive Green Innovation Practices: A Quasi-Natural Experiment Analysis Based on ESG Rating Events. Sustainability, 17(19), 8897. https://doi.org/10.3390/su17198897