The Effect of ESG Performance on Corporate Innovation in China: The Mediating Role of Financial Constraints and Agency Cost
Abstract
:1. Introduction
2. Theoretical Analysis and Research Hypothesis
2.1. The Impact of ESG Performance on Corporate Innovation
2.2. The Mediating Role of Financing Constraints
2.3. The Mediating Role of Agency Costs
2.4. The Heterogeneity Role of Internal and External Governance
3. Research Design
3.1. Sample Selection and Data Source
3.2. Variable Definition
3.2.1. Corporate Innovation
3.2.2. ESG Performance
3.2.3. Control Variables
3.3. Model Setting
4. Analysis of Empirical Results
4.1. Descriptive Statistics
4.2. Analysis of Multiple Regression Results
4.2.1. Test of ESG Performance and Corporate Innovation
4.2.2. Test of the Mediating Role of Financing Constraints
4.2.3. Test of the Mediating Role of Agency Costs
4.2.4. Test of the Heterogeneous Effect of Internal and External Governance
- (a)
- The Role of External Governance
- (b)
- The Role of Internal Governance
5. Robustness Test
5.1. Measurement Method for Replacing Explanatory Variables
5.2. Replacing the Measurement Method of the Explained Variable
5.3. Lag Effect of Explanatory Variable
5.4. Instrumental Variable Method
6. Conclusions and Policy Recommendations
6.1. Conclusions
6.2. Theoretical Implications
6.3. Managerial Implications
7. Limitations and Future Research
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Variable | Symbol | Description |
---|---|---|
Innovation output | Patent | Natural logarithm of the sum of the number of patent applications and 1 |
Innovation quality | InoPatent | Natural logarithm of the sum of the number of invention patent applications and 1 |
ESG rating | ESG | The score is assigned as 1~9, from low to high, according to SynTao GF-ESG |
Development capacity | Growth | Growth rate of operating income in the current period |
Profitability | Roa | Profit margin of total assets in the current period |
Solvency | Lev | Ratio of total liabilities to total assets at the end of the year |
Ratio of the largest shareholder | TOP1 | Ratio of the number of shares held by the largest shareholder to the total number of shares |
Board structure | IDR | Ratio of the number of independent directors to directors |
Board size | Board | Number of board directors |
Company age | AGE | Natural logarithm of the company’s listing years |
Nature of equity | Soe | Dummy variable, 1 for state-owned enterprises and 0 for non-state-owned enterprises. |
CEO duality | DUAL | Dummy variable, 1 for the chairman who serves as the general manager, otherwise it is 0 |
Shareholding ratio of institutional investors | InsHold | The number of shares held by institutional investors divided by the total number of shares |
Risk control capability | IC | Internal control index of the Dibo database |
Financing constraints | FC | Calculated by Models (4) and (5) |
Agency cost | OER | Operating expense rate = management expense rate + sales expense rate |
Industry | IND FE | The industry fixed effects |
Year | YEAR FE | The year fixed effects |
Variables | N | Mean | Standard Deviation | Min | Max |
---|---|---|---|---|---|
ESG | 1070 | 4.305 | 1.105 | 2 | 7 |
Patent | 1070 | 2.166 | 2.261 | 0 | 7.595 |
InoPatent | 1070 | 1.450 | 1.889 | 0 | 6.974 |
IC | 1070 | 680.7 | 150.8 | 0 | 886.5 |
InsHold | 1070 | 65.34 | 20.48 | 11.61 | 96.11 |
ROA | 1070 | 0.0647 | 0.0567 | −0.0445 | 0.238 |
LEV | 1070 | 0.513 | 0.192 | 0.0868 | 0.895 |
DUAL | 1070 | 0.212 | 0.409 | 0 | 1 |
GROWTH | 1070 | −0.108 | 0.383 | −0.769 | 1.673 |
AGE | 1070 | 16.35 | 6.621 | 3.052 | 27.81 |
SOE | 1070 | 0.508 | 0.500 | 0 | 1 |
(1) | (2) | (3) | (4) | (5) | (6) | |
---|---|---|---|---|---|---|
Patent | Patent | Patent | InoPatent | InoPatent | InoPatent | |
ESG | 0.3845 *** | 0.4693 *** | 0.3367 *** | 0.3883 *** | 0.3960 *** | 0.3062 *** |
(6.58) | (7.70) | (5.79) | (7.41) | (7.59) | (6.10) | |
IC | 0.0015 *** | 0.0012 ** | 0.0011 *** | 0.0010 ** | ||
(3.60) | (3.20) | (3.42) | (3.26) | |||
InsHold | −0.0155 *** | −0.0064 | −0.0146 *** | −0.0077 * | ||
(−3.69) | (−1.68) | (−4.53) | (−2.49) | |||
ROA | 5.6452 *** | 5.3896 *** | 0.7771 | 0.9865 | ||
(3.52) | (3.83) | (0.60) | (0.85) | |||
LEV | 0.6434 | 2.8436 *** | 0.3939 | 2.3924 *** | ||
(1.51) | (6.20) | (1.15) | (6.30) | |||
DUAL | −0.1123 | −0.0425 | −0.1989 | −0.1422 | ||
(−0.71) | (−0.31) | (−1.54) | (−1.23) | |||
GROWTH | 0.1463 | −0.1653 | −0.0177 | −0.2545 * | ||
(0.91) | (−1.08) | (−0.13) | (−1.98) | |||
AGE | 0.0319 ** | 0.0038 | 0.0254 ** | 0.0030 | ||
(3.05) | (0.40) | (2.91) | (0.37) | |||
SOE | −0.2949 | −0.3172 * | −0.0258 | −0.0130 | ||
(−1.75) | (−2.04) | (−0.18) | (−0.09) | |||
TOP1 | 0.0034 | −0.0026 | −0.0035 | −0.0079 | ||
(0.63) | (−0.53) | (−0.79) | (−1.89) | |||
INDEP | 0.0226 | 0.0396 *** | 0.0193 | 0.0306 ** | ||
(1.83) | (3.53) | (1.90) | (3.11) | |||
BOARD | 0.0742 | 0.1261 *** | 0.0584 | 0.1001 ** | ||
(1.80) | (3.53) | (1.71) | (3.19) | |||
Cons | 1.6889 *** | −2.5598 ** | −3.2666 *** | −0.5232 | −1.8456 ** | −3.4717 *** |
(3.54) | (−3.17) | (−3.77) | (−1.19) | (−2.72) | (−4.42) | |
YEAR FE | Yes | No | Yes | Yes | No | Yes |
IND FE | Yes | No | Yes | Yes | No | Yes |
N | 1070 | 1070 | 1070 | 1070 | 1070 | 1070 |
r2 | 0.2802 | 0.1018 | 0.3318 | 0.2319 | 0.1017 | 0.3012 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
FC | Patent | OER | Patent | |
ESG | −0.00724 * | 0.287 *** | 0.0144 * | 0.309 *** |
(−2.45) | (5.04) | (1.99) | (5.47) | |
FC | −2.272 *** | |||
(−3.37) | ||||
OER | −0.394 * | |||
(−1.97) | ||||
IC | −0.0000239 | 0.000870 * | 0.00000335 | 0.000925 * |
(−0.95) | (2.34) | (0.09) | (2.43) | |
InsHold | −0.000828 *** | −0.00555 | −0.00171 ** | −0.00434 |
(−4.06) | (−1.44) | (−3.25) | (−1.10) | |
ROA | 0.215 * | 5.671 *** | −0.0125 | 5.178 *** |
(2.55) | (4.03) | (−0.11) | (3.71) | |
LEV | −0.231 *** | 2.612 *** | −0.0764 | 3.106 *** |
(−9.21) | (5.58) | (−1.76) | (6.82) | |
DUAL | 0.00401 | −0.0228 | 0.000118 | −0.0318 |
(0.65) | (−0.17) | (0.01) | (−0.23) | |
GROWTH | −0.0118 | −0.202 | 0.0476 ** | −0.156 |
(−1.56) | (−1.31) | (3.03) | (−1.01) | |
AGE | −0.00135 ** | −0.00364 | 0.00427 * | 0.00111 |
(−2.85) | (−0.38) | (2.54) | (0.11) | |
SOE | −0.0130 * | −0.450 ** | −0.0655 ** | −0.446 ** |
(−2.11) | (−2.80) | (−3.02) | (−2.75) | |
TOP1 | 0.000378 | −0.00229 | 0.00106 | −0.00273 |
(1.55) | (−0.48) | (1.34) | (−0.56) | |
INDEP | −0.00117 ** | 0.0382 *** | −0.00297 ** | 0.0397 *** |
(−2.89) | (3.46) | (−3.23) | (3.57) | |
BOARD | −0.00115 | 0.134 *** | −0.00809 * | 0.133 *** |
(−0.88) | (3.79) | (−2.50) | (3.71) | |
_cons | 0.347 *** | −3.383 *** | 0.134 | −4.118 *** |
(6.17) | (−3.57) | (1.65) | (−4.35) | |
YEAR FE | Yes | Yes | Yes | Yes |
IND FE | Yes | Yes | Yes | Yes |
N | 1070 | 1070 | 1070 | 1070 |
r2 | 0.443 | 0.330 | 0.217 | 0.324 |
F | 23.47 | 42.50 | 39.39 | 44.59 |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
---|---|---|---|---|---|---|---|---|
Patent | InoPatent | Patent | InoPatent | |||||
High InsHold | Low InsHold | High InsHold | Low InsHold | DUAL (Y) | DUAL (N) | DUAL (Y) | DUAL (N) | |
ESG InsHold | 0.2709 ** | 0.4277 *** | 0.2062 ** | 0.4176 *** | 0.3971 ** | 0.2686 *** | 0.3703 ** | 0.2161 *** |
(3.26) | (3.71) | (2.97) | (3.93) | (2.80) | (4.29) | (3.24) | (4.28) | |
0.0048 | −0.0059 | −0.0054 | −0.0049 | |||||
IC | (0.51) | (−1.36) | (−0.73) | (−1.40) | ||||
0.0016 ** | 0.0004 | 0.0012 * | 0.0007 | 0.0007 | 0.0011 ** | 0.0008 | 0.0008 * | |
ROA LEV | (2.68) | (0.53) | (2.27) | (1.00) | (0.57) | (2.60) | (0.95) | (2.35) |
1.0117 | 4.9846 * | −6.4773 ** | 2.8012 | 2.1036 | 5.9202 *** | −2.5161 | 1.5660 | |
(0.42) | (2.12) | (−3.14) | (1.44) | (0.67) | (3.71) | (−0.92) | (1.20) | |
0.3492 | 5.0012 *** | −0.4010 | 4.2766 *** | 1.9845 | 3.2488 *** | 1.8309 * | 2.7993 *** | |
(0.40) | (6.10) | (−0.59) | (6.06) | (1.63) | (6.51) | (1.98) | (6.59) | |
DUAL | −0.0666 | −0.1727 | −0.3488 | −0.0733 | ||||
(−0.26) | (−0.78) | (−1.90) | (−0.37) | |||||
GROWTH | 0.2353 | −0.8057 * | 0.0278 | −0.7098 * | −0.0517 | −0.2429 | −0.1875 | −0.2992 * |
(0.89) | (−2.54) | (0.12) | (−2.48) | (−0.14) | (−1.39) | (−0.69) | (−1.97) | |
AGE | 0.0189 | −0.0088 | 0.0125 | 0.0086 | −0.0041 | 0.0001 | −0.0142 | 0.0025 |
(1.08) | (−0.43) | (0.96) | (0.45) | (−0.17) | (0.01) | (−0.72) | (0.27) | |
SOE | −1.0081 *** | 0.5427 | −0.3132 | 0.6386 * | −0.7250 * | −0.3508 | −0.3203 | −0.0446 |
(−4.08) | (1.77) | (−1.50) | (2.21) | (−2.08) | (−1.92) | (−1.06) | (−0.27) | |
TOP1 | 0.0397 *** | −0.0209 * | 0.0312 *** | −0.0242 ** | −0.0132 | −0.0003 | −0.0157 | −0.0065 |
(5.35) | (−2.18) | (4.69) | (−2.92) | (−1.08) | (−0.06) | (−1.50) | (−1.40) | |
INDEP | 0.0583 *** | 0.0548 ** | 0.0300 * | 0.0586 *** | 0.0668 ** | 0.0325 * | 0.0448 * | 0.0276 * |
(3.53) | (2.65) | (2.04) | (3.37) | (2.75) | (2.54) | (2.23) | (2.49) | |
BOARD | 0.2308 *** | 0.0003 | 0.1662 ** | −0.0345 | 0.2374 ** | 0.1144 ** | 0.1671 * | 0.1015 ** |
(3.78) | (0.00) | (3.21) | (−0.55) | (3.07) | (2.78) | (2.45) | (2.82) | |
_cons | −5.6959 *** | −2.3321 | −3.5602 ** | −4.1053 ** | −6.0528 ** | −3.5141 *** | −4.9816 ** | −4.1752 *** |
(−4.59) | (−1.40) | (−3.08) | (−2.96) | (−2.81) | (−3.41) | (−2.93) | (−3.99) | |
YEAR FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
IND FE | Yes | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
N | 356 | 357 | 356 | 357 | 227 | 843 | 227 | 843 |
r2 | 0.4048 | 0.4702 | 0.3335 | 0.4534 | 0.4147 | 0.3155 | 0.3982 | 0.2775 |
p value | 0.060 | 0.024 | 0.041 | 0.022 |
(1) | (2) | (3) | (4) | (5) | (6) | |
---|---|---|---|---|---|---|
Patent | InoPatent | F.Patent | F2.Patent | F.InoPatent | F2.InoPatent | |
ESG2 | 0.3304 *** | 0.2811 *** | 0.3935 *** | 0.4268 *** | 0.3198 *** | 0.3443 *** |
(5.88) | (6.27) | (6.37) | (6.17) | (6.25) | (6.04) | |
IC | 0.0009 * | 0.0007 * | 0.0009 * | 0.0001 | 0.0010 ** | 0.0007 |
(2.32) | (2.42) | (2.25) | (0.20) | (3.06) | (1.83) | |
InsHold | 0.0002 | −0.0012 | 0.0006 | −0.0008 | −0.0022 | −0.0042 |
(0.04) | (−0.45) | (0.13) | (−0.15) | (−0.68) | (−1.12) | |
ROA | 4.6625 *** | 0.3079 | 6.3050 *** | 9.3880 *** | 1.6603 | 4.0860 * |
(3.45) | (0.28) | (3.86) | (4.71) | (1.21) | (2.42) | |
LEV | 3.3293 *** | 2.8991 *** | 3.6166 *** | 4.2453 *** | 3.2587 *** | 3.8337 *** |
(7.48) | (7.83) | (6.69) | (6.50) | (7.19) | (7.07) | |
DUAL | −0.0038 | −0.1048 | 0.0218 | −0.0705 | −0.0483 | −0.0599 |
(−0.03) | (−0.95) | (0.14) | (−0.37) | (−0.36) | (−0.38) | |
GROWTH | 0.0247 | −0.0470 | 0.0773 | 0.0073 | 0.0174 | −0.0795 |
(0.15) | (−0.35) | (0.43) | (0.04) | (0.11) | (−0.44) | |
AGE | 0.0137 | 0.0151 | 0.0228 | 0.0413 ** | 0.0209 * | 0.0316 * |
(1.41) | (1.86) | (1.94) | (2.85) | (2.10) | (2.56) | |
SOE | −0.4628 ** | −0.1309 | −0.4970 ** | −0.5395 * | −0.1533 | −0.2100 |
(−2.99) | (−0.96) | (−2.70) | (−2.45) | (−0.93) | (−1.07) | |
TOP1 | 0.0014 | −0.0033 | 0.0022 | 0.0035 | −0.0022 | 0.0010 |
(0.30) | (−0.82) | (0.40) | (0.52) | (−0.45) | (0.16) | |
INDEP | 0.0405 *** | 0.0316 *** | 0.0375 ** | 0.0246 | 0.0282 ** | 0.0210 |
(3.73) | (3.37) | (3.04) | (1.73) | (2.60) | (1.70) | |
BOARD | 0.1503 *** | 0.1235 *** | 0.1410 *** | 0.0988 | 0.1227 *** | 0.1084 * |
(4.34) | (4.13) | (3.36) | (1.95) | (3.30) | (2.39) | |
_cons | −4.8988 *** | −4.9411 *** | −5.3043 *** | −4.9968 *** | −5.8042 *** | −6.7070 *** |
(−5.22) | (−6.18) | (−5.10) | (−3.55) | (−6.47) | (−6.54) | |
YEAR FE | Yes | Yes | Yes | Yes | Yes | Yes |
IND FE | Yes | Yes | Yes | Yes | Yes | Yes |
N | 1070 | 1070 | 803 | 589 | 803 | 589 |
r2 | 0.3570 | 0.3445 | 0.3694 | 0.3801 | 0.3536 | 0.3628 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
Patent | InoPatent | F.Patent | F2.InoPatent | |
ESG | 0.2857 *** | 0.2838 *** | 0.2797 *** | 0.3006 *** |
4.07 | 3.38 | 4.58 | 4.14 | |
ESGt−1 | 0.3809 *** | 0.3018 *** | ||
(6.15) | (5.99) | |||
ESGt−2 | 0.3436 *** | 0.2831 *** | ||
(4.87) | (4.93) | |||
IC | 0.0018 ** | 0.0031 *** | 0.0017 *** | 0.0024 *** |
(3.23) | (4.16) | (3.87) | (3.59) | |
InsHold | 0.0010 | 0.0002 | −0.0018 | −0.0027 |
(0.23) | (0.05) | (−0.53) | (−0.67) | |
ROA | 5.2496 *** | 5.7089 ** | 0.1424 | 0.7481 |
(3.34) | (3.15) | (0.11) | (0.48) | |
LEV | 3.7499 *** | 3.6703 *** | 3.2246 *** | 3.3313 *** |
(7.49) | (6.19) | (7.47) | (6.43) | |
DUAL | 0.0598 | −0.1359 | −0.0595 | −0.2179 |
(0.39) | (−0.74) | (−0.46) | (−1.43) | |
GROWTH | 0.0134 | −0.1614 | 0.0319 | −0.0969 |
(0.07) | (−0.61) | (0.18) | (−0.42) | |
AGE | 0.0177 | 0.0196 | 0.0181 | 0.0215 |
(1.55) | (1.39) | (1.87) | (1.80) | |
SOE | −0.6093 ** | −0.6844 ** | −0.2205 | −0.2684 |
(−3.29) | (−3.00) | (−1.36) | (−1.35) | |
TOP1 | 0.0022 | 0.0005 | −0.0028 | −0.0039 |
(0.38) | (0.08) | (−0.58) | (−0.65) | |
INDEP | 0.0433 *** | 0.0557 *** | 0.0337 ** | 0.0424 *** |
(3.54) | (4.14) | (3.13) | (3.56) | |
BOARD | 0.1617 *** | 0.1641 *** | 0.1304 *** | 0.1331 ** |
(4.08) | (3.49) | (3.70) | (3.16) | |
_cons | −6.1302 *** | −7.3636 *** | −6.1845 *** | −7.5995 *** |
(−6.16) | (−6.18) | (−6.46) | (−7.21) | |
YEAR FE | Yes | Yes | Yes | Yes |
IND FE | Yes | Yes | Yes | Yes |
N | 803 | 589 | 803 | 589 |
r2 | 0.3803 | 0.3979 | 0.3623 | 0.3730 |
(1) | (2) | (3) | |
---|---|---|---|
OLS | First Stage | Second Stage | |
ESG | 0.3367 *** | 0.4025 * | |
(5.79) | (2.46) | ||
AV_ESG | 0.0012 ** | 0.9218 *** | |
(3.20) | (14.05) | ||
IC | −0.0064 | 0.0010 *** | 0.0008 |
(−1.68) | (5.61) | (1.75) | |
InsHold | 5.3896 *** | −0.0058 *** | −0.0031 |
(3.83) | (−3.38) | (−0.78) | |
ROA | 2.8436 *** | −1.5079 * | 5.3055 *** |
(6.20) | (−2.41) | (3.65) | |
LEV | −0.0425 | −0.2577 | 3.1577 *** |
(−0.31) | (−1.27) | (6.76) | |
DUAL | −0.1653 | −0.0336 | −0.0253 |
(−1.08) | (−0.54) | (−0.18) | |
GROWTH | 0.0038 | 0.0064 | −0.1688 |
(0.40) | (0.09) | (−1.01) | |
AGE | −0.3172 * | 0.0184 *** | −0.0021 |
(−2.04) | (4.16) | (−0.20) | |
SOE | −0.0026 | 0.4178 *** | −0.4711 ** |
(−0.53) | (6.39) | (−2.75) | |
TOP1 | 0.0396 *** | 0.0018 | −0.0030 |
(3.53) | (0.86) | (−0.64) | |
INDEP | 0.1261 *** | 0.0155 *** | 0.0395 *** |
(3.53) | (3.45) | (3.75) | |
BOARD | 0.3367 *** | 0.0183 | 0.1360 *** |
(5.79) | (1.26) | (4.08) | |
_cons | −3.2666 *** | −0.3527 | −4.8474 ** |
(−3.77) | (−0.51) | (−3.13) | |
YEAR FE | Yes | Yes | Yes |
IND FE | Yes | Yes | Yes |
N | 1070 | 1070 | 1070 |
r2 | 0.3318 | 0.3491 | 0.3215 |
F | 41.3670 | 17.9573 |
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Tang, H. The Effect of ESG Performance on Corporate Innovation in China: The Mediating Role of Financial Constraints and Agency Cost. Sustainability 2022, 14, 3769. https://doi.org/10.3390/su14073769
Tang H. The Effect of ESG Performance on Corporate Innovation in China: The Mediating Role of Financial Constraints and Agency Cost. Sustainability. 2022; 14(7):3769. https://doi.org/10.3390/su14073769
Chicago/Turabian StyleTang, Hua. 2022. "The Effect of ESG Performance on Corporate Innovation in China: The Mediating Role of Financial Constraints and Agency Cost" Sustainability 14, no. 7: 3769. https://doi.org/10.3390/su14073769
APA StyleTang, H. (2022). The Effect of ESG Performance on Corporate Innovation in China: The Mediating Role of Financial Constraints and Agency Cost. Sustainability, 14(7), 3769. https://doi.org/10.3390/su14073769