How Directors with Green Backgrounds Drive Corporate Green Innovation: Evidence from China
Abstract
1. Introduction
2. Literature Review and Hypothesis
2.1. Literature Review
2.1.1. The Impact of Green Innovation on Enterprise Performance
2.1.2. The Influencing Factors of Corporate Green Innovation
2.1.3. The Impact of Managers’ Characteristics on Enterprise Performance
2.2. Hypothesis Development
2.2.1. Main Effect: Green-Background Directors and Corporate Green Innovation
2.2.2. Moderating Effects Analysis
2.2.3. Mediating Effects Analysis
3. Methodology
3.1. Variable Descriptions and Sample Selection
3.1.1. Dependent Variable
3.1.2. Independent Variables
3.1.3. Moderating Variables
3.1.4. Mediating Variables
3.1.5. Control Variables
3.2. Data Sources
3.3. Models
4. Empirical Results
4.1. Descriptive Statistics and Correlation Analysis
4.2. Basic Results Analysis
4.2.1. The Influence of the Appointment of Green-Background Directors on the Corporate Green Innovation
4.2.2. The Influence of the Power of Green-Background Directors on Corporate Green Innovation
4.3. Robustness Tests
4.3.1. Changing the Measurement of Green-Background Directors and Their Power
4.3.2. Changing the Measurement of Corporate Green Innovation
4.3.3. Changing the Regression Model
4.3.4. Relieving Endogenous Factors
4.4. Moderating Effect Test
4.4.1. Moderating Effect of Firm Size
4.4.2. Moderating Effect of Local Marketization Level
4.4.3. Moderating Effect of Board Diligence
4.4.4. Moderating Effect of Green Investors
4.5. Mediating Effect Test
4.5.1. Mediating Effect of Corporate Environmental Attention
4.5.2. Mediating Effect of Government Green Subsidies
4.6. Further Discussions
4.6.1. The Influence of Green-Background Directors on the Quality of Corporate Green Innovation
4.6.2. The Influence Continuity of Green-Background Directors on Corporate Green Innovation
5. Conclusions and Policy Recommendations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variables | Acronym | Definition |
---|---|---|
Green-background directors | GD | Dummy variable, which equals 1 for firms with at least one green-background director in a given year, and 0 otherwise. |
Power of green-background directors | GP | Aggregate standardized value of GPOWER |
Corporate green innovation | GPAT | Natural logarithm of the number of green patent applications per firm-year |
Firm size | Size | Natural logarithm of total assets at year-end |
Regional marketization level | Market | Marketization level of the province where the company is located |
Board diligence | BD | Natural logarithm of the number of board meetings held by the company |
Green investors | GI | Dummy variable, which equals 1 if the company has green investors, and 0 otherwise |
Corporate environmental attention | EA | Number of environmental keywords in annual report |
Government green subsidies | EP | Dummy variable, which equals 1 if the company received a government environmental subsidy that year, and 0 otherwise |
Board size | Board | Natural logarithm of the number of board members |
Proportion of independent directors | Indep | Number of independent directors divided by total directors |
CEO–chair duality | Dual | Dummy variable, which equals 1 if the CEO also serves as the board chair, and 0 otherwise |
R&D investment | RD | Natural logarithm of the R&D investment |
Leverage ratio | Lev | Total liabilities divided by total assets at year-end |
Return on assets | ROA | Net profit relative to total assets |
Revenue growth rate | Growth | (Current year revenue/previous year revenue) − 1 |
Cash flow ratio | Cash | Operating cash flow scaled by total assets |
Business years | BY | Natural logarithm of the firm’s operating history |
Tobin’s Q | TobinQ | (Market value + non-tradable shares × net asset per share + liabilities)/total assets |
Institutional investor holding percentage | Inst | Shares held by institutional investors divided by total tradable shares |
Shareholding concentration | Top10 | Shareholding ratio of the top 10 shareholders |
Variable | Observations | Mean | Std. Dev. | Min | Max |
---|---|---|---|---|---|
GD | 4368 | 0.361 | 0.480 | 0 | 1 |
GP | 4368 | 0.065 | 0.123 | 0 | 0.611 |
GPAT | 4368 | 0.970 | 1.110 | 0 | 4.443 |
Size | 4368 | 22.24 | 1.267 | 20.15 | 26.00 |
Market | 4368 | 9.086 | 1.791 | 0.647 | 11.49 |
BD | 4368 | 2.283 | 0.342 | 0 | 3.638 |
GI | 4252 | 0.442 | 0.497 | 0 | 1 |
RD | 4368 | 17.99 | 1.369 | 14.20 | 21.37 |
EA | 4368 | 4.483 | 5.414 | 0 | 48 |
EP | 4252 | 0.393 | 0.489 | 0 | 1 |
Board | 4368 | 2.137 | 0.188 | 1.609 | 2.639 |
Indep | 4368 | 0.372 | 0.0510 | 0.333 | 0.571 |
Dual | 4368 | 0.280 | 0.449 | 0 | 1 |
Lev | 4368 | 0.383 | 0.192 | 0.060 | 0.844 |
ROA | 4368 | 0.0520 | 0.0570 | −0.127 | 0.210 |
Growth | 4368 | 0.150 | 0.299 | −0.408 | 1.662 |
Cash | 4368 | 0.0610 | 0.0610 | −0.105 | 0.223 |
BY | 4368 | 2.847 | 0.297 | 1.386 | 3.714 |
TobinQ | 4368 | 1.989 | 1.209 | 0 | 7.230 |
Inst | 4368 | 0.377 | 0.240 | 0 | 0.870 |
Top10 | 4368 | 0.594 | 0.147 | 0.254 | 0.902 |
Variables | GPAT | GD | GP | RD | Lev | Cash | Growth | Indep | Board | Top10 | TobinQ | Inst | BY | Dual | Roa |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
GPAT | 1 | ||||||||||||||
GD | 0.136 *** | 1 | |||||||||||||
GP | 0.146 *** | 0.700 *** | 1 | ||||||||||||
RD | 0.391 *** | 0.0131 | −0.0236 | 1 | |||||||||||
Lev | 0.320 *** | 0.070 *** | 0.088 *** | 0.203 *** | 1 | ||||||||||
Cash | 0.072 *** | 0.009 | −0.033 ** | 0.168 *** | −0.140 *** | 1 | |||||||||
Growth | 0.065 *** | 0.051 *** | 0.054 *** | 0.107 *** | −0.002 | 0.015 | 1 | ||||||||
Indep | −0.020 | −0.057 *** | 0.011 | 0.0159 | 0.002 | −0.036 ** | 0.007 | 1 | |||||||
Board | 0.217 *** | 0.064 *** | −0.013 | 0.132 *** | 0.196 *** | 0.042 *** | −0.033 ** | −0.586 *** | 1 | ||||||
Top10 | 0.066 *** | −0.023 | −0.018 | 0.104 *** | −0.109 *** | 0.116 *** | 0.140 *** | 0.047 *** | −0.005 | 1 | |||||
TobinQ | −0.218 *** | −0.057 *** | −0.072 *** | −0.181 *** | −0.320 *** | 0.084 *** | 0.017 | 0 | −0.109 *** | −0.068 *** | 1 | ||||
Inst | 0.277 *** | −0.019 | −0.006 | 0.276 *** | 0.254 *** | 0.105 *** | −0.007 | −0.026 * | 0.203 *** | 0.269 *** | 0.044 *** | 1 | |||
BY | 0.071 *** | 0.035 ** | 0.047 *** | 0.0615 *** | 0.147 *** | 0.013 | −0.055 *** | −0.007 | 0.079 *** | −0.196 *** | −0.058 *** | 0.138 *** | 1 | ||
Dual | −0.190 *** | −0.041 *** | −0.026 * | −0.0624 *** | −0.129 *** | 0.004 | 0.039 *** | 0.084 *** | −0.166 *** | 0.080 *** | 0.068 *** | −0.202 *** | −0.065 *** | 1 | |
Roa | −0.040 *** | −0.020 | −0.054 *** | 0.147 *** | −0.459 *** | 0.446 *** | 0.288 *** | −0.042 *** | −0.047 *** | 0.232 *** | 0.242 *** | −0.062 *** | −0.074 *** | 0.099 *** | 1 |
Variables | (1) | (2) | (3) | (4) | (5) |
---|---|---|---|---|---|
GPAT | GPAT | GPAT | GPAT | GPAT | |
GD | 0.315 *** | 0.248 *** | 0.137 *** | 0.232 *** | 0.124 *** |
(9.082) | (8.270) | (4.769) | (7.536) | (4.274) | |
RD | 0.214 *** | 0.272 *** | 0.206 *** | 0.264 *** | |
(18.293) | (21.577) | (16.104) | (20.772) | ||
Lev | 1.034 *** | 0.511 *** | 1.071 *** | 0.554 *** | |
(10.931) | (5.753) | (11.245) | (6.182) | ||
Cash | 0.553 ** | 0.027 | 0.577 ** | 0.057 | |
(2.048) | (0.106) | (2.146) | (0.224) | ||
Growth | 0.114 ** | 0.107 ** | 0.090 | 0.078 | |
(2.213) | (2.128) | (1.621) | (1.506) | ||
Indep | 1.588 *** | 1.275 *** | 1.603 *** | 1.289 *** | |
(4.449) | (3.842) | (4.380) | (3.912) | ||
Board | 0.783 *** | 0.580 *** | 0.800 *** | 0.599 *** | |
(7.842) | (5.937) | (7.405) | (6.152) | ||
Top10 | 0.089 | −0.146 | 0.022 | −0.198 * | |
(0.797) | (−1.425) | (0.203) | (−1.923) | ||
TobinQ | −0.093 *** | −0.046 *** | −0.098 *** | −0.048 *** | |
(−7.002) | (−3.880) | (−7.736) | (−3.877) | ||
Inst | 0.539 *** | 0.507 *** | 0.579 *** | 0.540 *** | |
(7.500) | (7.343) | (7.920) | (7.784) | ||
BY | −0.031 | −0.065 | −0.094 * | −0.126 ** | |
(−0.613) | (−1.345) | (−1.774) | (−2.460) | ||
Dual | −0.260 *** | −0.170 *** | −0.261 *** | −0.172 *** | |
(−7.838) | (−5.903) | (−8.720) | (−6.023) | ||
Roa | 0.607 * | 0.610 * | 0.664 * | 0.644 ** | |
(1.724) | (1.858) | (1.940) | (1.970) | ||
Constants | 0.856 *** | −5.624 *** | −5.715 *** | −5.313 *** | −5.427 *** |
(41.123) | (−14.553) | (−14.912) | (−12.791) | (−14.092) | |
Year FE | No | No | No | Yes | Yes |
Ind FE | No | No | Yes | No | Yes |
N | 4368 | 4368 | 4368 | 4368 | 4368 |
R2 | 0.019 | 0.280 | 0.378 | 0.286 | 0.383 |
Variables | (1) | (2) | (3) | (4) | (5) |
---|---|---|---|---|---|
GPAT | GPAT | GPAT | GPAT | GPAT | |
GP | 1.320 *** | 1.088 *** | 0.685 *** | 1.028 *** | 0.623 *** |
(9.776) | (8.979) | (5.226) | (7.798) | (4.766) | |
RD | 0.219 *** | 0.274 *** | 0.210 *** | 0.265 *** | |
(18.741) | (21.699) | (16.514) | (20.875) | ||
Lev | 1.014 *** | 0.509 *** | 1.053 *** | 0.552 *** | |
(10.750) | (5.723) | (11.086) | (6.160) | ||
Cash | 0.611 ** | 0.073 | 0.636 ** | 0.102 | |
(2.273) | (0.290) | (2.392) | (0.405) | ||
Growth | 0.105 ** | 0.101 ** | 0.078 | 0.070 | |
(2.042) | (2.015) | (1.407) | (1.365) | ||
Indep | 1.528 *** | 1.245 *** | 1.547 *** | 1.264 *** | |
(4.298) | (3.759) | (4.240) | (3.842) | ||
Board | 0.831 *** | 0.611 *** | 0.846 *** | 0.629 *** | |
(8.348) | (6.286) | (7.906) | (6.492) | ||
Top10 | 0.086 | −0.142 | 0.018 | −0.195 * | |
(0.774) | (−1.390) | (0.167) | (−1.893) | ||
TobinQ | −0.090 *** | −0.045 *** | −0.095 *** | −0.048 *** | |
(−6.768) | (−3.838) | (−7.487) | (−3.829) | ||
Inst | 0.522 *** | 0.498 *** | 0.563 *** | 0.533 *** | |
(7.289) | (7.211) | (7.738) | (7.672) | ||
BY | −0.040 | −0.070 | −0.105 ** | −0.131 ** | |
(−0.797) | (−1.430) | (−1.984) | (−2.557) | ||
Dual | −0.262 *** | −0.171 *** | −0.263 *** | −0.174 *** | |
(−7.922) | (−5.975) | (−8.788) | (−6.089) | ||
Roa | 0.625 * | 0.625 * | 0.678 ** | 0.657 ** | |
(1.781) | (1.905) | (1.988) | (2.013) | ||
Constants | 0.884 *** | −5.740 *** | −5.777 *** | −5.421 *** | −5.484 *** |
(47.075) | (−14.899) | (−15.074) | (−13.107) | (−14.233) | |
Year FE | No | No | No | Yes | Yes |
Ind FE | No | No | Yes | No | Yes |
N | 4368 | 4368 | 4368 | 4368 | 4368 |
R2 | 0.021 | 0.285 | 0.380 | 0.292 | 0.385 |
(1) | (2) | (3) | (4) | (5) | |
---|---|---|---|---|---|
GPAT | GPAT | GPAT | GPAT | GPAT | |
GDN | 0.242 *** | 0.183 *** | 0.101 *** | 0.175 *** | 0.095 *** |
(12.389) | (10.711) | (5.592) | (9.261) | (5.217) | |
Constants | 0.847 *** | −5.443 *** | −5.612 *** | −5.149 *** | −5.335 *** |
(43.900) | (−14.154) | (−14.664) | (−12.495) | (−13.874) | |
Year FE | No | No | No | Yes | Yes |
Ind FE | No | No | Yes | No | Yes |
Control variables | No | Yes | Yes | Yes | Yes |
N | 4368 | 4368 | 4368 | 4368 | 4368 |
R2 | 0.034 | 0.287 | 0.380 | 0.293 | 0.385 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
GPAT | GPAT | GPAT | GPAT | |
GUNIND | 0.174 *** | 0.131 *** | ||
(4.781) | (2.806) | |||
GC | 0.198 *** | |||
(3.887) | ||||
GIND | 0.049 | |||
(1.324) | ||||
RD | 0.265 *** | 0.248 *** | 0.266 *** | 0.254 *** |
(20.923) | (19.073) | (20.883) | (18.477) | |
Lev | 0.546 *** | 0.577 *** | 0.552 *** | 0.564 *** |
(6.094) | (6.305) | (6.147) | (5.890) | |
Cash | 0.101 | 0.309 | 0.085 | 0.248 |
(0.399) | (1.170) | (0.334) | (0.888) | |
Growth | 0.076 | 0.061 | 0.077 | 0.055 |
(1.467) | (1.134) | (1.496) | (0.980) | |
Indep | 1.326 *** | 1.465 *** | 1.341 *** | 1.279 *** |
(4.043) | (4.336) | (4.083) | (3.606) | |
Board | 0.602 *** | 0.599 *** | 0.632 *** | 0.499 *** |
(6.211) | (5.834) | (6.501) | (4.586) | |
Top10 | −0.201 * | −0.123 | −0.199 * | −0.141 |
(−1.952) | (−1.156) | (−1.930) | (−1.272) | |
TobinQ | −0.047 *** | −0.043 *** | −0.046 *** | −0.047 *** |
(−3.801) | (−3.379) | (−3.716) | (−3.561) | |
Inst | 0.532 *** | 0.506 *** | 0.529 *** | 0.451 *** |
(7.649) | (7.057) | (7.624) | (5.940) | |
BY | −0.125 ** | −0.139 *** | −0.137 *** | −0.071 |
(−2.445) | (−2.600) | (−2.681) | (−1.251) | |
Dual | −0.177 *** | −0.172 *** | −0.166 *** | −0.150 *** |
(−6.175) | (−5.797) | (−5.762) | (−4.812) | |
Roa | 0.624 * | 0.632 * | 0.598 * | 0.591 * |
(1.918) | (1.871) | (1.828) | (1.663) | |
Constants | −5.459 *** | −5.247 *** | −5.493 *** | −5.245 *** |
(−14.193) | (−13.087) | (−14.204) | (−12.329) | |
Year FE | Yes | Yes | Yes | Yes |
Ind FE | Yes | Yes | Yes | Yes |
N | 4368 | 3932 | 4368 | 3483 |
R2 | 0.384 | 0.378 | 0.383 | 0.355 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
GPP | GPP | GPP | GPP | |
GD | 0.028 *** | 0.017 *** | ||
(6.264) | (3.657) | |||
GP | 0.166 *** | 0.121 *** | ||
(9.509) | (5.335) | |||
RD | −0.007 *** | −0.006 *** | −0.000 | −0.000 |
(−3.772) | (−3.413) | (−0.158) | (−0.082) | |
Lev | 0.103 *** | 0.099 *** | 0.062 *** | 0.061 *** |
(7.274) | (7.039) | (4.219) | (4.168) | |
Cash | 0.030 | 0.037 | 0.003 | 0.011 |
(0.749) | (0.921) | (0.065) | (0.240) | |
Growth | 0.008 | 0.006 | 0.005 | 0.004 |
(1.017) | (0.774) | (0.798) | (0.538) | |
Indep | −0.035 | −0.042 | −0.036 | −0.038 |
(−0.663) | (−0.784) | (−0.740) | (−0.784) | |
Board | 0.013 | 0.019 | −0.004 | 0.001 |
(0.866) | (1.281) | (−0.323) | (0.097) | |
Top10 | −0.038 ** | −0.039 ** | −0.044 ** | −0.043 ** |
(−2.296) | (−2.329) | (−2.577) | (−2.522) | |
TobinQ | −0.007 *** | −0.006 *** | −0.006 *** | −0.006 *** |
(−3.497) | (−3.234) | (−3.008) | (−2.969) | |
Inst | 0.030 *** | 0.029 *** | 0.032 *** | 0.032 *** |
(2.819) | (2.671) | (2.910) | (2.832) | |
BY | −0.005 | −0.007 | −0.007 | −0.007 |
(−0.664) | (−0.878) | (−0.795) | (−0.877) | |
Dual | −0.024 *** | −0.024 *** | −0.017 *** | −0.017 *** |
(−4.905) | (−4.936) | (−3.608) | (−3.649) | |
Roa | 0.117 ** | 0.120 ** | 0.100 * | 0.103 * |
(2.223) | (2.295) | (1.803) | (1.870) | |
Constants | 0.182 *** | 0.165 *** | 0.132 ** | 0.119 ** |
(3.157) | (2.865) | (2.338) | (2.100) | |
Year FE | No | No | Yes | Yes |
Ind FE | No | No | Yes | Yes |
N | 4368 | 4368 | 4368 | 4368 |
R2 | 0.049 | 0.060 | 0.121 | 0.127 |
(1) | (2) | (3) | (4) | (5) | (6) | |
---|---|---|---|---|---|---|
GPAT | GPAT | GPAT | GPAT | GPAT | GPAT | |
GD | 0.405 *** | 0.259 *** | 0.240 *** | |||
(8.188) | (5.065) | (7.576) | ||||
GP | 1.791 *** | 1.328 *** | 1.012 *** | |||
(9.508) | (6.131) | (9.277) | ||||
2015.year | 0.000 | 0.000 | ||||
(.) | (.) | |||||
2016.year | 0.263 *** | 0.261 *** | ||||
(3.998) | (3.978) | |||||
2017.year | 0.298 *** | 0.305 *** | ||||
(4.720) | (4.826) | |||||
2018.year | 0.317 *** | 0.327 *** | ||||
(5.092) | (5.261) | |||||
2019.year | 0.190 *** | 0.198 *** | ||||
(3.030) | (3.167) | |||||
2020.year | 0.290 *** | 0.291 *** | ||||
(4.637) | (4.658) | |||||
Constants | −8.980 *** | −9.121 *** | −9.250 *** | −9.328 *** | −5.186 *** | −5.325 *** |
(−14.018) | (−14.280) | (−11.956) | (−12.121) | (−13.407) | (−13.715) | |
var (e.GPAT) | 2.077 *** | 2.060 *** | ||||
(32.274) | (32.278) | |||||
sigma_u | 1.113 *** | 1.103 *** | ||||
(29.670) | (29.613) | |||||
sigma_e | 0.922 *** | 0.921 *** | ||||
(58.477) | (58.497) | |||||
Control variables | Yes | Yes | Yes | Yes | Yes | Yes |
N | 4368 | 4368 | 4368 | 4368 | 4368 | 4368 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
GPAT | GPAT | GPAT | GPAT | |
GD | 0.126 *** | 0.095 *** | ||
(4.316) | (2.639) | |||
GP | 0.649 *** | 0.559 *** | ||
(5.195) | (3.121) | |||
Constants | −5.510 *** | −5.569 *** | 0.323 | 0.221 |
(−13.763) | (−13.903) | (0.248) | (0.170) | |
Control variables | Yes | Yes | Yes | Yes |
Year and Ind FEs | Yes | Yes | No | No |
Year and Code FEs | No | No | Yes | Yes |
N | 4164 | 4164 | 4298 | 4298 |
R-sq | 0.383 | 0.386 | 0.765 | 0.765 |
Variables | (1) | (2) |
---|---|---|
GPAT | GPAT | |
GD | 0.132 *** | |
(4.688) | ||
GP | 0.654 *** | |
(5.613) | ||
Size | 0.321 *** | 0.321 *** |
(14.320) | (14.358) | |
Interact1 | 0.082 *** | |
(3.519) | ||
Interact2 | 0.343 *** | |
(3.924) | ||
Constants | −9.580 *** | −9.663 *** |
(−21.044) | (−21.248) | |
Year FE | Yes | Yes |
Ind FE | Yes | Yes |
Control variables | Yes | Yes |
N | 4368 | 4368 |
R2 | 0.419 | 0.422 |
Variables | (1) | (2) |
---|---|---|
GPAT | GPAT | |
GD | 0.124 *** | |
(4.308) | ||
GP | 0.647 *** | |
(5.289) | ||
market | −0.006 | −0.006 |
(−0.788) | (−0.804) | |
Interact3 | −0.064 *** | |
(−4.273) | ||
Interact4 | −0.296 *** | |
(−4.322) | ||
Constants | −5.364 *** | −5.446 *** |
(−13.941) | (−14.127) | |
Year FE | Yes | Yes |
Ind FE | Yes | Yes |
Control variables | Yes | Yes |
N | 4368 | 4368 |
R2 | 0.385 | 0.388 |
Variables | (1) | (2) |
---|---|---|
GPAT | GPAT | |
GD | 0.116 *** | |
(4.030) | ||
GP | 0.579 *** | |
(4.616) | ||
BD | 0.171 *** | 0.168 *** |
(4.181) | (4.138) | |
Interact5 | 0.105 | |
(1.221) | ||
Interact6 | 0.610 * | |
(1.661) | ||
Constants | −5.730 *** | −5.789 *** |
(−14.753) | (−14.902) | |
Year FE | Yes | Yes |
Ind FE | Yes | Yes |
Control variables | Yes | Yes |
N | 4368 | 4368 |
R2 | 0.385 | 0.387 |
Variables | (1) | (2) |
---|---|---|
GPAT | GPAT | |
GD | 0.126 *** | |
(4.285) | ||
GP | 0.677 *** | |
(5.436) | ||
GI | 0.146 *** | 0.148 *** |
(4.720) | (4.792) | |
Interact7 | 0.126 ** | |
(2.102) | ||
Interact8 | 1.032 *** | |
(4.125) | ||
Constants | −5.245 *** | −5.300 *** |
(−13.190) | (−13.383) | |
Year FE | Yes | Yes |
Ind FE | Yes | Yes |
Control variables | Yes | Yes |
N | 4252 | 4252 |
R2 | 0.386 | 0.390 |
Variables | (1) | (2) |
---|---|---|
EA | EA | |
GD | 0.714 *** | |
(4.190) | ||
GP | 3.955 *** | |
(4.585) | ||
RD | 0.122 * | 0.128 * |
(1.653) | (1.736) | |
Lev | 1.400 ** | 1.382 ** |
(2.519) | (2.491) | |
Cash | 4.955 *** | 5.231 *** |
(3.536) | (3.741) | |
Growth | −0.034 | −0.081 |
(−0.120) | (−0.292) | |
Indep | 2.335 | 2.199 |
(1.210) | (1.138) | |
Board | 0.636 | 0.816 |
(1.114) | (1.445) | |
Top10 | −0.358 | −0.336 |
(−0.633) | (−0.596) | |
TobinQ | −0.305 *** | −0.300 *** |
(−4.786) | (−4.728) | |
Inst | 0.462 | 0.419 |
(1.190) | (1.085) | |
BY | −0.303 | −0.332 |
(−1.107) | (−1.209) | |
Dual | −0.683 *** | −0.693 *** |
(−4.345) | (−4.385) | |
Roa | 0.182 | 0.269 |
(0.100) | (0.148) | |
Constants | 0.659 | 0.288 |
(0.292) | (0.127) | |
Year FE | Yes | Yes |
Ind FE | Yes | Yes |
N | 4368 | 4368 |
R2 | 0.193 | 0.197 |
Variables | (1) | (2) |
---|---|---|
EP | EP | |
GD | 0.025 * | |
(1.672) | ||
GP | 0.099 * | |
(1.649) | ||
RD | −0.015 ** | −0.015 ** |
(−2.406) | (−2.375) | |
Lev | 0.206 *** | 0.206 *** |
(4.161) | (4.169) | |
Cash | 0.359 *** | 0.367 *** |
(2.592) | (2.646) | |
Growth | −0.008 | −0.008 |
(−0.287) | (−0.319) | |
Indep | 0.050 | 0.044 |
(0.279) | (0.244) | |
Board | −0.031 | −0.026 |
(−0.600) | (−0.499) | |
Top10 | −0.378 *** | −0.378 *** |
(−6.619) | (−6.619) | |
TobinQ | −0.034 *** | −0.034 *** |
(−4.631) | (−4.610) | |
Inst | 0.164 *** | 0.163 *** |
(4.583) | (4.538) | |
BY | 0.027 | 0.026 |
(1.012) | (0.966) | |
Dual | −0.033 ** | −0.034 ** |
(−2.026) | (−2.062) | |
Roa | −0.075 | −0.073 |
(−0.430) | (−0.416) | |
Constants | 0.775 *** | 0.769 *** |
(3.797) | (3.766) | |
Year FE | Yes | Yes |
Ind FE | Yes | Yes |
N | 4252 | 4252 |
R2 | 0.122 | 0.122 |
Variables | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
GPAT | GSub | GSym | GPAT | GSub | GSym | |
GD | 0.124 *** | 0.066 *** | 0.094 *** | |||
(4.274) | (2.621) | (3.839) | ||||
GP | 0.641 *** | 0.273 ** | 0.559 *** | |||
(5.170) | (2.509) | (5.217) | ||||
RD | 0.264 *** | 0.202 *** | 0.182 *** | 0.265 *** | 0.203 *** | 0.183 *** |
(20.772) | (17.536) | (16.578) | (20.875) | (17.563) | (16.682) | |
Lev | 0.554 *** | 0.259 *** | 0.535 *** | 0.552 *** | 0.259 *** | 0.532 *** |
(6.182) | (3.292) | (7.133) | (6.160) | (3.292) | (7.088) | |
Cash | 0.057 | 0.071 | 0.103 | 0.102 | 0.092 | 0.141 |
(0.224) | (0.318) | (0.499) | (0.405) | (0.413) | (0.688) | |
Growth | 0.078 | 0.056 | 0.048 | 0.070 | 0.054 | 0.040 |
(1.506) | (1.252) | (1.096) | (1.365) | (1.203) | (0.932) | |
Indep | 1.289 *** | 1.467 *** | 0.949 *** | 1.264 *** | 1.452 *** | 0.932 *** |
(3.912) | (5.021) | (3.253) | (3.842) | (4.966) | (3.200) | |
Board | 0.599 *** | 0.527 *** | 0.439 *** | 0.629 *** | 0.541 *** | 0.464 *** |
(6.152) | (6.088) | (5.003) | (6.492) | (6.241) | (5.333) | |
Top10 | −0.198 * | 0.000 | −0.060 | −0.195 * | 0.001 | −0.056 |
(−1.923) | (0.005) | (−0.680) | (−1.893) | (0.010) | (−0.640) | |
TobinQ | −0.048 *** | −0.023 ** | −0.036 *** | −0.048 *** | −0.023 ** | −0.036 *** |
(−3.877) | (−2.185) | (−3.647) | (−3.829) | (−2.150) | (−3.606) | |
Inst | 0.540 *** | 0.389 *** | 0.361 *** | 0.533 *** | 0.385 *** | 0.355 *** |
(7.784) | (6.577) | (6.161) | (7.672) | (6.506) | (6.066) | |
BY | −0.126 ** | −0.089 ** | −0.084 ** | −0.131 ** | −0.091 ** | −0.087 ** |
(−2.460) | (−2.003) | (−1.975) | (−2.557) | (−2.061) | (−2.067) | |
Dual | −0.172 *** | −0.111 *** | −0.121 *** | −0.174 *** | −0.112 *** | −0.122 *** |
(−6.023) | (−4.508) | (−5.230) | (−6.089) | (−4.550) | (−5.295) | |
Roa | 0.644 ** | 0.352 | 0.263 | 0.657 ** | 0.357 | 0.276 |
(1.970) | (1.257) | (0.987) | (2.013) | (1.273) | (1.036) | |
Constants | −5.427 *** | −4.671 *** | −3.941 *** | −5.484 *** | −4.690 *** | −3.996 *** |
(−14.092) | (−13.500) | (−11.475) | (−14.233) | (−13.528) | (−11.655) | |
Year FE | Yes | Yes | Yes | Yes | Yes | Yes |
Ind FE | Yes | Yes | Yes | Yes | Yes | Yes |
N | 4368 | 4368 | 4368 | 4368 | 4368 | 4368 |
R2 | 0.383 | 0.303 | 0.349 | 0.385 | 0.303 | 0.352 |
Variables | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
GPAT | GPAT | GPAT | GPAT | GPAT | GPAT | |
GD_lag1 | 0.113 *** | |||||
(3.391) | ||||||
GD_lag2 | 0.081 ** | |||||
(2.067) | ||||||
GD_lag3 | 0.047 | |||||
(0.985) | ||||||
GP_lag1 | 0.498 *** | |||||
(3.387) | ||||||
GP_lag2 | 0.349 ** | |||||
(2.022) | ||||||
GP_lag3 | 0.412 ** | |||||
(2.062) | ||||||
RD | 0.279 *** | 0.293 *** | 0.294 *** | 0.280 *** | 0.294 *** | 0.295 *** |
(18.863) | (17.808) | (14.668) | (18.925) | (17.828) | (14.762) | |
Lev | 0.567 *** | 0.626 *** | 0.714 *** | 0.569 *** | 0.626 *** | 0.713 *** |
(5.410) | (5.010) | (4.783) | (5.430) | (5.016) | (4.796) | |
Cash | 0.108 | 0.024 | 0.295 | 0.148 | 0.059 | 0.327 |
(0.366) | (0.070) | (0.737) | (0.503) | (0.173) | (0.818) | |
Growth | 0.094 | 0.073 | −0.008 | 0.087 | 0.069 | −0.012 |
(1.596) | (1.046) | (−0.091) | (1.480) | (0.995) | (−0.140) | |
Indep | 1.442 *** | 1.457 *** | 1.882 *** | 1.425 *** | 1.440 *** | 1.910 *** |
(3.848) | (3.325) | (3.625) | (3.810) | (3.284) | (3.678) | |
Board | 0.667 *** | 0.643 *** | 0.750 *** | 0.689 *** | 0.656 *** | 0.768 *** |
(5.958) | (4.919) | (4.948) | (6.164) | (5.011) | (5.068) | |
Top10 | −0.178 | −0.252 * | −0.475 *** | −0.174 | −0.247 * | −0.473 *** |
(−1.438) | (−1.696) | (−2.599) | (−1.411) | (−1.661) | (−2.584) | |
TobinQ | −0.050 *** | −0.060 *** | −0.052 ** | −0.049 *** | −0.060 *** | −0.050 ** |
(−3.606) | (−3.217) | (−2.106) | (−3.570) | (−3.205) | (−2.023) | |
Inst | 0.493 *** | 0.482 *** | 0.431 *** | 0.484 *** | 0.474 *** | 0.426 *** |
(6.068) | (5.085) | (3.756) | (5.944) | (4.999) | (3.722) | |
BY | −0.114 * | −0.108 | −0.149 | −0.118 * | −0.111 | −0.155 * |
(−1.860) | (−1.467) | (−1.638) | (−1.928) | (−1.509) | (−1.706) | |
Dual | −0.178 *** | −0.169 *** | −0.181 *** | −0.179 *** | −0.168 *** | −0.179 *** |
(−5.350) | (−4.281) | (−3.795) | (−5.377) | (−4.267) | (−3.769) | |
Roa | 0.263 | 0.283 | 0.257 | 0.268 | 0.269 | 0.227 |
(0.706) | (0.647) | (0.502) | (0.719) | (0.615) | (0.443) | |
Constants | −5.878 *** | −6.040 *** | −6.207 *** | −5.921 *** | −6.064 *** | −6.280 *** |
(−13.347) | (−12.317) | (−10.825) | (−13.411) | (−12.320) | (−10.890) | |
Year FE | Yes | Yes | Yes | Yes | Yes | Yes |
Ind FE | Yes | Yes | Yes | Yes | Yes | Yes |
N | 3379 | 2496 | 1704 | 3379 | 2496 | 1704 |
R2 | 0.399 | 0.410 | 0.422 | 0.400 | 0.410 | 0.424 |
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Liu, L.; Dong, H.; Qi, L. How Directors with Green Backgrounds Drive Corporate Green Innovation: Evidence from China. Sustainability 2025, 17, 6944. https://doi.org/10.3390/su17156944
Liu L, Dong H, Qi L. How Directors with Green Backgrounds Drive Corporate Green Innovation: Evidence from China. Sustainability. 2025; 17(15):6944. https://doi.org/10.3390/su17156944
Chicago/Turabian StyleLiu, Liyun, Huaibo Dong, and Lei Qi. 2025. "How Directors with Green Backgrounds Drive Corporate Green Innovation: Evidence from China" Sustainability 17, no. 15: 6944. https://doi.org/10.3390/su17156944
APA StyleLiu, L., Dong, H., & Qi, L. (2025). How Directors with Green Backgrounds Drive Corporate Green Innovation: Evidence from China. Sustainability, 17(15), 6944. https://doi.org/10.3390/su17156944