Board Gender Diversity and Voluntary Carbon Emission Disclosure
Abstract
:1. Introduction
2. Literature Review and Hypothesis Development
2.1. Theoretical Framework
2.2. Hypotheses
2.3. Moderating Effect of National Gender Quotas
3. Data and Methodology
3.1. Sample Description
3.2. Variables
3.3. Methodology
3.4. Descriptive Statistics
4. Results
4.1. The Role of Board Gender Diversity
4.2. Moderating Role National Quotas
4.3. Robustness Checks
4.4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
Appendix A
Country | N | Disclosure | Female | Quota | Hard/Soft/Recommend | Compliance Year |
---|---|---|---|---|---|---|
Argentina | 89 | 0.180 | 0.055 | no | - | |
Australia | 2448 | 0.258 | 0.133 | ± | Recommend | 2011 |
Austria | 82 | 0.744 | 0.205 | yes | Hard | 2017 |
Belgium | 188 | 0.612 | 0.223 | yes | Hard | 2011 |
Brazil | 467 | 0.601 | 0.081 | no | - | |
Canada | 1826 | 0.426 | 0.132 | yes | Soft | 2011 |
Chile | 100 | 0.590 | 0.052 | no | - | |
China | 1246 | 0.104 | 0.095 | no | - | |
Colombia | 64 | 0.906 | 0.167 | no | - | |
Denmark | 188 | 0.739 | 0.192 | ± | Recommend | 2008 |
Finland | 238 | 0.962 | 0.283 | yes | Soft | 2010 |
France | 731 | 0.847 | 0.314 | yes | Hard | 2017 |
Germany | 713 | 0.728 | 0.209 | yes | Hard | 2016 |
India | 588 | 0.468 | 0.092 | yes | Soft | 2013 |
Indonesia | 206 | 0.248 | 0.082 | no | - | |
Ireland | 86 | 0.419 | 0.124 | ± | Recommend | 2013 |
Israel | 102 | 0.324 | 0.171 | yes | Soft | 2010 |
Italy | 269 | 0.828 | 0.250 | yes | Hard | 2012 |
Japan | 2503 | 0.522 | 0.039 | no | - | |
Malaysia | 293 | 0.532 | 0.170 | no | - | 2012 |
Mexico | 242 | 0.620 | 0.067 | no | - | |
Netherlands | 272 | 0.846 | 0.206 | yes | Soft | 2013 |
New Zealand | 175 | 0.371 | 0.252 | no | - | |
Norway | 225 | 0.764 | 0.327 | yes | Hard | 2008 |
Peru | 79 | 0.190 | 0.076 | no | - | |
Philippines | 74 | 0.757 | 0.081 | no | - | |
Poland | 131 | 0.366 | 0.132 | ± | 2010 | |
Portugal | 65 | 0.846 | 0.110 | yes | Hard | 2017 |
Saudi Arabia | 72 | 0.292 | 0.008 | no | - | |
Singapore | 280 | 0.421 | 0.072 | no | - | |
South Africa | 782 | 0.774 | 0.203 | no | - | 2009 |
Spain | 282 | 0.872 | 0.175 | yes | Soft | 2015 |
Sweden | 536 | 0.750 | 0.306 | ± | Recommend | 2008 |
Switzerland | 493 | 0.623 | 0.136 | no | - | |
Thailand | 198 | 0.763 | 0.112 | no | - | |
Turkey | 177 | 0.569 | 0.094 | no | - | |
United Kingdom | 2230 | 0.927 | 0.184 | ± | Recommend | 2011 |
United States | 11,068 | 0.283 | 0.154 | ± | Recommend | 2010 |
Total | 23,226 | 0.458 | 0.148 |
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Variables | Definitions | Source |
---|---|---|
Disclosure | A dummy variable that takes the value 1 if scope 1 as well as the emission score are available and 0 if the emission score is available but no scope 1. | ESG Data |
Female | Ratio of the number of female directors to the total number of directors on the board [10]. | Datastream |
Quota | A dummy variable that takes the value 1 if the country adopted a quota regulation to regulate for board gender, either hard or soft, and 0 if no quota regulation was adopted to regulate for board gender. | Literature [16] |
Hard Quota | A dummy variable that takes the value 1 if the country adopted a hard quota regulation and 0 if no hard quota regulation. | Literature [16] |
Soft Quota | A dummy variable that takes the value 1 if the country adopted a soft quota regulation and 0 if no soft quota regulation. | Literature [16] |
Board Size | Natural logarithm of the total number of directors in a given firm-year. | Datastream |
Board Independency | Ratio of number of independent directors divided by the total number of directors in a given firm-year. | Datastream |
R & D Intensity | Research and development (R & D) expenses divided by total assets. | Datastream |
R & D Missing | A dummy variable that takes the value 1 if R & D is missing and 0 for non-missing R & D. | Datastream |
Tobin’s Q | Ratio of (book value of total assets + market value of common equity−book value of common equity) to the book value of total assets. | Datastream |
ROA | Ratio of net income to total assets | Datastream |
Firm Size | Natural logarithm of total assets in USD. | Datastream |
Cash Holding | Ratio of cash and short-term investments to total assets. | Datastream |
Leverage | Ratio of total debt to total assets. | Datastream |
Capital Expenditures | Ratio of capital expenditures to total assets. | Datastream |
GDP | Natural logarithm of Gross Domestic Product (GDP) per country-year | World Bank |
Legal Origin | A dummy variable that takes the value 1 if a country legal origin is civil law and 0 if a country legal origin is common law. | [29] |
Environmental Stringency | Country specific time invariant variable, which is a proxy for the stringency of a country to letting firms comply to regulations related to the environment. | World Bank |
N | Mean | Median | Std. Dev. | Minimum | Maximum | |
---|---|---|---|---|---|---|
Disclosure | 22,841 | 0.480 | 0.000 | 0.500 | 0.000 | 1.000 |
Female | 22,841 | 0.150 | 0.143 | 0.124 | 0.000 | 0.500 |
Quota | 22,841 | 0.611 | 1.000 | 0.488 | 0.000 | 1.000 |
Hard Quota | 22,841 | 0.032 | 0.000 | 0.176 | 0.000 | 1.000 |
Soft Quota | 22,841 | 0.605 | 1.000 | 0.489 | 0.000 | 1.000 |
Board Size (log) | 22,841 | 2.220 | 2.197 | 0.329 | 1.386 | 2.996 |
Board Independency | 22,841 | 0.604 | 0.667 | 0.257 | 0.000 | 1.000 |
R & D intensity | 22,841 | 0.025 | 0.000 | 0.064 | 0.000 | 0.553 |
R & D Missing | 22,841 | 0.526 | 1.000 | 0.499 | 0.000 | 1.000 |
Firm Size (log) | 22,841 | 14.935 | 14.950 | 1.647 | 10.643 | 18.769 |
Cash Holding | 22,841 | 0.160 | 0.103 | 0.172 | 0.002 | 0.910 |
Leverage | 22,841 | 0.248 | 0.232 | 0.191 | 0.000 | 0.919 |
Tobin’s Q | 22,841 | 2.051 | 1.519 | 1.626 | 0.537 | 10.969 |
ROA | 22,841 | 0.064 | 0.073 | 0.139 | −0.677 | 0.403 |
Capital Exp. | 22,841 | 0.913 | 0.050 | 3.353 | 0.000 | 28.219 |
GDP (log) | 22,841 | 8.267 | 8.152 | 1.414 | 5.441 | 9.973 |
Legal Origin | 22,841 | 0.323 | 0.000 | 0.468 | 0.000 | 1.000 |
Stringency | 22,841 | 5.295 | 5.260 | 0.591 | 3.740 | 6.320 |
VIF | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | |
---|---|---|---|---|---|---|---|---|---|---|
(1) Disclosure | 1 | |||||||||
(2) Female | 1.44 | 0.2424 | 1 | |||||||
(3) Quota | 2.11 | −0.0839 | 0.2441 | 1 | ||||||
(4) Hard Quota | 1.26 | 0.112 | 0.2489 | 0.1206 | 1 | |||||
(5) Soft Quota | 1.11 | 0.0457 | 0.0055 | 0.1426 | −0.0358 | 1 | ||||
(6) Board Size | 1.69 | 0.3319 | 0.1037 | −0.2153 | 0.072 | 0.042 | 1 | |||
(7) Board Indp. | 1.84 | −0.02 | 0.2737 | 0.4848 | −0.0736 | −0.0336 | −0.1589 | 1 | ||
(8) R & D Intensity | 2.27 | −0.1247 | −0.0194 | 0.1536 | −0.016 | −0.0315 | −0.1035 | 0.1223 | 1 | |
(9) R & D Missing | 2.05 | −0.0792 | 0.0159 | −0.0266 | −0.0346 | −0.0401 | −0.1277 | 0.0213 | −0.4125 | 1 |
(10) Firm Size | 1.25 | 0.4663 | 0.1073 | −0.1552 | 0.0634 | 0.0592 | 0.5694 | −0.0443 | −0.2392 | −0.1239 |
(11) Cash Holding | 1.66 | −0.2079 | −0.1017 | 0.0668 | −0.0349 | −0.015 | −0.1692 | 0.0136 | 0.5514 | −0.2377 |
(12) Leverage | 1.66 | 0.0508 | 0.0479 | 0.049 | 0.005 | 0.0144 | 0.1453 | 0.0626 | −0.1338 | 0.1183 |
(13) Tobin’s Q | 1.31 | −0.1415 | 0.0367 | 0.1456 | −0.0394 | 0.0547 | −0.1451 | 0.1044 | 0.3196 | −0.1225 |
(14) ROA | 1.89 | 0.1247 | 0.0921 | −0.0349 | 0.0029 | 0.0541 | 0.1259 | −0.0268 | −0.4204 | 0.0577 |
(15) Capital Exp | 2.23 | 0.0148 | −0.1606 | −0.2785 | −0.0482 | 0.0541 | 0.0257 | −0.285 | −0.0568 | −0.0033 |
(16) GDP | 1.76 | −0.2625 | −0.0732 | 0.4478 | −0.1389 | −0.1365 | 0.0426 | 0.3026 | 0.223 | −0.203 |
(17) Legal Origin | 1.28 | 0.1696 | −0.0429 | −0.5131 | 0.2904 | 0.0249 | 0.2328 | −0.5517 | −0.0761 | −0.1804 |
(18) Stringency | 2.17 | 0.1303 | 0.11 | 0.1963 | 0.1582 | −0.1765 | −0.0825 | −0.0001 | 0.0605 | −0.1119 |
(10) | (11) | (12) | (13) | (14) | (15) | (16) | (17) | (18) | ||
(10) Firm Size | 1 | |||||||||
(11) Cash Holding | −0.3244 | 1 | ||||||||
(12) Leverage | 0.2461 | −0.3011 | 1 | |||||||
(13) Tobin’s Q | −0.3361 | 0.404 | −0.143 | 1 | ||||||
(14) ROA | 0.1932 | −0.2356 | −0.0455 | 0.1593 | 1 | |||||
(15) Capital Exp | 0.0787 | −0.0407 | −0.0134 | −0.0009 | 0.0627 | 1 | ||||
(16) GDP | 0.0742 | 0.164 | 0.0803 | 0.0983 | −0.0487 | −0.1456 | 1 | |||
(17) Legal Origin | 0.2756 | −0.0274 | −0.0181 | −0.1313 | 0.0551 | 0.2962 | −0.3094 | 1 | ||
(18) Stringency | −0.0353 | −0.0072 | −0.0788 | −0.0508 | −0.0617 | −0.1876 | −0.0494 | 0.0824 | 1 |
Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | |
---|---|---|---|---|---|---|
Female | 0.916 *** | 0.383 *** | 0.379 *** | 0.566 *** | 0.630 *** | 0.574 *** |
[0.054] | [0.049] | [0.049] | [0.051] | [0.052] | [0.051] | |
Board Size (log) | 0.113 *** | 0.112 *** | 0.155 *** | 0.133 *** | 0.157 *** | |
[0.023] | [0.023] | [0.024] | [0.024] | [0.024] | ||
Board Indp. | 0.168 *** | 0.165 *** | 0.109 *** | 0.045 | 0.05 | |
[0.033] | [0.033] | [0.029] | [0.032] | [0.032] | ||
R & D Intensity | 0.281 *** | 0.286 *** | 0.362 *** | 0.371 *** | 0.343 *** | |
[0.095] | [0.095] | [0.104] | [0.104] | [0.104] | ||
R & D Missing | −0.038 ** | −0.039 ** | −0.028 * | −0.051 *** | −0.037 ** | |
[0.016] | [0.016] | [0.017] | [0.017] | [0.017] | ||
Capital Exp. | 0.009 ** | 0.008 * | −0.001 | −0.003 | 0 | |
[0.004] | [0.004] | [0.002] | [0.002] | [0.002] | ||
Tobin’s Q | 0.012 *** | 0.012 *** | 0.013 *** | 0.010 *** | 0.012 *** | |
[0.004] | [0.004] | [0.004] | [0.004] | [0.004] | ||
ROA | 0.059 * | 0.056 * | 0.080 ** | 0.05 | 0.076 ** | |
[0.033] | [0.033] | [0.035] | [0.036] | [0.035] | ||
Leverage | −0.092 *** | −0.090 *** | −0.093 *** | −0.113 *** | −0.091 *** | |
[0.031] | [0.031] | [0.035] | [0.035] | [0.035] | ||
Cash Holding | −0.033 | −0.034 | −0.129 *** | −0.140 *** | −0.111 *** | |
[0.035] | [0.035] | [0.039] | [0.040] | [0.040] | ||
Firm Size | 0.141 *** | 0.141 *** | 0.133 *** | 0.139 *** | 0.139 *** | |
[0.005] | [0.005] | [0.005] | [0.005] | [0.005] | ||
GDP | −0.134 *** | −0.105 *** | −0.113 *** | −0.11 1*** | ||
[0.029] | [0.006] | [0.006] | [0.006] | |||
Stringency | 0.095 *** | 0.100 *** | ||||
[0.012] | [0.012] | |||||
Legal Origin | −0.058 *** | −0.076 *** | ||||
[0.021] | [0.020] | |||||
Constant | 0.203 | −1.961 *** | −1.135 *** | −1.679 *** | −1.096 *** | −1.689 *** |
[0.152] | [0.173] | [0.246] | [0.167] | [0.153] | [0.171] | |
Year FE | yes | yes | yes | yes | yes | yes |
Industry FE | yes | yes | yes | yes | yes | yes |
Country FE | yes | yes | yes | no | no | no |
Adjusted R squared | 0.325 | 0.49 | 0.491 | 0.394 | 0.385 | 0.397 |
Observations | 22,841 | 22,841 | 22,841 | 22,841 | 22,841 | 22,841 |
Model 1 | Model 2 | Model 3 | Model 4 | |
---|---|---|---|---|
Quota | 0.123 *** | |||
[0.017] | ||||
Hard Quota | 0.074 ** | 0.073 ** | ||
[0.029] | [0.029] | |||
Soft Quota | −0.03 | −0.027 | ||
[0.038] | [0.038] | |||
Board Size (log) | 0.201 *** | 0.178 *** | 0.180 *** | 0.178 *** |
[0.023] | [0.024] | [0.024] | [0.024] | |
Board Independence | 0.098 *** | 0.135 *** | 0.140 *** | 0.134 *** |
[0.032] | [0.032] | [0.032] | [0.032] | |
R & D Intensity | 0.357 *** | 0.367 *** | 0.367 *** | 0.364 *** |
[0.106] | [0.107] | [0.107] | [0.107] | |
R & D Missing | −0.035 ** | −0.035 ** | −0.035 ** | −0.036 ** |
[0.017] | [0.017] | [0.017] | [0.017] | |
Capital Expenditures | −0.001 | −0.001 | −0.002 | −0.001 |
[0.002] | [0.002] | [0.002] | [0.002] | |
Tobin’s Q | 0.013 *** | 0.015 *** | 0.015 *** | 0.015 *** |
[0.004] | [0.004] | [0.004] | [0.004] | |
ROA | 0.084 ** | 0.096 *** | 0.097 *** | 0.096 *** |
[0.036] | [0.036] | [0.036] | [0.036] | |
Leverage | −0.107 *** | −0.098 *** | −0.098 *** | −0.098 *** |
[0.035] | [0.035] | [0.035] | [0.035] | |
Cash Holding | −0.131 *** | −0.139 *** | −0.141 *** | −0.139 *** |
[0.040] | [0.040] | [0.041] | [0.040] | |
Firm Size | 0.144 *** | 0.144 *** | 0.145 *** | 0.145 *** |
[0.005] | [0.005] | [0.005] | [0.005] | |
GDP | −0.135 *** | −0.122 *** | −0.124 *** | −0.123 *** |
[0.006] | [0.006] | [0.006] | [0.006] | |
Stringency | 0.089 *** | 0.110 *** | 0.111 *** | 0.108 *** |
[0.013] | [0.012] | [0.012] | [0.012] | |
Legal Origin | −0.031 | −0.081 *** | −0.071 *** | −0.082 *** |
[0.022] | [0.021] | [0.021] | [0.021] | |
Constant | −1.658 *** | −1.789 *** | −1.800 *** | −1.781 *** |
[0.181] | [0.184] | [0.184] | [0.184] | |
Year FE | yes | yes | yes | yes |
Industry FE | yes | yes | yes | yes |
Country FE | no | no | no | no |
Adjusted R squared | 0.389 | 0.382 | 0.382 | 0.382 |
Observations | 22,841 | 22,841 | 22,841 | 22,841 |
Model 1 | Model 2 | Model 3 | Model 4 | |
---|---|---|---|---|
Female | 0.511 *** | 0.572 *** | 0.558 *** | 0.562 *** |
[0.052] | [0.053] | [0.085] | [0.054] | |
Quota | 0.088 *** | 0.100 *** | ||
[0.018] | [0.023] | |||
Hard Quota | 0.005 | −0.05 | ||
[0.029] | [0.078] | |||
Soft Quota | −0.019 | −0.013 | ||
[0.038] | [0.061] | |||
Female*Quota | −0.075 | |||
[0.093] | ||||
Female*Hard Quota | 0.183 | |||
[0.208] | ||||
Female*Soft Quota | −0.038 | |||
[0.255] | ||||
Board Size (log) | 0.174 *** | 0.157 *** | 0.174 *** | 0.156 *** |
[0.024] | [0.024] | [0.024] | [0.024] | |
Board Independence | 0.029 | 0.049 | 0.028 | 0.05 |
[0.032] | [0.032] | [0.032] | [0.032] | |
R & D Intensity | 0.337 *** | 0.341 *** | 0.335 *** | 0.344 *** |
[0.103] | [0.104] | [0.103] | [0.103] | |
R & D Missing | −0.037 ** | −0.037 ** | −0.037 ** | −0.037 ** |
[0.017] | [0.017] | [0.017] | [0.017] | |
Capital Expenditures | 0.001 | 0.000 | 0.001 | 0.000 |
[0.002] | [0.002] | [0.002] | [0.002] | |
Tobin’s Q | 0.011 *** | 0.013 *** | 0.011 *** | 0.013 *** |
[0.004] | [0.004] | [0.004] | [0.004] | |
ROA | 0.070 ** | 0.077 ** | 0.070 ** | 0.078 ** |
[0.035] | [0.035] | [0.035] | [0.035] | |
Leverage | −0.098 *** | −0.091 *** | −0.098 *** | −0.091 *** |
[0.035] | [0.035] | [0.035] | [0.035] | |
Cash Holding | −0.107 *** | −0.111 *** | −0.106 *** | −0.111 *** |
[0.039] | [0.040] | [0.039] | [0.040] | |
Firm Size | 0.140 *** | 0.139 *** | 0.140 *** | 0.139 *** |
[0.005] | [0.005] | [0.005] | [0.005] | |
GDP | −0.121 *** | −0.112 *** | −0.121 *** | −0.112 *** |
[0.006] | [0.006] | [0.006] | [0.006] | |
Stringency | 0.085 *** | 0.099 *** | 0.085 *** | 0.100 *** |
[0.013] | [0.012] | [0.013] | [0.012] | |
Legal Origin | −0.047 ** | −0.077 *** | −0.045 ** | −0.077 *** |
[0.021] | [0.021] | [0.021] | [0.021] | |
Constant | −1.594 *** | −1.683 *** | −1.605 *** | −1.686 *** |
[0.171] | [0.171] | [0.170] | [0.171] | |
Year FE | yes | yes | yes | yes |
Industry FE | yes | yes | yes | yes |
Country FE | no | no | no | no |
Adjusted R squared | 0.4 | 0.397 | 0.4 | 0.397 |
Observations | 22,841 | 22,841 | 22,841 | 22,841 |
Never Quota | Always Quota | Change Quota | |
---|---|---|---|
Female | 0.438 *** | 0.446 *** | 0.229 *** |
[0.111] | [0.076] | [0.085] | |
Board Size (log) | 0.202 *** | 0.150 *** | 0.211 *** |
[0.038] | [0.038] | [0.044] | |
Board Independence | 0.101 * | 0.179 *** | 0.143 *** |
[0.060] | [0.050] | [0.049] | |
R & D Intensity | 0.619 * | 0.266 ** | 0.185 |
[0.365] | [0.117] | [0.297] | |
R & D Missing | −0.038 | −0.068 *** | 0.007 |
[0.031] | [0.023] | [0.030] | |
Capital Expenditures | 0.002 | 0.065 | −0.049 *** |
[0.002] | [0.043] | [0.011] | |
Tobin’s Q | 0.012 | 0.014 *** | 0.005 |
[0.008] | [0.005] | [0.008] | |
ROA | 0.146 * | 0.029 | 0.098 * |
[0.080] | [0.052] | [0.055] | |
Leverage | 0.034 | −0.116 *** | −0.022 |
[0.079] | [0.037] | [0.072] | |
Cash Holding | −0.092 | 0.039 | −0.209 *** |
[0.089] | [0.046] | [0.067] | |
Firm Size | 0.135 *** | 0.160 *** | 0.105 *** |
[0.010] | [0.007] | [0.009] | |
GDP | −0.136 *** | −0.06 | 0.158 *** |
[0.014] | [0.061] | [0.027] | |
Stringency | 0.092 *** | 0.267 | −0.009 |
[0.015] | [0.362] | [0.029] | |
Legal Origin | 0.049 | −0.034 | −0.033 |
[0.044] | [0.567] | [0.030] | |
Constant | −1.708 *** | −3.487 ** | −2.574 *** |
[0.266] | [1.407] | [0.289] | |
Year FE | yes | yes | yes |
Industry FE | yes | yes | yes |
Country FE | no | no | no |
Adjusted R squared | 0.333 | 0.529 | 0.463 |
Observations | 7372 | 9203 | 6266 |
Chi_Sq (Never Quota vs. Others) | 0.00 (0.95) | 2.26 (0.13) | |
Chi_Sq (Always Quota vs. Change) | 3.67 (0.06) ** |
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Gonenc, H.; Krasnikova, A.V. Board Gender Diversity and Voluntary Carbon Emission Disclosure. Sustainability 2022, 14, 14418. https://doi.org/10.3390/su142114418
Gonenc H, Krasnikova AV. Board Gender Diversity and Voluntary Carbon Emission Disclosure. Sustainability. 2022; 14(21):14418. https://doi.org/10.3390/su142114418
Chicago/Turabian StyleGonenc, Halit, and Antonina V. Krasnikova. 2022. "Board Gender Diversity and Voluntary Carbon Emission Disclosure" Sustainability 14, no. 21: 14418. https://doi.org/10.3390/su142114418
APA StyleGonenc, H., & Krasnikova, A. V. (2022). Board Gender Diversity and Voluntary Carbon Emission Disclosure. Sustainability, 14(21), 14418. https://doi.org/10.3390/su142114418