Gender and Climate Change Disclosure: An Interdimensional Policy Approach
Abstract
:1. Introduction
2. Background and Literature
2.1. Voluntary Disclosure
2.2. Boards’ Gender Diversity and Disclosure
2.3. Our Context; Turkey
3. Data and Empirical Strategy
3.1. Sample Selection and Data
3.2. Variables and Summary Statistics
3.2.1. Dependent Variable (CDP Disclosure Status)
3.2.2. Independent Variables
3.2.3. Control Variables
3.3. Research Model
4. Results and Analysis
4.1. Descriptive Statistics
4.2. Multivariate Analysis
5. Conclusions and Implications for Reforms
Author Contributions
Funding
Conflicts of Interest
References
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VARIABLES | Description | Source |
---|---|---|
Dependent variable | ||
CDPDISCLOSURE | CDP disclosure status (dummy variable that equals one if the firm disclosed climate change information through CDP questionnaire and zero otherwise) | CGFT/CDP |
Board gender diversity variables | ||
BLAUINDEX | The Blau index of heterogeneity, where n is number of categories (2 for gender diversity) and Pi the proportion of group members (fraction of female and male directors) in each category | CGFT/PDP |
ONEWOMAN | Dummy variable that equals 1 if there is at least one woman sitting on the board of directors and zero otherwise | CGFT/PDP |
TWOWOMEN | Dummy variable that equals 1 if there are at least two women sitting on the board of directors and zero otherwise | CGFT/PDP |
THREEWOMEN | Dummy variable that equals 1 if there are at least three women sitting on the board of directors and zero otherwise | CGFT/PDP |
NBWOMENIND | Number of independent female directors on the board | CGFT/PDP |
NBWOMENPRO | Number of professional female directors on the board | CGFT/PDP |
NBWOMENFAM | Number of female directors who are controlling family members | CGFT/PDP |
NBWOMENAUC | Number of female occupied seats in audit committee | CGFT/PDP |
NBWOMENCGC | Number of female occupied seats in CG committee | CGFT/PDP |
NBWOMENCGCAUC | Number of female occupied seats in either CG or audit committee | CGFT/PDP |
Corporate governance variables | ||
INDEPENDENCE | Percentage of independent directors on the board | PDP |
CEONOTCOB | Dummy variable that equals 1 if the CEO is not the board chairperson and zero otherwise | CGFT |
BOARDSIZE | Total number of directors | PDP |
Other control variables | ||
FIRMSIZE | Logarithm of total assets | StockGround |
LEVERAGE | Debt-to-equity ratio | StockGround |
FLOATATION | Free floatation (fraction of freely trading shares) | StockGround |
PRICETOBOOK | Price-to-book value of equity | StockGround |
PROFITABILITY | Return on assets | StockGround |
GLOBALCOMPACT | Global compact membership (Dummy variable that equals 1 if the firm is a member of UN Global Compact and zero otherwise | UN Global Compact |
HIGHCARBON | Dummy variable that equals 1 if the firm belongs to a high carbon impact industrial sector. High carbon impact industries include automobiles and components, chemicals, forest products, gas and electrical utilities, oil and gas, mining, pipelines, precious metals, steel, and transportation | CDP Reports |
BUSINESSGROUP | Dummy variable that equals one if company is a member of a business group and zero otherwise | CGFT |
AGE | Logarithm of (number of years since original listing on BIST + 1) | StockGround |
VARIABLES | N | Mean | Median | SD | Min | Max |
---|---|---|---|---|---|---|
Dependent variable | ||||||
CDPDISCLOSURE | 978 | 0.28 | 0 | 0.45 | 0 | 1 |
Board gender diversity variables | ||||||
BLAUINDEX | 749 | 0.18 | 0.20 | 0.16 | 0 | 0.5 |
ONEWOMAN | 749 | 0.60 | 1 | 0.49 | 0 | 1 |
TWOWOMEN | 749 | 0.24 | 0 | 0.43 | 0 | 1 |
THREEWOMEN | 749 | 0.08 | 0 | 0.27 | 0 | 1 |
NBWOMENIND | 749 | 0.18 | 0 | 0.43 | 0 | 3 |
NBWOMENPRO | 749 | 0.49 | 0 | 0.74 | 0 | 3 |
NBWOMENFAM | 749 | 0.47 | 0 | 0.90 | 0 | 5 |
NBWOMENAUC | 744 | 0.12 | 0 | 0.35 | 0 | 2 |
NBWOMENCGC | 744 | 0.22 | 0 | 0.49 | 0 | 2 |
NBWOMENCGCAUC | 744 | 0.34 | 0 | 0.70 | 0 | 4 |
Corporate governance variables | ||||||
INDEPENDENCE | 741 | 21.83 | 28.57 | 15.25 | 0 | 60 |
CEONOTCOB | 744 | 0.47 | 0 | 0.50 | 0 | 1 |
BOARDSIZE | 749 | 8.50 | 9 | 2.36 | 3 | 18 |
Other control variables | ||||||
FIRMSIZE | 770 | 21.61 | 21.61 | 1.50 | 17.68 | 26.64 |
LEVERAGE | 767 | 1.58 | 1.09 | 1.87 | −2.80 | 12.98 |
FLOATATION | 869 | 36.09 | 32.00 | 18.86 | 2 | 100 |
PRICETOBOOK | 866 | 2.04 | 1.39 | 2.50 | −6.45 | 21.14 |
PROFITABILITY | 770 | 0.03 | 0.03 | 0.08 | −0.65 | 0.96 |
GLOBALCOMPACT | 882 | 0.17 | 0 | 0.37 | 0 | 1 |
HIGHCARBON | 1,000 | 0.58 | 1 | 0.49 | 0 | 1 |
BUSINESSGROUP | 1,000 | 0.36 | 0 | 0.48 | 0 | 1 |
AGE | 756 | 2.72 | 2.94 | 0.73 | 0 | 4.72 |
Variables | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1. CDPDISCLOSURE | 1 | ||||||||||||||||
2. BLAUINDEX | 0.04 | 1 | |||||||||||||||
3. NBWOMENAUC | 0.08 | 0.31 *** | 1 | ||||||||||||||
4. NBWOMENCGC | 0.16 *** | 0.41 *** | 0.41 *** | 1 | |||||||||||||
5. NBWOMENCGCAUC | 0.15 *** | 0.44 *** | 0.77 *** | 0.9 *** | 1 | ||||||||||||
6. INDEPENDENCE | 0.20 *** | 0.02 | 0.15 *** | 0.2 *** | 0.2 *** | 1 | |||||||||||
7. CEONOTCOB | 0.06 | −0.05 | 0.06 | 0.00 | 0.03 | 0.06 | 1 | ||||||||||
8. BOARDSIZE | 0.10 * | −0.12 ** | −0.02 | −0.07 | −0.05 | 0.37 *** | 0.4 *** | 1 | |||||||||
9. FIRMSIZE | 0.27 *** | 0.05 | 0.02 | 0.14 *** | 0.11 ** | 0.39 *** | 0.2 *** | 0.4 *** | 1 | ||||||||
10. LEVERAGE | 0.20 *** | 0.00 | −0.03 | 0.04 | 0.01 | 0.2 *** | 0.2 *** | 0.2 *** | 0.3 *** | 1 | |||||||
11. FLOATATION | −0.10 * | 0.01 | 0.00 | −0.03 | −0.02 | −0.04 | −0.1 *** | −0.1 * | −0.2 *** | −0.1 * | 1 | ||||||
12. PRICETOBOOK | −0.03 | −0.18 *** | −0.04 | −0.08 | −0.07 | −0.02 | 0.03 | 0.06 | −0.1 ** | 0.4 *** | −0.08 * | 1 | |||||
13. PROFITABILITY | 0.00 | 0.08 * | −0.02 | 0.00 | −0.01 | −0.05 | −0.04 | 0.01 | 0.00 | −0.2 *** | −0.07 | 0.2 *** | 1 | ||||
14. GLOBALCOMPACT | 0.09 * | 0.04 | 0.05 | 0.01 | 0.03 | 0.17 *** | −0.02 | 0.1 ** | 0.2 *** | 0.01 | −0.18 *** | −0.1 ** | −0.01 | 1 | |||
15. HIGHCARBON | 0.14 *** | 0.03 | −0.06 | −0.02 | −0.05 | −0.03 | 0.08 | −0.01 | −0.09 * | 0.1 *** | −0.11 ** | 0.2 *** | 0.2 *** | −0.05 | 1 | ||
16. BUSINESSGROUP | 0.14 *** | 0.03 | 0.00 | 0.04 | 0.03 | −0.04 | −0.02 | −0.09 * | 0.02 | −0.03 | −0.19 *** | 0.07 | 0.08 * | 0.06 | 0.2 *** | 1 | |
17. AGE | 0.15 *** | 0.11 ** | −0.02 | 0.07 | 0.04 | 0.1 * | 0.1 * | 0.2 *** | 0.06 | −0.1 ** | −0.02 | −0.2 *** | 0.03 | 0.1 * | 0.1 *** | −0.02 | 1 |
Model 1 | Model 2 | Model 3 | Model 4 | |||||
---|---|---|---|---|---|---|---|---|
CDPDISCLOSURE | CDPDISCLOSURE | CDPDISCLOSURE | CDPDISCLOSURE | |||||
Coefficient | Z Stat | Coefficient | Z Stat | Coefficient | Z Stat | Coefficient | Z Stat | |
BLAUINDEX | −0.23 | (−0.38) | ||||||
ONEWOMAN | −0.184 | (−0.89) | ||||||
TWOWOMEN | 0.014 | −0.03 | ||||||
THREEWOMEN | −0.232 | (−0.62) | ||||||
INDEPENDENCE | 0.02 *** | (3.15) | 0.023 *** | −3.19 | 0.023 *** | −2.65 | 0.219 *** | −2.64 |
CEONOTCOB | −0.12 | (−0.54) | −0.13 | (−0.60) | −0.116 | (−0.61) | −0.127 | (−0.58) |
BOARDSIZE | −0.01 | (−0.27) | −0.01 | (−0.21) | −0.01 | (−1.02) | −0.414 | (−0.98) |
FIRMSIZE | 0.31 *** | (3.80) | 0.307 *** | −3.77 | 0.309 *** | −3.76 | 0.310 *** | −3.82 |
LEVERAGE | 0.23 *** | (3.41) | 0.231 *** | −3.48 | 0.223 *** | −3.4 | 0.228 *** | −3.44 |
FLOATATION | −0.00 | (−0.23) | −0.002 | (−0.26) | −0.001 | (−0.40) | −0.00218 | (−0.35) |
PRICETOBOOK | −0.10 * | (−1.76) | −0.102 * | (−1.87) | −0.091 * | (−1.74) | −0.0958 * | (−1.79) |
PROFITABILITY | 0.53 | (0.38) | 0.611 | −0.44 | 0.482 | −0.34 | 0.52 | −0.37 |
GLOBALCOMPACT | 0.02 | (0.08) | 0.031 | −0.12 | 0.02 | −0.04 | 0.00114 | 0 |
HIGHCARBON | 0.69 *** | (2.89) | 0.711 *** | −2.96 | 0.697 *** | −2.85 | 0.648 *** | −2.64 |
BUSINESSGROUP | 0.68 *** | (3.28) | 0.680 *** | −3.29 | 0.674 *** | −3.25 | 0.669 *** | −3.25 |
AGE | 0.47 *** | (2.98) | 0.479 *** | −3.03 | 0.463 *** | −2.91 | 0.464 *** | −2.96 |
Constant | −10.19 *** | (−5.71) | −10.141 *** | (−5.67) | −10.225 *** | (−4.94) | −9.276 *** | (−4.98) |
Observations | 621 | 621 | 621 | 621 | ||||
Pseudo R-sq | 0.141 | 0.142 | 0.141 | 0.137 | ||||
log-like | −326.4 | −326 | −326.4 | −327.9 | ||||
Prob > chi2 | 0 | 0 | 0 | 0 |
Model 1 CDPDISCLOSURE | Model 2 CDPDISCLOSURE | Model 3 CDPDISCLOSURE | ||||
---|---|---|---|---|---|---|
Coefficient | Z Stat | Coefficient | Z Stat | Coefficient | Z Stat | |
NBWOMENIND | −0.03 | (−0.12) | ||||
NBWOMENPRO | 0.05 | (0.38) | ||||
NBWOMENFAM | −0.105 | (−0.93) | ||||
INDEPENDENCE | 0.02 *** | (3.13) | 0.02 *** | (2.62) | 0.216 *** | (2.60) |
CEONOTCOB | −0.11 | (−0.52) | −0.11 | (−0.60) | −0.123 | (−0.56) |
BOARDSIZE | −0.01 | (−0.21) | −0.01 | (−1.02) | −0.421 | (−0.99) |
FIRMSIZE | 0.31 *** | (3.80) | 0.31 *** | (3.73) | 0.305 *** | (3.79) |
LEVERAGE | 0.22 *** | (3.39) | 0.22 *** | (3.42) | 0.235 *** | (3.51) |
FLOATATION | −0.00 | (−0.23) | −0.00 | (−0.39) | −0.00216 | (−0.35) |
PRICETOBOOK | −0.09 * | (−1.73) | −0.09 * | (−1.72) | −0.0999 * | (−1.86) |
PROFITABILITY | 0.49 | (0.35) | 0.46 | (0.32) | 0.553 | (0.40) |
GLOBALCOMPACT | 0.02 | (0.09) | 0.02 | (0.03) | 0.00423 | (0.02) |
HIGHCARBON | 0.69 *** | (2.89) | 0.69 *** | (2.84) | 0.642 *** | (2.65) |
BUSINESSGROUP | 0.67 *** | (3.26) | 0.67 *** | (3.21) | 0.658 *** | (3.19) |
AGE | 0.46 *** | (2.93) | 0.46 *** | (2.89) | 0.470 *** | (2.98) |
Constant | −10.24 *** | (−5.73) | −10.18 *** | (−4.91) | −9.137 *** | (−4.96) |
Observations | 621 | 621 | 621 | |||
Pseudo R-sq | 0.141 | 0.141 | 0.138 | |||
log-like | −326.4 | −326.4 | −327.7 | |||
Prob > chi2 | 0.000 | 0.000 | 0.000 |
Model 1 CDPDISCLOSURE | Model 2 CDPDISCLOSURE | Model 3 CDPDISCLOSURE | ||||
---|---|---|---|---|---|---|
Coefficient | Z Stat | Coefficient | Z Stat | Coefficient | Z Stat | |
NBWOMENAUC | 0.48 * | (1.73) | ||||
NBWOMENCGC | 0.36 * | (2.10) | ||||
NBWOMENCGCAUC | 0.327 ** | (2.40) | ||||
INDEPENDENCE | 0.02 *** | (2.81) | 0.02 *** | (2.20) | 0.178 ** | (2.09) |
CEONOTCOB | −0.16 | (−0.72) | −0.12 | (−0.65) | −0.169 | (−0.76) |
BOARDSIZE | −0.01 | (−0.18) | −0.00 | (−0.63) | −0.265 | (−0.62) |
FIRMSIZE | 0.32 *** | (3.87) | 0.30 *** | (3.60) | 0.300 *** | (3.69) |
LEVERAGE | 0.23 *** | (3.46) | 0.22 *** | (3.32) | 0.223 *** | (3.38) |
FLOATATION | −0.00 | (−0.27) | −0.00 | (−0.38) | −0.00247 | (−0.40) |
PRICETOBOOK | −0.09 * | (−1.70) | −0.08 | (−1.61) | −0.0850 | (−1.63) |
PROFITABILITY | 0.49 | (0.35) | 0.39 | (0.26) | 0.394 | (0.29) |
GLOBALCOMPACT | 0.00 | (0.02) | 0.04 | (0.15) | 0.0255 | (0.10) |
HIGHCARBON | 0.73 *** | (3.02) | 0.72 *** | (2.93) | 0.731 *** | (3.01) |
BUSINESSGROUP | 0.67 *** | (3.21) | 0.64 *** | (3.08) | 0.637 *** | (3.07) |
AGE | 0.48 *** | (3.02) | 0.45 *** | (2.79) | 0.450 *** | (2.86) |
Constant | −10.45 *** | (−5.82) | −10.06 *** | (−4.96) | −9.419 *** | (−5.05) |
Observations | 621 | 621 | 621 | |||
Pseudo R-sq | 0.145 | 0.145 | 0.144 | |||
log-like | −325 | −324.7 | −325.2 | |||
Prob > chi2 | 0.000 | 0.000 | 0.000 |
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Ararat, M.; Sayedy, B. Gender and Climate Change Disclosure: An Interdimensional Policy Approach. Sustainability 2019, 11, 7217. https://doi.org/10.3390/su11247217
Ararat M, Sayedy B. Gender and Climate Change Disclosure: An Interdimensional Policy Approach. Sustainability. 2019; 11(24):7217. https://doi.org/10.3390/su11247217
Chicago/Turabian StyleArarat, Melsa, and Borhan Sayedy. 2019. "Gender and Climate Change Disclosure: An Interdimensional Policy Approach" Sustainability 11, no. 24: 7217. https://doi.org/10.3390/su11247217
APA StyleArarat, M., & Sayedy, B. (2019). Gender and Climate Change Disclosure: An Interdimensional Policy Approach. Sustainability, 11(24), 7217. https://doi.org/10.3390/su11247217