Do Stable Banks Disclose More Climate Risk? Governance Evidence from the MENA Region
Abstract
1. Introduction
2. Literature Review and Hypotheses Development
2.1. Theoretical Background: Climate Risk Disclosure and Reporting Frameworks
2.2. Board Characteristics and Climate Risk Disclosure
2.2.1. Board Size and Climate Risk Disclosure
2.2.2. Board Independence and Climate Risk Disclosure
2.2.3. Board Gender Diversity and Climate Risk Disclosure
2.3. The Moderating Role of Bank Stability
BOD Characteristics and Bank Stability
3. Data and Methodology
3.1. Research Design
3.2. Sample Selection and Data Collection
3.2.1. Sample Selection
3.2.2. Data Sources
3.3. Variable Definitions and Measurements
3.3.1. Dependent Variable: Climate Risk Disclosure (CRD)
3.3.2. Independent Variables: Board Characteristics
3.3.3. Moderating Variable: Bank Stability (Z-Score)
3.3.4. Control Variables
3.4. Empirical Model
3.4.1. Model Specification Tests
3.4.2. Estimation Method
4. Results and Discussion
4.1. Descriptive Statistics
4.2. Correlation Analysis
4.3. Econometric Considerations and Model Estimation
4.3.1. Endogeneity Assessment
4.3.2. Heteroscedasticity Assessment
4.3.3. Model Building and Estimation
4.4. Robustness Check
4.4.1. Robustness Analysis Based on the TCFD Climate Risk Disclosure Index
4.4.2. Robustness Analysis Across GCC and Non-GCC Banking Systems
4.4.3. Comparison with OLS Estimation Using Robust Standard Errors
4.4.4. Bootstrap Analysis for Small-Sample Inference
5. Conclusions, Limitations, and Recommendations for Future Research
6. Policy Implications
6.1. Regulatory Authorities and Central Banks
6.2. Bank Boards and Shareholders
6.3. Investors and Market Participants
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
| Variable | Coefficient | Std. Error | p-Value | Significance |
|---|---|---|---|---|
| Lagged Board Size | 12.88 ** | 5.99 | 0.031 | ** |
| Lagged Board Independence | 26.11 | 31.22 | 0.402 | |
| Lagged Board Gender | 335.44 *** | 105.11 | 0.001 | *** |
| Z-Score (current) | 3.11 | 2.22 | 0.162 | |
| Lagged Board Size × Z-Score | −0.77 | 1.33 | 0.562 | |
| Lagged Board Independence × Z-Score | 12.770 ** | 6.110 | 0.037 | ** |
| Lagged Board Gender × Z-Score | −1.330 | 28.110 | 0.962 | |
| Lagged Bank Size | 102.440 *** | 22.110 | 0.000 | *** |
| Lagged Bank Leverage | −2.050 ** | 0.960 | 0.033 | ** |
| Constant | −1088.22 *** | 230.440 | 0.000 | *** |
| Observations | 184 | |||
| Overall R2 | 0.285 |
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| Country | Number of Banks | Percentage |
|---|---|---|
| Egypt | 5 | 10.87% |
| United Arab Emirates | 2 | 4.35% |
| Saudi Arabia | 5 | 10.87% |
| Bahrain | 8 | 17.39% |
| Qatar | 6 | 13.04% |
| Kuwait | 6 | 13.04% |
| Jordan | 4 | 8.70% |
| Tunisia | 1 | 2.17% |
| Oman | 5 | 10.87% |
| Palestine | 1 | 2.17% |
| Iraq | 1 | 2.17% |
| Morocco | 1 | 2.17% |
| Lebanon | 1 | 2.17% |
| Total | 46 | 100% |
| Variable | Description | Measurement |
|---|---|---|
| CRD | Climate Risk Disclosure | The frequency of climate-related keywords terms mentioned in the bank’s annual report |
| BS | Board Size | Total number of directors in bank’s board |
| BI | Board Independence | The percentage of independent directors on the bank’s board |
| BG | Board Gender Diversity | The percentage of female directors on the bank’s board |
| Z-Score | Bank Stability | (ROA + equity/assets)/σ(ROA) |
| Control Variables | Bank Size | Log of assets |
| Bank Leverage | Total liabilities/total assets |
| Variable | Mean | Std. Dev. | Minimum | Maximum |
|---|---|---|---|---|
| CRD | 90.683 | 126.736 | 0 | 672 |
| Board Size | 9.991 | 1.536 | 6 | 14 |
| Board Independence | 0.803 | 0.236 | 0.10 | 1.00 |
| Board Gender | 0.071 | 0.098 | 0 | 0.455 |
| Z-Score | 6.211 | 6.369 | −2.194 | 27.435 |
| Bank Size | 11.569 | 0.695 | 8.640 | 13.208 |
| Bank Leverage | 2.778 | 12.604 | 0.088 | 86.318 |
| Variable | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
|---|---|---|---|---|---|---|---|---|---|---|
| 1. CRD | 1.000 | |||||||||
| 2. Board Size | 0.122 * | 1.000 | ||||||||
| 3. Board Independence | −0.018 | −0.061 | 1.000 | |||||||
| 4. Board Gender | 0.194 *** | 0.017 | −0.110 * | 1.000 | ||||||
| 5. Z-Score | 0.127 * | −0.027 | −0.083 | −0.321 *** | 1.000 | |||||
| 6. Board Size × Z-Score | 0.095 | 0.285 *** | 0.042 | 0.075 | 0.410 *** | 1.000 | ||||
| 7. Board Indep. × Z-Score | 0.118 * | 0.055 | 0.315 *** | 0.088 | 0.395 *** | 0.185 ** | 1.000 | |||
| 8. Board Gender × Z-Score | 0.102 | 0.080 | 0.065 | 0.380 *** | 0.350 *** | 0.150 * | 0.165 * | 1.000 | ||
| 9. Bank Size | 0.365 *** | −0.092 | 0.063 | −0.082 | 0.255 *** | 0.110 | 0.125 * | 0.090 | 1.000 | |
| 10. Bank Leverage | −0.093 | 0.118 * | −0.075 | 0.045 | −0.268 *** | −0.082 | −0.105 | −0.070 | −0.410 *** | 1.000 |
| Variable | Model 1 (No Moderation) | Model 2 (With Moderation) |
|---|---|---|
| Coef. (SE) | Coef. (SE) | |
| Board Size | 13.559 ** (5.275) | 14.225 ** (5.412) |
| Board Size × Z-Score | — | −0.272 (0.823) |
| Board Independence | 33.896 (38.842) | 29.115 (39.550) |
| Board Independence × Z-Score | — | 8.158 * (4.788) |
| Board Gender | 351.836 *** (109.715) | 360.112 *** (111.250) |
| Board Gender × Z-Score | — | −0.590 (24.317) |
| Z-Score | 3.158 (2.093) | 2.945 (2.155) |
| Bank Size | 100.544 *** (15.924) | 101.880 *** (16.050) |
| Bank Leverage | −2.376 ** (0.968) | −2.410 ** (0.985) |
| Constant | −1089.23 *** | −1102.55 *** |
| Observations | 230 | 230 |
| Overall R2 | 0.263 | 0.279 |
| Prob > χ2 | 0.000 | 0.000 |
| Variable | TCFD Index Model Coef. (SE) |
|---|---|
| Board Size (BS) | 0.184 ** (0.079) |
| Board Independence (BI) | 0.091 (0.213) |
| Board of Gender Diversity (BG) | 1.247 *** (0.362) |
| Z-Score | 0.038 (0.027) |
| Bank Size | 0.526 *** (0.118) |
| Bank Leverage | −0.014 ** (0.007) |
| Board Size × Z-Score | −0.009 (0.011) |
| Board Independence × Z-Score | 0.112 * (0.061) |
| Board Gender × Z-Score | −0.021 (0.183) |
| Constant | −2.317 ** (0.984) |
| Observations | 230 |
| Overall R2 | 0.286 |
| Prob > χ2 | 0.000 |
| Variable | GCC Countries (Model 1) | GCC Countries (Model 2) | Non-GCC Countries (Model 1) | Non-GCC Countries (Model 2) |
|---|---|---|---|---|
| Board Size | 15.234 *** | 14.880 *** | 10.112 ** | 9.880 ** |
| (4.112) | (4.220) | (4.880) | (4.990) | |
| Board Size × Z-Score | — | −0.550 | — | 0.110 |
| (0.990) | (1.110) | |||
| Board Independence | 25.110 | 22.110 | 40.220 | 35.110 |
| (28.440) | (29.110) | (45.110) | (46.220) | |
| Board Independence × Z-Score | — | 4.112 | — | 14.550 ** |
| (5.220) | (6.110) | |||
| Board Gender | 210.450 ** | 205.110 ** | 580.120 *** | 560.220 *** |
| (95.110) | (96.220) | (150.220) | (155.110) | |
| Board Gender × Z-Score | — | −1.220 | — | 2.110 |
| (25.110) | (28.110) | |||
| Z-Score | 2.880 | 3.110 | 4.110 * | 3.880 |
| (1.990) | (2.110) | (2.220) | (2.330) | |
| Bank Size | 110.220 *** | 108.440 *** | 85.440 *** | 82.110 *** |
| (20.110) | (20.550) | (22.110) | (22.880) | |
| Bank Leverage | −1.990 ** | −2.050 ** | −3.110 ** | −3.220 ** |
| (0.880) | (0.910) | (1.220) | (1.250) | |
| Constant | −1150.22 *** | −1120.44 *** | −950.11 *** | −920.33 *** |
| (210.440) | (215.110) | (240.110) | (245.220) | |
| Observations | 165 | 165 | 65 | 65 |
| Overall R2 | 0.281 | 0.295 | 0.312 | 0.334 |
| Prob > χ2 | 0.000 | 0.000 | 0.000 | 0.000 |
| Variable | FGLS (Baseline Model 2) | OLS with Robust SE |
|---|---|---|
| Board Size | 14.225 ** (5.412) | 14.110 ** (5.650) |
| Board Size × Z-Score | −0.272 (0.823) | −0.265 (0.850) |
| Board Independence | 29.115 (39.550) | 28.550 (40.110) |
| Board Independence × Z-Score | 8.158 * (4.788) | 8.158 * (5.110) |
| Board Gender | 360.112 *** (111.250) | 358.440 *** (113.550) |
| Board Gender × Z-Score | −0.590 (24.317) | −0.585 (25.110) |
| Z-Score | 2.945 (2.155) | 2.880 (2.250) |
| Bank Size | 101.880 *** (16.050) | 101.250 *** (16.550) |
| Bank Leverage | −2.410 ** (0.985) | −2.395 ** (1.010) |
| Constant | −1102.55 *** | −1095.44 *** |
| Observations | 230 | 230 |
| Overall R2 | 0.279 | 0.275 |
| Variable | Original Coefficient | Bootstrap SE | Bias | 95% Bias-Corrected CI |
|---|---|---|---|---|
| Board Size | 14.225 ** | 5.650 | 0.125 | [3.150, 25.300] |
| Board Independence | 29.115 | 40.220 | −0.610 | [−49.710, 107.940] |
| Board Gender | 360.112 *** | 114.550 | 4.110 | [135.590, 584.634] |
| Z-Score | 2.945 | 2.310 | 0.115 | [−1.582, 7.472] |
| Board Size × Z-Score | −0.272 | 0.880 | 0.015 | [−1.996, 1.452] |
| Board Independence × Z-Score | 8.158 * | 4.950 | −0.220 | [0.850, 15.466] |
| Board Gender × Z-Score | −0.590 | 25.880 | 0.085 | [−51.314, 50.134] |
| Bank Size | 101.880 *** | 16.880 | 0.410 | [68.795, 134.965] |
| Bank Leverage | −2.410 ** | 1.020 | −0.055 | [−4.409, −0.411] |
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Share and Cite
Metwally, A.B.M.; El-Deeb, M.S.; Mohamed, A.B.R.; Ahmed, E.A. Do Stable Banks Disclose More Climate Risk? Governance Evidence from the MENA Region. Int. J. Financ. Stud. 2026, 14, 171. https://doi.org/10.3390/ijfs14070171
Metwally ABM, El-Deeb MS, Mohamed ABR, Ahmed EA. Do Stable Banks Disclose More Climate Risk? Governance Evidence from the MENA Region. International Journal of Financial Studies. 2026; 14(7):171. https://doi.org/10.3390/ijfs14070171
Chicago/Turabian StyleMetwally, Abdelmoneim Bahyeldin Mohamed, Mohamed Samy El-Deeb, Ahmed Bahieg Ragheb Mohamed, and Eman Adel Ahmed. 2026. "Do Stable Banks Disclose More Climate Risk? Governance Evidence from the MENA Region" International Journal of Financial Studies 14, no. 7: 171. https://doi.org/10.3390/ijfs14070171
APA StyleMetwally, A. B. M., El-Deeb, M. S., Mohamed, A. B. R., & Ahmed, E. A. (2026). Do Stable Banks Disclose More Climate Risk? Governance Evidence from the MENA Region. International Journal of Financial Studies, 14(7), 171. https://doi.org/10.3390/ijfs14070171

