Submitted:
26 March 2025
Posted:
27 March 2025
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Abstract
Keywords:
Introduction
2. Literature Review, Theoretical Background, and Hypotheses
2.1 Board Gender Diversity and Firm Performance
2.2 Theoretical Frameworks
2.3 The Saudi Arabian Context
2.4 Hypotheses Development
3. Data and Methodology
3.1 Sample Selection and Data Sources
3.2 Variable Definitions
3.2.1 Dependent Variables
3.2.2 Independent Variables
3.2.3 Control Variables
3.3 Empirical Models
3.4 Descriptive Statistics
3.5 Correlation analysis
3.6 Comparative analysis between sub-groups
4. Empirical results
4.1 Baseline regression analysis
4.2 Extended Model Specifications
4.3. Subsample analysis
4.4 Robustness check
4.4.1 Quantile Regression
4.4.2. Winsorized Variables
4.4.3. Synthesis of Robustness Findings
5. Discussion
6. Implications and Recommendations
7. Limitations and Future Research
8. Conclusion
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| ROA | ROE | ROIC | Q_TOBIN | FO | SIZE | DEBT_EQUITY | WTOM | INDEP | |
| Mean | 0.0408 | 0.1012 | 0.0777 | 1.6834 | 0.0630 | 21.8594 | 0.6952 | 0.0266 | 0.3986 |
| Median | 0.0415 | 0.0930 | 0.0700 | 1.3400 | 0.0528 | 21.4853 | 0.4150 | 0.0000 | 0.3750 |
| St. Dev. | 0.0735 | 0.2020 | 0.1550 | 1.3859 | 0.0449 | 1.8867 | 0.9112 | 0.0583 | 0.1272 |
| Kurtosis | 1.1806 | 4.0774 | 3.6603 | 4.3965 | 0.8287 | 1.4138 | 9.5659 | 6.1883 | 0.8857 |
| Skewness | -0.2518 | 0.4666 | -0.1313 | 1.7511 | 1.0607 | 1.1398 | 2.6396 | 2.3795 | 0.4214 |
| Minimum | -0.2469 | -0.5733 | -0.5601 | 0.1200 | 0.0000 | 18.0538 | 0.0000 | 0.0000 | 0.0000 |
| Maximum | 0.2310 | 0.9339 | 0.5941 | 8.9100 | 0.2202 | 28.5519 | 5.5700 | 0.3333 | 0.7778 |
| Count | 180 | 180 | 180 | 180 | 180 | 180 | 180 | 180 | 180 |
| Variable | Group0_Mean | Group1_Mean | T_Stat | P_Value | Nb. Obs. Grp0 | Nb. Obs. Grp1 |
| ROA | 0.0354 | 0.0625 | -1.9857 | 0.052 | 144 | 36 |
| ROE | 0.0867 | 0.1589 | -1.9735 | 0.053 | 144 | 36 |
| ROIC | 0.0681 | 0.1159 | -1.872 | 0.066 | 144 | 36 |
| Q_TOBIN | 1.5984 | 2.0230 | -1.3465 | 0.185 | 144 | 36 |
| FO | 0.0614 | 0.0691 | -0.866 | 0.39 | 144 | 36 |
| SIZE | 21.6092 | 22.8601 | -3.1080 | 0.003 | 144 | 36 |
| DEBT_EQUITY | 0.7306 | 0.5536 | 1.3392 | 0.184 | 144 | 36 |
| INDEP | 0.4047 | 0.3739 | 1.5642 | 0.122 | 144 | 36 |
| Variable | ROA | ROE | ROIC | Q_TOBIN |
| Constant | 0.010 | 0.070 | 0.120 | 6.928*** |
| WOMEN | 0.024* | 0.066* | 0.047* | 0.711*** |
| SIZE | 0.0002 | -0.003 | -0.005 | -0.262*** |
| FO | 0.337** | 1.159*** | 0.848*** | 5.376** |
| R-squared | 0.065 | 0.082 | 0.066 | 0.110 |
| Adj. R-squared | 0.049 | 0.066 | 0.050 | 0.095 |
| F-statistic | 4.079 | 5.244 | 4.166 | 7.285 |
| Prob (F-statistic) | 0.008 | 0.002 | 0.007 | 0.000 |
| LM Stat P-value | 0.1705 | 0.7619 | 0.4153 | 0.1665 |
| B-P F test P-value | 0.1725 | 0.7664 | 0.4207 | 0.1684 |
| Observations | 180.0 | 180.0 | 180.0 | 180.0 |
| Variable | ROA | ROE | ROIC | Q_TOBIN |
| Constant | 0.014 | 0.014 | 0.046 | 7.320*** |
| WOMEN | 0.017 | 0.047 | 0.030 | 0.592* |
| SIZE | 0.002 | 0.003 | 0.0001 | -0.242*** |
| FO | 0.347*** | 1.220*** | 0.918*** | 5.342* |
| DEBT_EQUITY | -0.020*** | -0.060** | -0.060*** | -0.267*** |
| INDEP | -0.063 | -0.044 | -0.003 | -1.541* |
| R-squared | 0.133 | 0.151 | 0.183 | 0.156 |
| Adj. R-squared | 0.108 | 0.127 | 0.160 | 0.132 |
| Subsample | Dependent | WOMEN Coef | R-squared | N | WOMEN p-value |
| Large Firms | ROA | 0.021 | 0.1982 | 90 | 0.1570 |
| Small Firms | ROA | 0.011 | 0.175 | 90 | 0.6520 |
| High Foreign Ownership | ROA | 0.029 | 0.2881 | 90 | 0.0724 * |
| Low Foreign Ownership | ROA | -0.003 | 0.1351 | 90 | 0.8870 |
| Large Firms | ROE | 0.0624 | 0.2202 | 90 | 0.1486 |
| Small Firms | ROE | 0.0136 | 0.144 | 90 | 0.8369 |
| High Foreign Ownership | ROE | 0.0817 | 0.2385 | 90 | 0.1256 |
| Low Foreign Ownership | ROE | -0.0086 | 0.0671 | 90 | 0.8655 |
| Large Firms | ROIC | 0.0339 | 0.4018 | 90 | 0.2283 |
| Small Firms | ROIC | 0.0031 | 0.1519 | 90 | 0.9531 |
| High Foreign Ownership | ROIC | 0.0506 | 0.3379 | 90 | 0.1754 |
| Low Foreign Ownership | ROIC | -0.0091 | 0.0695 | 90 | 0.8222 |
| Large Firms | Q_TOBIN | 0.637 | 0.1765 | 90 | 0.0777 * |
| Small Firms | Q_TOBIN | 0.4118 | 0.2075 | 90 | 0.2640 |
| High Foreign Ownership | Q_TOBIN | 0.8333 | 0.2342 | 90 | 0.0385 ** |
| Low Foreign Ownership | Q_TOBIN | 0.2585 | 0.1482 | 90 | 0.3880 |
| ROA | ROE | ROIC | Q_TOBIN | |
| Quantile | Coefficient | Coefficient | Coefficient | Coefficient |
| 0.1 | 0.0079 | 0.0558 | 0.0405 | -0.0284 |
| 0.25 | -0.0041 | -0.0074 | -0.0002 | 0.1880 |
| 0.5 | 0.0098 | 0.0193 | 0.0246 | 0.4686** |
| 0.75 | 0.0128 | 0.0044 | 0.0271 | 0.5748 |
| 0.9 | 0.0477** | 0.1733*** | 0.1122*** | 1.6346*** |
| Variable | ROA (win) | ROE (win) | ROIC (win) | Q_TOBIN (win) |
| Constant | 0.044 | -0.023 | 0.078 | 6.417*** |
| WOMEN | 0.016 | 0.039 | 0.034* | 0.596** |
| SIZE | -0.001 | 0.002 | -0.002 | -0.237*** |
| FO | 0.304*** | 0.978*** | 0.730*** | 4.340* |
| R-squared | 0.053 | 0.114 | 0.088 | 0.116 |
| Adj. R-squared | 0.037 | 0.099 | 0.072 | 0.101 |
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