Unveiling Governance Mechanisms: How Board Characteristics Disclosure Moderates the Gender Diversity and Corporate Performance Nexus in Romania
Abstract
1. Introduction
2. Materials and Methods
2.1. Previous Studies Related to the Moderation and/or Mediator Impact on Gender Diversity and Corporate Performance Connection
2.2. Hypotheses
2.3. Data and Methodology
3. Results
3.1. Corporate Governance Characteristics Disclosure Index Impact on Financial Performance
3.2. Corporate Governance Disclosure Index as a Moderator Between Executive Board Gender Diversity and Financial Performance
4. Robustness
4.1. Endogeneity Testing of the Moderating Role of Corporate Governance Disclosure Index, Using Two-Stage Least Square (2SLS) Estimation
4.2. Endogeneity Testing of the Moderating Role of Corporate Governance Disclosure Index on Executive Board Gender Diversity and Business Performance Using GMM Estimation
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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Models | M1 | M2 | M3 | M4 | M5 |
---|---|---|---|---|---|
Robustness tests: Alternative metrics for business financial performance | |||||
Independent variables | Composite index | ROE | ROA | EPS | SOL |
Disclosure index | 13.90 *** | 0.157 * | 0.033 ** | 0.99 | 11.77 *** |
Board size | 1.00 *** | 0.0089 *** | 0.0035 *** | 0.87 *** | 0.266 |
Big4 | 3.23 | 0.092 | 0.021 ** | 1.83 ** | −0.005 |
Governance reports detailed inf. | −3.32 | −0.27 ** | −0.016 | −0.53 | −1.58 |
Constant | 41.03 *** | −0.089 | −0.0065 | −4.75 ** | 1.649 |
Observations | 513 | 513 | 513 | 513 | 513 |
F-test | 3.75 *** | 3.06 *** | 3.08 *** | 9.01 *** | 5.63 *** |
S.E. of Reg. | 19.66 | 0.0158 | 0.097 | 12.50 | 11.59 |
R2 | 28.68 | 23.54 | 23.74 | 66.28 | 34.9 |
Jarque–Bera test | 28.32 (0.00) | 61.02 (0.00) | 13.49 (0.00) | 36.14 (0.00) | 41.97 (0.00) |
Random effects–Lagrange Multiplier test | 448.54 (0.00) | 40.13 (0.00) | 81.43 (0.00) | 10.41 (0.00) | 158.06 (0.00) |
Hausman test prob. | 0.49 | 0.6752 | 0.8189 | 0.432 | 0.2345 |
Residual Cross-Section Dependence Test | |||||
Breusch–Pagan LM test | 2925 (0.00) | 2874.72 (0.00) | 2504.1 (0.00) | 3230.55 (0.00) | 3103.18 (0.00) |
Pesaran Scaled LM test | 23.53 (0.00) | 22.63 (0.00) | 16.07 (0.00) | 28.93 (0.00) | 26.67 (0.00) |
Pesaran CD test | −0.71 (0.47) | −0.59 (0.55) | 0.45 (0.64) | −0.52 (0.00) | −0.196 (0.84) |
Panel Cross-Section Heteroskedasticity LR test | 149.80 (0.00) | 2421.68 (0.00) | 988.45 (0.00) | 4678.93 (0.00) | 2151.15 (0.00) |
Models | M6 | M7 | M8 | M9 | M10 | M11 | M12 | M13 | M14 | M15 |
---|---|---|---|---|---|---|---|---|---|---|
Robustness tests | ||||||||||
Independent variables | Composite index | Comp_index | ROE | ROA | EPS | SOL | ROE | ROA | EPS | SOL |
Proportion of females Mn | 13.96 ** | 0.251 * | 0.048 * | 3.755 | 6.63 *** | |||||
Blau index | 14.81 * | 0.218 | 0.06 * | 5.26 | −1.278 | |||||
Disclosure index | 18.26 *** | 21.68 *** | 0.235 ** | 0.047 *** | 3.68 | 8.79 ** | 0.213 * | 0.05 ** | 4.69 | 16.59 ** |
Proportion of female Mn*Dindex | −20.10 * | −0.29 * | −0.053 * | −9.97 * | −58.23 ** | |||||
D index*Blau index | −35.88 ** | −2.54 | −0.088 | −15.75 ** | −29.34 ** | |||||
Board size | 1.00 *** | 0.87 *** | 0.009 *** | 0.035 *** | 0.89 *** | 0.88 ** | 0.007 * | 0.003 *** | 0.88 *** | 0.83 * |
Big4 | 3.37 | 3.66 | 0.09 * | 0.02 | 1.76 ** | 3.38 ** | 0.094 | 0.022 ** | 2.01 ** | 3.01 * |
Gov reports | −3.23 | −2.72 | −0.27 * | −0.016 | −0.45 | −1.70 | −0.269 ** | −0.016 | −0.278 | −1.57 |
Const, | 37.52 *** | 38.22 *** | −0.153 * | −0.018 | −5.89 | −3.93 *** | −0.018 | −6.16 *** | −5.13 | |
Obs | 513 | 513 | 513 | 513 | 513 | 513 | 513 | 513 | 513 | 513 |
F-test | 3.34 *** | 3.29 ** | 2.34 ** | 2.56 ** | 6.77 *** | 2.176 *** | 2.14 ** | 2.48 *** | 7.14 *** | 5.48 *** |
S.E. of Reg. | 19.74 | 19.61 | 0.69 | 0.097 | 12.55 | 10.59 | 0.69 | 0.096 | 12.56 | 11.22 |
R2 | 0.64 | 0.56 | 0.48 | 0.43 | 0.36 | 0.49 | 0.248 | 0.28 | 0.42 | 0.43 |
Jarque–Bera | 28.56 (0.00) | 25.93 (0.00) | 63.00 (0.00) | 13.33 (0.00) | 35.98 (0.00) | 30.72 (0.00) | 61.34 (0.00) | 13.21 (0.00) | 36.05 (0.00) | 43.13 (0.00) |
Random effects–Lagrange Multiplier T | 371.30 (0.000) | 423.11 (0.00) | 35.37 (0.00) | 74.31 (0.00) | 6.99 (0.00) | 169.19 (0.00) | 38.66 (0.00) | 83.18 (0.00) | 6.07 (0.00) | 147.48 (0.00) |
Hausman T prob. | 0.198 | 0.1743 | 0.6686 | 0.7783 | 0.2831 | 0.2831 | 0.8381 | 0.4613 | 0.189 | 0.178 |
Residual Cross-Section Dependence Test prob. | ||||||||||
Breusch–Pagan LM | 2935.80 (0.00) | 2877.62 (0.00) | 2894.05 (0.00) | 2658.09 (0.00) | 3085.59 (0.00) | 3779.01 (0.00) | 2870.55 (0.00) | 2562.08 (0.00) | 3636.44 (0.00) | 3244.16 (0.00) |
Pesaran Scaled LM | 23.71 (0.00) | 22.68 (0.00) | 22.97 (0.00) | 18.79 (0.00) | 26.36 (0.00) | 38.63 (0.00) | 22.55 (0.00) | 17.09 (0.00) | 36.11 (0.00) | 29.17 (0.00) |
Pesaran CD | −0.60 (0.54) | −0.44 (065) | −0.90 (0.36) | 0.08 (0.93) | −0.19 (0.84) | −0.50 (0.61) | −0.92 (035) | 0.125 (0.89) | 0.43 (0.66) | −0.32 (0.74) |
Panel Cross-Section Heteros. LR T prob. | 139.46 (0.00) | 148.88 (0.00) | 2420.51 (0.00) | 988.90 (0.00) | 4685.47 (0.00) | 2138.62 (0.00) | 2429.62 (0.00) | 991.28 (0.00) | 4686.78 (0.00) | 2169.71 (0.00) |
Models | M6’ | M7’ | M8’ | M9’ | M10’ | M11’ | M12’ | M13’ | M14’ | M15’ |
---|---|---|---|---|---|---|---|---|---|---|
Endogeneity problem (2SLS) | ||||||||||
Independent variables | Comp _index | Comp_index | ROE | ROA | EPS | SOL | ROE | ROA | EPS | SOL |
Proportion of women executives | 14.09 *** | 0.248 * | 0.048 | 3.78 | −1.31 | |||||
Blau index | 14.85 | 0.22 | 0.06 | 5.29 | 2.75 | |||||
Disclosure index | 17.92 *** | 21.38 *** | 0.217 ** | 0.046 *** | 3.72 | 0.966 | 02.14 ** | 0.052 ** | 4.74 | 8.28 |
Proportion of female manager*Dinex | −20.51 ** | −0.332 * | −0.055 * | −10.17 * | −44.87 ** | |||||
Blau index* Dindex | −36.55 ** | −0.38 | −0.09 * | −16.01 * | 15.24 | |||||
Board size | 1.03 *** | 0.89 ** | 0.01 *** | 0.0036 *** | 0.90 *** | 0.242 | 0.009 ** | 0.0033 | 0.886 *** | 0.224 |
Big4 | 3.17 | 3.46 | 0.069 | 0.019 | 1.72 ** | 0.10 | 0.07 | 0.02 | 1.99 ** | −0.22 |
Constant | 36.70 *** | 37.43 *** | −0.22 * | −0.023 | −6.03 * | 1.65 | −0.20 * | −0.02 | −6.25 ** | 0.92 |
R2 | 0.61 | 0.54 | 0.44 | 0.41 | 0.33 | 0.13 | 0.15 | 0.17 | 0.45 | 0.05 |
Models | M16 | M17 | M18 | M19 | M20 | M21 | M22 | M23 | M24 | M25 |
---|---|---|---|---|---|---|---|---|---|---|
Endogeneity problem with GMM estimator | ||||||||||
Independent variables | Comp index | Comp_index | ROE | ROA | EPS | SOL | ROE | ROA | EPS | SOL |
Lagged Dep. variable | 0.369 *** | 0.363 *** | 0.047 *** | 0.036 ** | −0.119 | 0.332 *** | 0.05 *** | 0.031 *** | −0.12 *** | 0.324 *** |
Proportion of female managers | 13.649 ** | 0.616 *** | 0.116 *** | 0.636 | 16.93 ** | |||||
Blau index | 15.00 * | 0.172 *** | 0.115 *** | 4.36 *** | −1.27 | |||||
Disclosure index | 4.98 | 9.52 * | 0.369 *** | 0.067 *** | −2.42 | 1.6882 | 0.205 *** | 0.094 *** | 2.805 *** | 4.78 * |
Proportion of female managers*D index | −25.72 ** | −1.021 *** | −0.167 *** | −0.807 | −51.59 *** | |||||
Blau index* Dindex | −60.48 *** | −0.398 *** | −0.26 *** | −21.17 *** | −29.38 *** | |||||
Board size | 0.389 | 0.44 | −0.05 ** | −0.0050 | 1.67 *** | 1.83 *** | −0.043 *** | −0.007 * | 1.67 *** | 1.53 *** |
Big4 | 9.99 | 11.89 * | 0.392 *** | 0.052 *** | 11.99 *** | 2.80 ** | 0.41 *** | 0.069 *** | 11.85 *** | 3.63 ** |
Firm size | 0.099 | −0.28 | 0.015 ** | 0.012 | −1.28 *** | −10.43 *** | 0.016 **** | 0.018 *** | −1.197 *** | −12.34 *** |
Leverage | 1.169 *** | 1.08 *** | 0.138 *** | 0.0044 *** | 0.26 *** | −0.128 | 0.137 *** | 0.0039 *** | 0.261 *** | 0.196 |
Year dummies | Included | Included | Included | Included | Included | Included | Included | Included | Included | Included |
Industry dummies | Included | Included | Included | Included | Included | Included | Included | Included | Included | Included |
Sargan J-stat | 25.36 | 24.58 | 36.55 | 30.13 | 55.51 | 27.07 | 44.53 | 29.09 | 54.42 | 29.21 |
No. instrum. (groups) | 42 | 42 | 42 | 42 | 42 | 42 | 42 | 42 | 42 | 42 |
No. of observations | 389 | 389 | 389 | 389 | 389 | 389 | 389 | 389 | 389 | 389 |
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Bogdan, V.; Popa, D.-N.; Matica, D.-E.; Beleneşi, M. Unveiling Governance Mechanisms: How Board Characteristics Disclosure Moderates the Gender Diversity and Corporate Performance Nexus in Romania. Systems 2025, 13, 420. https://doi.org/10.3390/systems13060420
Bogdan V, Popa D-N, Matica D-E, Beleneşi M. Unveiling Governance Mechanisms: How Board Characteristics Disclosure Moderates the Gender Diversity and Corporate Performance Nexus in Romania. Systems. 2025; 13(6):420. https://doi.org/10.3390/systems13060420
Chicago/Turabian StyleBogdan, Victoria, Dorina-Nicoleta Popa, Diana-Elisabeta Matica, and Mărioara Beleneşi. 2025. "Unveiling Governance Mechanisms: How Board Characteristics Disclosure Moderates the Gender Diversity and Corporate Performance Nexus in Romania" Systems 13, no. 6: 420. https://doi.org/10.3390/systems13060420
APA StyleBogdan, V., Popa, D.-N., Matica, D.-E., & Beleneşi, M. (2025). Unveiling Governance Mechanisms: How Board Characteristics Disclosure Moderates the Gender Diversity and Corporate Performance Nexus in Romania. Systems, 13(6), 420. https://doi.org/10.3390/systems13060420