The Impact of Board Governance on Firm Risk among China’s A-Share Market-Listed Companies from 2010 to 2019
Abstract
:1. Introduction
- (1)
- Different from previous studies, this paper selects firm downside risk and upside risk as proxy variables for corporate risk taking, and, at the same time, the supervisory and consulting functions of the board of directors, respectively, to test the impact of board governance on corporate downside risk and upside risk, so as to test whether the two functions of the board of directors play a role. The study found that the sample companies paid more attention to the supervisory function of the board of directors than to the advisory function.
- (2)
- There is a lack of studies on the mechanism of board governance on corporate risk taking in the existing literature. This paper takes board meeting as an intermediary variable to verify whether the supervisory and advisory functions of the board of directors have an impact on the downside risk and the upside risk. The study found that boards were more likely to use meetings to communicate and strategize to prevent upside risks than to identify and control downside risks.
- (3)
- This paper also tests whether the impact of the two functions of board governance on the downside risk and the upside risk is affected by the duality of the CEO. It is found that although the board of directors may be negatively affected by CEO duality when performing supervisory functions, it should pay more attention to the impact of CEO duality on the performance of consulting functions.
2. Literature Review
3. Theoretical Background and Research Hypothesis
3.1. Board Governance and Corporate Downside Risk
3.2. Board Governance and Corporate Upside Risk
3.3. The Mediating Role of Board Meetings
3.4. The Moderating Effect of CEO Duality
4. Research Design
4.1. Sample Selection and Data Sources
4.2. Main Variables and Models
4.2.1. Dependent Variable
4.2.2. Dependent Variable
4.2.3. Dependent Variable
β7Bownershipit + β8MTBit + β9Capit + εit
β7Bownershiit + β8MTBit + β9Capit + εit
β7Liquidityit + β8Bownershipit + β9MTBit + β10Capit + εit
β7ROAit + β8Liquidityit + β9Bownershipit + β10MTBit + β11Capit + εit
5. Analysis of Empirical Results
5.1. Descriptive Statistical Analysis
5.2. Correlation Analysis
5.3. Main Effect Regression Analysis
5.4. Mediating Effect Test
5.5. Moderating Effect Test
5.6. RobustnessTest
5.6.1. Endogeneity Test
5.6.2. Changing the Measurement of Enterprise Risk
6. Conclusions and Discussion
6.1. Implications for Theory
6.2. Practical Implications
6.3. Limitations and Suggestions for Future Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variable Type | Variable Name | Variable Symbol | Measurement | |
---|---|---|---|---|
Dependent variable | Firm Risk (Frisk) | Downside risk | VaR | 1.645 σ (95% confidence level based on normal distribution) |
CVaR | The average of the worst 5% of actual returns (over 95% VaR) | |||
Upside risk | UP | The best return in the 95th percentile of actual returns | ||
CuP | The average of the best 5% (over 95%) of actual returns | |||
Independent variable | Proportion of independent directors | Bind | Number of independent directors/number of board members | |
Mediating variable | Board meeting | Bmeeting | Environmental management system certification score | |
Moderating variable | CEO duality | Cduily | Dummy variable, if the CEO is also the chairman of the board of directors, the value is 1, otherwise 0. | |
Control variable | Board size | Bsize | Number of board members | |
Firm size | Fsize | The natural logarithm of the total number of employees in the firm | ||
Leverage ratio | Leverage | Total liabilities/total assets | ||
Return on assets | ROA | Net income/total assets | ||
Current ratio | Liquidity | Current assets/current liabilities | ||
Board shareholding ratio | Bownership | Percentage of shares held by directors | ||
Market-To-Book | MTB | (Book value of debt + market value of equity)/book value of Total assets | ||
Intensity of capital | Cap | Capital expenditure/total assets | ||
Year | Year | Year dummy variable | ||
Industry | Ind | Industry dummy variable |
Variable | N | Mean | SD | Min | Median | Max |
---|---|---|---|---|---|---|
VaR | 10,184 | 0.047 | 0.015 | 0.0132 | 0.044 | 0.116 |
UR | 10,184 | 0.046 | 0.019 | 0.013 | 0.041 | 0.096 |
Bind | 10,184 | 0.374 | 0.057 | 0.182 | 0.333 | 0.8 |
Bmeeting | 10,184 | 9.563 | 3.864 | 2 | 9 | 49 |
Cduily | 10,184 | 0.757 | 0.429 | 0 | 1 | 1 |
Bsize | 10,184 | 8.765 | 1.778 | 3 | 9 | 18 |
Fsize | 10,184 | 8.401 | 0.972 | 1.386 | 8.653 | 9.449 |
MTB | 10,184 | 2.698 | 1.924 | 0.889 | 2.068 | 14.872 |
Bownership | 10,184 | 0.093 | 0.174 | 0 | 0.0001 | 0.892 |
Leverage | 10,184 | 0.447 | 0.199 | 0.057 | 0.442 | 0.954 |
Liquidity | 10,184 | 2.087 | 1.730 | 0.249 | 1.533 | 14.166 |
ROA | 10,184 | 0.026 | 0.034 | −0.146 | 0.019 | 0.159 |
Cap | 10,184 | 0.061 | 0.078 | −0.127 | 0.037 | 0.443 |
VaR | UR | Bind | Bmeeting | Cduily | Bsize | Fsize | MTB | Bownership | |
---|---|---|---|---|---|---|---|---|---|
VaR | 1 | ||||||||
UR | 0.921 *** | 1 | |||||||
Bind | −0.016 * | −0.009 | 1 | ||||||
Bmeeting | 0.048 *** | 0.051 *** | 0.045 *** | 1 | |||||
Cduily | −0.061 *** | −0.049 *** | −0.116 *** | −0.012 | 1 | ||||
Bsize | −0.093 *** | −0.080 *** | −0.441 *** | −0.012 | 0.172 *** | 1 | |||
Fsize | −0.01 | −0.009 | 0.001 | 0.013 | 0.026 *** | 0.055 *** | 1 | ||
MTB | 0.367 *** | 0.333 *** | 0.014 | −0.031 *** | −0.111 *** | −0.138 *** | −0.038 *** | 1 | |
Bownership | 0.116 *** | 0.093 *** | 0.046 *** | 0.009 | −0.244 *** | −0.172 *** | −0.053 *** | 0.223 *** | 1 |
Leverage | −0.053 *** | −0.028 *** | 0.007 | 0.188 *** | 0.114 *** | 0.150 *** | 0.037 *** | −0.372 *** | −0.288 *** |
Liquidity | 0.080 *** | 0.055 *** | 0.009 | −0.132 *** | −0.099 *** | −0.125 *** | −0.034 *** | 0.342 *** | 0.297 *** |
ROA | −0.073 *** | −0.055 *** | −0.032 *** | −0.070 *** | −0.036 *** | 0.012 | 0.014 | 0.173 *** | 0.141 *** |
Cap | −0.039 *** | −0.030 *** | −0.019 ** | 0.040 *** | −0.035 *** | 0.070 *** | −0.010 | −0.043 *** | 0.057 *** |
Leverage | Liquidity | ROA | Cap | ||||||
Leverage | 1 | ||||||||
Liquidity | −0.684 *** | 1 | |||||||
ROA | −0.338 *** | 0.238 *** | 1 | ||||||
Cap | 0.038 *** | −0.117 *** | 0.009 | 1 |
VIF | 1/VIF | |
---|---|---|
Bind | 1.34 | 0.744 |
Bmeeting | 1.10 | 0.913 |
Cduily | 1.10 | 0.906 |
Bsize | 1.48 | 0.678 |
Fsize | 2.06 | 0.486 |
MTB | 1.69 | 0.591 |
Bownership | 1.27 | 0.786 |
Leverage | 2.64 | 0.379 |
Liquidity | 2.06 | 0.485 |
ROA | 1.25 | 0.799 |
Cap | 1.14 | 0.876 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
VaR | VaR | UR | UR | |
Bind | −0.008 *** | −0.018 *** | −0.007 ** | −0.018 *** |
(−2.73) | (−6.81) | (−2.44) | (−6.13) | |
Bsize | −0.0006 *** | −0.0006 *** | ||
(−6.76) | (−5.5) | |||
Fsize | 0.00005 | 0.00007 | ||
(0.44) | (0.45) | |||
MTB | 0.002 *** | 0.002 *** | ||
(18.31) | (20.17) | |||
Bownership | 0.008 *** | 0.007 *** | ||
(8.27) | (6.34) | |||
Leverage | 0.005 *** | 0.009 *** | ||
(4.93) | (6.68) | |||
Liquidity | 0.0003 ** | 0.0002 * | ||
(2.42) | (1.75) | |||
ROA | −0.028 *** | −0.017 *** | ||
(−6.77) | (−3.26) | |||
Cap | −0.004 *** | −0.004 ** | ||
(−2.80) | (−2.02) | |||
_cons | 0.052 *** | 0.053 *** | 0.051 *** | 0.048 *** |
(37.42) | (26.25) | (29.36) | (19.08) | |
Year | YES | YES | YES | YES |
Ind | YES | YES | YES | YES |
N | 10,184 | 10,184 | 10,184 | 10,184 |
R2 | 0.466 | 0.533 | 0.411 | 0.469 |
(1) | (2) | (3) | (4) | (5) | (6) | |
---|---|---|---|---|---|---|
VaR | Bmeeting | VaR | UR | Bmeeting | UR | |
Bind | −0.018 *** | 2.325 * | −0.018 *** | −0.018 *** | 2.325 * | −0.019 *** |
(−6.81) | (1.65) | (−6.9) | (−6.13) | (1.65) | (−6.26) | |
Bmeeting | 0.0001 *** | 0.0002 *** | ||||
(3.06) | (4.04) | |||||
Bsize | −0.0006 *** | −0.016 | −0.0006 *** | −0.0006 *** | −0.016 | −0.0006 *** |
(−6.76) | (−0.25) | (−6.23) | (−5.5) | (−0.25) | (−5.38) | |
Fsize | 0.00005 | 0.045 | 0.00005 | 0.00007 | 0.045 | 0.00006 |
(0.44) | (0.77) | (0.39) | (0.45) | (0.77) | (0.4) | |
MTB | 0.002 *** | 0.030 | 0.002 *** | 0.002 *** | 0.030 | 0.002 *** |
(18.31) | (1.03) | (18.31) | (20.17) | (1.03) | (20.17) | |
Bownership | 0.008 *** | 1.295 *** | 0.007 *** | 0.007 *** | 1.295 *** | 0.007 *** |
(8.27) | (3.5) | (8.09) | (6.34) | (3.5) | (6.13) | |
Leverage | 0.005 *** | 4.119 *** | 0.005 *** | 0.009 *** | 4.119 *** | 0.008 *** |
(4.93) | (8.2) | (4.45) | (6.68) | (8.2) | (6.25) | |
Liquidity | 0.0003 ** | −0.016 | 0.0003 ** | 0.0002 * | −0.016 | 0.0003 * |
(2.42) | (−0.37) | (2.44) | (1.75) | (−0.37) | (1.78) | |
ROA | −0.028 *** | −0.407 | −0.028 *** | −0.017 *** | −0.407 | −0.017 *** |
(−6.77) | (−0.17) | (−6.74) | (−3.26) | (−0.17) | (−3.24) | |
Cap | −0.004 *** | 2.232 *** | −0.005 *** | −0.004 ** | 2.232 *** | −0.005 ** |
(−2.80) | (3.1) | (−2.99) | (−2.02) | (3.1) | (−2.24) | |
_cons | 0.053 *** | 5.748 *** | 0.052 *** | 0.048 *** | 5.748 *** | 0.047 *** |
(26.25) | (4.52) | (25.52) | (19.08) | (4.52) | (18.38) | |
Year | YES | YES | YES | YES | YES | YES |
Ind | YES | YES | YES | YES | YES | YES |
N | 10,184 | 10,184 | 10,184 | 10,184 | 10,184 | 10,184 |
R2 | 0.533 | 0.069 | 0.534 | 0.470 | 0.069 | 0.471 |
Sobel-Z | 2.53 ** | 3.70 ** | ||||
Goodman-P | 0.013 | 0.0002 | ||||
Intermediary effect | −0.031 | −0.096 | ||||
Bootstrap (BC) | [0.0000577, 00006591] | [0.0000803, 0.0008328] |
(1) | (2) | |
---|---|---|
VaR | UR | |
Bind | −0.024 *** | −0.027 *** |
(−5.58) | (−5.52) | |
Cduily | −0.004 ** | −0.005 ** |
(−2.22) | (−2.23) | |
Bind*Cduily | 0.009 * | 0.011** |
(1.81) | (2.03) | |
Bsize | −0.006 *** | −0.006 *** |
(−6.09) | (−5.35) | |
Fsize | 0.00006 | 0.00007 |
(0.45) | (0.46) | |
MTB | 0.002 *** | 0.002 *** |
(18.28) | (20.14) | |
Bownership | 0.007 *** | 0.007 *** |
(7.81) | (5.97) | |
Leverage | 0.005 *** | 0.009 *** |
(4.96) | (6.88) | |
Liquidity | 0.0003 ** | 0.0003 * |
(2.4) | (1.73) | |
ROA | −0.028 *** | −0.017 *** |
(−6.77) | (−3.24) | |
Cap | −0.004 *** | −0.004 *** |
(−2.91) | (−2.09) | |
_cons | 0.056 *** | 0.051 *** |
(22.36) | (17.27) | |
YEAR | YES | YES |
Ind | YES | YES |
N | 10,184 | 10,184 |
R2 | 0.534 | 0.470 |
Endogeneity Test | Changing the Measurement of Enterprise Risk | ||||
---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | |
VaRt+1 | URt+1 | SD | CVaR | CuR | |
Bind | −0.015 *** | −0.014 *** | −0.011 *** | −0.022 *** | −0.025 *** |
(−5.86) | (−4.68) | (−6.81) | (−6.12) | (−6.5) | |
Bsize | −0.0006 *** | −0.0007 *** | −0.0004 *** | −0.0008 *** | −0.0008 *** |
(−6.79) | (−6.04) | (−6.34) | (−6.46) | (−5.55) | |
Fsize | 0.000 | 0.000 | 0.00003 | 0.0000 | 0.0000 |
(0.06) | (0.05) | (0.44) | (0.04) | (0.02) | |
MTB | 0.001 *** | 0.001 *** | 0.001 *** | 0.002 *** | 0.003 *** |
(13.12) | (11.37) | (18.31) | (16.48) | (16.60) | |
Bownership | 0.004 *** | 0.004 *** | 0.005 *** | 0.010 *** | 0.010 *** |
(4.81) | (3.44) | (8.27) | (8.73) | (6.81) | |
Leverage | 0.003 *** | 0.005 *** | 0.003 *** | 0.005 *** | 0.009 *** |
(2.57) | (3.39) | (4.39) | (3.93) | (5.76) | |
Liquidity | 0.0001 | 0.0001 | 0.0002 ** | 0.0004 *** | 0.0006 *** |
(1.44) | (0.76) | (2.42) | (2.64) | (2.89) | |
ROA | −0.055 *** | −0.055 *** | −0.017 *** | −0.047 *** | −0.024 *** |
(−14.84) | (−11.13) | (−6.77) | (−8.79) | (−3.60) | |
Cap | −0.003 ** | −0.002 | −0.003 *** | −0.004 * | −0.007 *** |
(−1.98) | (−0.97) | (−2.8) | (−1.93) | (−2.78) | |
_cons | 0.050 *** | 0.046 | 0.032 *** | 0.075 *** | 0.071 *** |
(25.44) | (17.84) | (26.25) | (27.91) | (22.5) | |
Year | YES | YES | YES | YES | YES |
Ind | YES | YES | YES | YES | YES |
N | 8456 | 8456 | 10,184 | 10,184 | 10,184 |
R2 | 0.627 | 0.536 | 0.533 | 0.496 | 0.289 |
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Xu, N.; Lv, W.; Wang, J. The Impact of Board Governance on Firm Risk among China’s A-Share Market-Listed Companies from 2010 to 2019. Sustainability 2023, 15, 4067. https://doi.org/10.3390/su15054067
Xu N, Lv W, Wang J. The Impact of Board Governance on Firm Risk among China’s A-Share Market-Listed Companies from 2010 to 2019. Sustainability. 2023; 15(5):4067. https://doi.org/10.3390/su15054067
Chicago/Turabian StyleXu, Na, Wendong Lv, and Junli Wang. 2023. "The Impact of Board Governance on Firm Risk among China’s A-Share Market-Listed Companies from 2010 to 2019" Sustainability 15, no. 5: 4067. https://doi.org/10.3390/su15054067
APA StyleXu, N., Lv, W., & Wang, J. (2023). The Impact of Board Governance on Firm Risk among China’s A-Share Market-Listed Companies from 2010 to 2019. Sustainability, 15(5), 4067. https://doi.org/10.3390/su15054067