Managerial Ability and ESG Risks: The Moderating Effect of Internal Control Quality
Abstract
:1. Introduction
2. Theoretical Foundation and Hypothesis Development
2.1. Theoretical Foundation
2.2. Managerial Ability and ESG Risks
2.3. Managerial Ability and ESG Risks: The Moderating Role of ICQ
3. Research Methods
3.1. Sample Selection
3.2. Variable Measures
3.2.1. Measurement of Managerial Ability
3.2.2. Measurement of ESG Risks
3.2.3. Measurement of Internal Control Quality
3.2.4. Control Variables
3.3. Research Models
4. Empirical Results
4.1. Descriptive Statistics
4.2. Multivariate Analyses
4.2.1. Test of Hypothesis 1
4.2.2. Endogeneity Test: Two-Stage Least Squares Instrumental Variable (2SLS IV) Analysis
4.2.3. Endogeneity Test: Generalized Method of Moments (GMM) Analysis
4.2.4. Robustness Test: Alternative Measure of ESG Risks
4.2.5. Robustness Test: Alternative Measure of Managerial Ability
4.2.6. Test of Hypothesis 2a
4.2.7. Test of Hypothesis 2b
4.3. Additional Analysis
4.3.1. The Influence of Management Power
4.3.2. The Influence of External Corporate Governance
5. Conclusions
5.1. Theoretical Implications
5.2. Practical Implications
5.3. Limitations and Future Research Directions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A. Variable Descriptions
Variable | Description | Data Source |
---|---|---|
MA_Score | Following the methodology of the managerial ability score developed by Demerjian et al. [12]. | CSMAR, author construction |
ESG_Risk | Natural logarithm of [1+ average of a firm’s current monthly RRI in a given fiscal year]. | RepRisk data through WRDS |
E_Risk | Natural logarithm of [1+ (the percentage of environmental (E) links in the current RRI) * current RRI]. | RepRisk data through WRDS |
S_Risk | Natural logarithm of [1+ (the percentage of social (S) links in the current RRI) * current RRI]. | RepRisk data through WRDS |
G_Risk | Natural logarithm of [1+ (the percentage of governance (G) links in the current RRI) * current RRI]. | RepRisk data through WRDS |
ESG_C | Natural logarithm of (1+ ESG controversy score) | Refinitiv data through WRDS |
ICQ | The natural logarithm of the internal control quality score of firms at year-end. | DIB |
Con. Env. | Natural logarithm of the control environment component of the internal control disclosure index. | DIB |
Ris. Ass. | Natural logarithm of the risk assessment component of the internal control disclosure index. | DIB |
Con. Act. | Natural logarithm of the control activity component of the internal control disclosure index. | DIB |
Inf. Com. | Natural logarithm of the information and communication component of the internal control disclosure index. | DIB |
Mon. Act. | Natural logarithm of the monitoring activity component of the internal control disclosure index. | DIB |
Size | The natural logarithm of a firm’s year-end total assets. | CSMAR |
Lev | The total liabilities divided by the total assets at the end of the year. | CSMAR |
ROA | The operating income after depreciation divided by average total assets. | CSMAR |
Cash | The net cash flow from operating activities divided by total assets. | CSMAR |
Growth | The current year’s operating revenue divided by the previous year’s operating revenue, minus one. | CSMAR |
FirmAge | The natural logarithm of (1+ current year minus the year of firm establishment). | CSMAR |
Opinion | A dummy variable that equals 1 if the firm’s financial report receives a standard audit opinion for the current year and 0 otherwise. | CSMAR |
Board | The natural logarithm of the number of board members. | CSMAR |
Dual | A dummy variable that equals 1 if the chairman of the board and the CEO are the same person and 0 otherwise. | CSMAR |
Mshare | The proportion of total shares held by the firm’s top executives relative to the total shares outstanding. | CSMAR |
Tenure | The natural logarithm of the tenure of the firm’s top executives. | CSMAR |
Big Four | A dummy variable that equals 1 if the firm is audited by a Big Four audit firm and 0 otherwise. | CSMAR |
HHI | The sum of the squares of the market shares of all firms within a given industry for a specific year. | CSMAR |
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Panel (A): Sample selection | |||||
Coverage of Chinese listed firms in the RepRisk database: fiscal years 2008–2022 | 23,994 | ||||
Excluding financial firms and firms labeled as ST, *ST, and PT | (2811) | ||||
Excluding firms with incomplete data on managerial ability scores | (3357) | ||||
Excluding firms with incomplete data on internal control quality | (1817) | ||||
Excluding firms with incomplete data on control variables | (3286) | ||||
Final sample firms | 12,723 | ||||
Unique firms | 1656 | ||||
Panel (B): Distribution of sample firms by industry and year | |||||
Industry Name | Frequency | Percentage | Year | Frequency | Percentage |
Business | 684 | 5.37 | 2008 | 559 | 4.39 |
Chemicals | 1698 | 13.34 | 2009 | 598 | 4.70 |
Construction and materials | 741 | 5.82 | 2010 | 589 | 4.63 |
Consumer | 855 | 6.72 | 2011 | 699 | 5.49 |
Electronic | 810 | 6.36 | 2012 | 837 | 6.58 |
Food and beverage | 895 | 7.03 | 2013 | 888 | 6.98 |
Industrial and manufacturing | 2175 | 17.08 | 2014 | 867 | 6.81 |
Mining, oil, and gas | 722 | 5.67 | 2015 | 902 | 7.09 |
Personal and household | 793 | 6.23 | 2016 | 961 | 7.55 |
Pharmaceuticals and biotech | 1319 | 10.36 | 2017 | 745 | 5.86 |
Retail and services | 1093 | 8.59 | 2018 | 804 | 6.32 |
Utilities | 601 | 4.72 | 2019 | 827 | 6.50 |
Others | 337 | 2.71 | 2020 | 815 | 6.40 |
2021 | 1290 | 10.14 | |||
2022 | 1342 | 10.56 | |||
Total sample | 12,723 | 100 | Total | 12,723 | 100 |
Panel (A): Descriptive Statistics | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Variable | N | Mean | SD | Min | P25 | Median | P75 | Max | ||||||
ESG_Risk | 12,723 | 0.771 | 1.173 | 0 | 0 | 0 | 1.934 | 4.134 | ||||||
MA_Score | 12,723 | −0.008 | 0.168 | −0.806 | −0.12 | −0.01 | 0.076 | 0.596 | ||||||
ICQ | 12,723 | 3.475 | 0.342 | 1.609 | 3.375 | 3.584 | 3.689 | 4.078 | ||||||
Size | 12,723 | 22.582 | 1.37 | 19.406 | 21.576 | 22.459 | 23.489 | 26.444 | ||||||
Lev | 12,723 | 0.485 | 0.202 | 0.027 | 0.332 | 0.494 | 0.639 | 0.925 | ||||||
ROA | 12,723 | 0.036 | 0.066 | −0.375 | 0.01 | 0.033 | 0.067 | 0.255 | ||||||
Cash | 12,723 | 0.049 | 0.071 | −0.226 | 0.01 | 0.047 | 0.09 | 0.283 | ||||||
Growth | 12,723 | 0.168 | 0.41 | −0.648 | −0.031 | 0.109 | 0.271 | 3.705 | ||||||
FirmAge | 12,723 | 2.349 | 0.696 | 0 | 1.946 | 2.485 | 2.89 | 3.401 | ||||||
Opinion | 12,723 | 0.961 | 0.194 | 0 | 1 | 1 | 1 | 1 | ||||||
Board | 12,723 | 2.151 | 0.205 | 1.609 | 1.946 | 2.197 | 2.197 | 2.708 | ||||||
Dual | 12,723 | 0.234 | 0.423 | 0 | 0 | 0 | 0 | 1 | ||||||
Mshare | 12,723 | 0.087 | 0.161 | 0 | 0 | 0.001 | 0.088 | 0.706 | ||||||
Tenure | 12,723 | 1.52 | 0.594 | 0.693 | 1.099 | 1.386 | 1.946 | 3.091 | ||||||
Panel (B): Correlation Matrix | ||||||||||||||
Variables | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | (13) | (14) |
(1) ESG_Risk | 1 | |||||||||||||
(2) MA_Score | −0.056 *** | 1 | ||||||||||||
(3) ICQ | −0.021 *** | 0.110 *** | 1 | |||||||||||
(4) Size | 0.281 *** | −0.017 ** | 0.248 *** | 1 | ||||||||||
(5) LEV | 0.086 *** | 0.062 *** | −0.064 *** | 0.421 *** | 1 | |||||||||
(6) ROA | −0.035 *** | 0.149 *** | 0.056 *** | 0.061 *** | −0.366 *** | 1 | ||||||||
(7) Cash | 0.042 *** | 0.061 *** | 0.015 * | 0.057 *** | −0.203 *** | 0.407 *** | 1 | |||||||
(8) Growth | −0.039 *** | 0.097 *** | −0.006 | 0.042 *** | 0.011 | 0.265 *** | 0.043 *** | 1 | ||||||
(9) FirmAge | −0.121 *** | 0.051 *** | 0.075 *** | 0.360 *** | 0.314 *** | −0.148 *** | −0.013 | −0.076 *** | 1 | |||||
(10) Opinion | −0.051 *** | 0.029 *** | 0.083 *** | 0.083 *** | −0.102 *** | 0.273 *** | 0.087 *** | 0.080 *** | −0.046 *** | 1 | ||||
(11) Board | −0.004 | 0.044 *** | −0.064 *** | 0.216 *** | 0.119 *** | 0.060 *** | 0.068 *** | −0.012 | 0.095 *** | 0.020 ** | 1 | |||
(12) Dual | 0.001 | −0.074 *** | 0.036 *** | −0.124 *** | −0.093 *** | 0.008 | −0.036 *** | 0.029 *** | −0.184 *** | −0.003 | −0.168 *** | 1 | ||
(13) Mshare | −0.045 *** | −0.074 *** | 0.102 *** | −0.249 *** | −0.277 *** | 0.126 *** | −0.004 | 0.068 *** | −0.516 *** | 0.020 ** | −0.183 *** | 0.206 *** | 1 | |
(14) Tenure | −0.003 | −0.025 *** | 0.050 *** | 0.002 | −0.066 *** | 0.103 *** | 0.055 *** | −0.028 *** | −0.035 *** | 0.062 *** | −0.001 | 0.184 *** | 0.102 ** | 1 |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
ESG_Risk | E_Risk | S_Risk | G_Risk | |
MA_Score | −0.220 *** | −0.089 ** | −0.092 * | −0.145 ** |
(−2.60) | (−1.98) | (−1.71) | (−2.06) | |
Size | 0.196 *** | 0.068 *** | 0.103 *** | 0.076 *** |
(12.02) | (7.33) | (9.09) | (5.97) | |
Lev | 0.060 | 0.081 * | −0.019 | −0.003 |
(0.73) | (1.78) | (−0.39) | (−0.05) | |
ROA | −0.255 | 0.021 | −0.134 | −0.171 |
(−1.12) | (0.17) | (−0.98) | (−0.99) | |
Cash | 0.678 *** | 0.349 *** | 0.357 *** | 0.157 ** |
(4.06) | (3.93) | (3.65) | (1.20) | |
Growth | −0.070 ** | −0.026 * | −0.030 ** | −0.034 * |
(−2.51) | (−1.92) | (−2.05) | (−1.65) | |
FirmAge | −0.062 ** | −0.055 *** | −0.025 | −0.022 |
(−2.58) | (−3.97) | (−1.59) | (−1.21) | |
Opinion | −0.275 *** | −0.043 | −0.048 | −0.203 *** |
(−4.05) | (−1.18) | (−1.32) | (−3.53) | |
ICQ | −0.069 ** | −0.016 * | −0.014 * | −0.032 *** |
(−1.98) | (−0.84) | (−0.59) | (−1.38) | |
Board | −0.055 | 0.031 | 0.008 | −0.060 |
(−0.80) | (0.78) | (0.18) | (−1.16) | |
Dual | 0.030 | 0.009 | 0.030 * | 0.040 * |
(0.98) | (0.55) | (1.69) | (1.75) | |
Mshare | −0.163 * | −0.099 ** | −0.014 | −0.087 |
(−1.87) | (−2.08) | (−0.24) | (−1.33) | |
Tenure | −0.026 | 0.010 | 0.001 | −0.035 ** |
(−1.26) | (0.92) | (0.05) | (−2.25) | |
Constant | −2.894 *** | −1.259 *** | −1.972 *** | −0.839 *** |
(−7.50) | (−5.59) | (−7.27) | (−2.88) | |
Observations | 12,723 | 12,723 | 12,723 | 12,723 |
R-squared | 0.172 | 0.064 | 0.073 | 0.071 |
Year FE | YES | YES | YES | YES |
Industry FE | YES | YES | YES | YES |
(1) | (2) | |
---|---|---|
First Stage | Second Stage | |
MA_Score | ESG_Risk | |
L.MA_AVG | 0.823 *** | |
(62.59) | ||
Pred_MA_Score | −0.232 * | |
(−1.86) | ||
Size | −0.018 *** | 0.213 *** |
(−12.32) | (18.29) | |
Lev | 0.095 *** | 0.063 |
(10.50) | (0.83) | |
ROA | 0.426 *** | −0.462 * |
(14.38) | (−1.94) | |
Cash | 0.065 *** | 0.540 *** |
(2.91) | (3.22) | |
Growth | 0.028 *** | −0.071 ** |
(6.96) | (−2.23) | |
FirmAge | 0.020 *** | −0.050 ** |
(6.70) | (−2.10) | |
Opinion | −0.001 | −0.212 *** |
(−0.12) | (−3.21) | |
ICQ | −0.002 | −0.100 ** |
(−0.35) | (−2.55) | |
Board | 0.007 | −0.067 |
(1.12) | (−1.15) | |
Dual | −0.012 *** | 0.028 |
(−3.76) | (1.02) | |
Mshare | −0.031 *** | −0.075 |
(−2.97) | (−0.86) | |
Tenure | −0.002 | −0.019 |
(−1.04) | (−1.01) | |
Constant | 0.295 *** | −2.497 *** |
(8.27) | (−8.44) | |
Hausman F-Statistic | 34.33 (p < 0.01) | |
Observations | 10,137 | 10,137 |
R-squared | 0.437 | 0.164 |
Year FE | YES | YES |
Industry FE | YES | YES |
ESG_Risk | |
---|---|
L. ESG_Risk | 0.365 *** |
(3.14) | |
MA_Score | −0.193 ** |
(−0.65) | |
Size | 0.038 * |
(0.80) | |
Lev | 0.295 |
(1.44) | |
ROA | −0.228 |
(−0.59) | |
Cash | 0.687 ** |
(2.68) | |
Growth | −0.083 ** |
(−2.01) | |
FirmAge | −0.014 |
(−0.16) | |
Opinion | 0.121 |
(1.37) | |
ICQ | −0.091 * |
(−0.86) | |
Board | −0.132 |
(−0.75) | |
Dual | 0.078 |
(1.22) | |
Mshare | −0.398 ** |
(−0.90) | |
Tenure | −0.037 |
(−1.04) | |
Constant | 0.417 *** |
(0.38) | |
AR (2) | 0.298 |
Hansen test | 0.850 |
Observations | 10,137 |
Year FE | YES |
Industry FE | YES |
ESG_C | |
---|---|
MA_Score | 0.217 *** |
(3.65) | |
Size | 0.012 |
(0.48) | |
Lev | −0.066 * |
(−0.68) | |
ROA | −0.007 |
(−0.05) | |
Cash | −0.089 * |
(−0.79) | |
Growth | 0.004 * |
(0.23) | |
FirmAge | 0.010 |
(0.19) | |
Opinion | 0.056 * |
(0.92) | |
ICQ | 0.096 ** |
(1.56) | |
Board | 0.016 |
(0.31) | |
Dual | 0.020 |
(0.91) | |
Mshare | 0.137 |
(0.88) | |
Tenure | 0.009 * |
(0.86) | |
Constant | 4.392 *** |
(7.49) | |
Observations | 1574 |
R-squared | 0.357 |
Year FE | YES |
Industry FE | YES |
Dep. Var. = ESG_Risk | (1) | (2) |
---|---|---|
High Ability | −0.107 *** | |
(−3.57) | ||
Low Ability | 0.060 * | |
(1.89) | ||
Size | 0.198 *** | 0.200 *** |
(12.25) | (12.32) | |
Lev | −0.000 | −0.002 |
(−0.00) | (−0.02) | |
ROA | −0.416 * | −0.431 * |
(−1.80) | (−1.87) | |
Cash | 0.617 *** | 0.598 *** |
(3.70) | (3.58) | |
Growth | −0.078 *** | −0.081 *** |
(−2.78) | (−2.88) | |
FirmAge | −0.065 *** | −0.062 ** |
(−2.74) | (−2.58) | |
Opinion | −0.283 *** | −0.280 *** |
(−4.17) | (−4.12) | |
ICQ | −0.073 ** | −0.075 ** |
(−2.12) | (−2.17) | |
Board | −0.052 | −0.052 |
(−0.75) | (−0.75) | |
Dual | 0.037 | 0.036 |
(1.19) | (1.15) | |
Mshare | −0.158 * | −0.151 * |
(−1.82) | (−1.73) | |
Tenure | −0.027 | −0.025 |
(−1.29) | (−1.21) | |
Constant | −2.910 *** | −2.996 *** |
(−7.62) | (−7.80) | |
Observations | 12,723 | 12,723 |
R-squared | 0.173 | 0.172 |
Year FE | YES | YES |
Industry FE | YES | YES |
(1) | (2) | (3) | (4) | |
---|---|---|---|---|
ESG_Risk | E_Risk | S_Risk | G_Risk | |
MA_Score | −0.220 *** | −0.089 ** | −0.094 * | −0.146 ** |
(−2.61) | (−1.99) | (−1.74) | (−2.08) | |
ICQ | −0.068 * | −0.016 | −0.014 | −0.032 |
(−1.96) | (−0.83) | (−0.59) | (−1.38) | |
MAICQ | −0.143 ** | −0.026 ** | −0.028 * | −0.046 ** |
(−1.99) | (−2.00) | (−1.79) | (−2.26) | |
Size | 0.200 *** | 0.068 *** | 0.103 *** | 0.075 *** |
(12.15) | (7.33) | (9.08) | (5.94) | |
Lev | 0.061 | 0.082 * | −0.018 | −0.000 |
(0.74) | (1.79) | (−0.36) | (−0.00) | |
ROA | −0.234 | 0.022 | −0.135 | −0.166 |
(−1.01) | (0.18) | (−0.99) | (−0.96) | |
Cash | 0.695 *** | 0.349 *** | 0.360 *** | 0.160 |
(4.16) | (3.93) | (3.68) | (1.23) | |
Growth | −0.069 ** | −0.026 * | −0.030 ** | −0.033 |
(−2.48) | (−1.91) | (−2.00) | (−1.61) | |
FirmAge | −0.051 ** | −0.054 *** | −0.020 | −0.017 |
(−2.01) | (−3.73) | (−1.22) | (−0.92) | |
Opinion | −0.278 *** | −0.044 | −0.049 | −0.205 *** |
(−4.10) | (−1.18) | (−1.36) | (−3.55) | |
Board | −0.054 | 0.031 | 0.007 | −0.060 |
(−0.78) | (0.78) | (0.17) | (−1.16) | |
Dual | 0.030 | −0.009 | 0.030 * | 0.040 * |
(0.96) | (−0.55) | (1.68) | (1.74) | |
Mshare | −0.186 ** | −0.099 ** | −0.011 | −0.086 |
(−2.00) | (−2.08) | (−0.20) | (−1.31) | |
Tenure | −0.025 | 0.010 | 0.001 | −0.035 ** |
(−1.19) | (0.92) | (0.08) | (−2.23) | |
Constant | −2.973 *** | −1.258 *** | −1.981 *** | −0.842 *** |
(−7.70) | (−5.58) | (−7.29) | (−2.90) | |
Observations | 12,723 | 12,723 | 12,723 | 12,723 |
R-squared | 0.172 | 0.064 | 0.073 | 0.071 |
Year FE | YES | YES | YES | YES |
Industry FE | YES | YES | YES | YES |
Dep Var. = ESG_Risk | (1) | (2) | (3) | (4) | (5) |
---|---|---|---|---|---|
MA_Score | −0.221 *** | −0.230 *** | −0.227 *** | −0.227 *** | −0.224 *** |
(−2.62) | (−2.73) | (−2.69) | (−2.68) | (−2.64) | |
Con. Env. | −0.017 *** | ||||
(−3.29) | |||||
MACE | −0.056 ** | ||||
(−2.34) | |||||
Risk Ass. | 0.016 *** | ||||
(3.59) | |||||
MARA | −0.056 ** | ||||
(−2.38) | |||||
Con. Act. | −0.009 * | ||||
(−1.85) | |||||
MACA | −0.060 ** | ||||
(−2.20) | |||||
Inf. and Com. | −0.015 * | ||||
(−1.32) | |||||
MAIC | −0.149 * | ||||
(−1.11) | |||||
Mon. Act. | 0.012 | ||||
(1.42) | |||||
MAMA | −0.056 | ||||
(−1.07) | |||||
Size | 0.199 *** | 0.196 *** | 0.196 *** | 0.197 *** | 0.195 *** |
(12.17) | (12.07) | (11.98) | (12.03) | (11.88) | |
Lev | 0.046 | 0.057 | 0.058 | 0.067 | 0.059 |
(0.55) | (0.69) | (0.70) | (0.81) | (0.72) | |
ROA | −0.253 | −0.290 | −0.270 | −0.270 | −0.259 |
(−1.12) | (−1.28) | (−1.18) | (−1.19) | (−1.14) | |
Cash | 0.691 *** | 0.695 *** | 0.690 *** | 0.686 *** | 0.677 *** |
(4.13) | (4.17) | (4.13) | (4.10) | (4.06) | |
Growth | −0.070 ** | −0.063 ** | −0.067 ** | −0.066 ** | −0.069 ** |
(−2.50) | (−2.28) | (−2.40) | (−2.38) | (−2.47) | |
FirmAge | −0.053 ** | −0.056 ** | −0.051 ** | −0.054 ** | −0.055 ** |
(−2.12) | (−2.22) | (−2.02) | (−2.15) | (−2.20) | |
Opinion | −0.283 *** | −0.305 *** | −0.280 *** | −0.279 *** | −0.273 *** |
(−4.18) | (−4.45) | (−4.13) | (−4.12) | (−4.03) | |
ICQ | −0.154 ** | −0.171 *** | −0.015 | −0.042 | −0.097 ** |
(−1.07) | (−4.28) | (−0.33) | (−1.03) | (−2.52) | |
Board | −0.050 | −0.057 | −0.058 | −0.059 | −0.056 |
(−0.73) | (−0.83) | (−0.85) | (−0.86) | (−0.81) | |
Dual | 0.020 | 0.030 | 0.032 | 0.033 | 0.031 |
(0.65) | (0.96) | (1.03) | (1.06) | (1.00) | |
Mshare | −0.163 * | −0.143 | −0.153 * | −0.151 * | −0.158 * |
(−1.87) | (−1.64) | (−1.75) | (−1.74) | (−1.81) | |
Tenure | −0.025 | −0.027 | −0.025 | −0.027 | −0.026 |
(−1.17) | (−1.28) | (−1.20) | (−1.26) | (−1.22) | |
Constant | −3.265 *** | −2.694 *** | −3.011 *** | −2.967 *** | −2.838 *** |
(−8.18) | (−7.05) | (−7.73) | (−7.64) | (−7.30) | |
Observations | 12,723 | 12,723 | 12,723 | 12,723 | 12,723 |
R-squared | 0.173 | 0.173 | 0.172 | 0.172 | 0.172 |
Year FE | YES | YES | YES | YES | YES |
Industry FE | YES | YES | YES | YES | YES |
Dep Var. = ESG_Risk | (1) | (2) | (3) | (4) | (5) | (6) |
---|---|---|---|---|---|---|
CEO–Chairman Duality | CEO–Chairman Separation | High Ownership | Low Ownership | Long Tenure | Short Tenure | |
MA_Score | −0.036 | −0.257 *** | −0.272 ** | −0.177 * | −0.214 ** | −0.127 ** |
(−0.24) | (−2.60) | (−2.31) | (−1.78) | (−2.49) | (−1.80) | |
ICQ | −0.108 | −0.061 * | −0.021 | −0.105 ** | −0.073 ** | −0.051 |
(−1.34) | (−1.60) | (−0.37) | (−2.50) | (−2.07) | (−1.32) | |
MAICQ | −0.129 | −0.148 ** | −0.047 | −0.186 ** | −0.162 ** | −0.141 |
(−0.95) | (−1.75) | (−0.37) | (−2.08) | (−2.23) | (−1.15) | |
Control variables | YES | YES | YES | YES | YES | YES |
Observations | 2976 | 9747 | 5970 | 6753 | 8055 | 4668 |
R-squared | 0.199 | 0.173 | 0.157 | 0.183 | 0.183 | 0.160 |
Year FE | YES | YES | YES | YES | YES | YES |
Industry FE | YES | YES | YES | YES | YES | YES |
Dep Var. = ESG_Risk | (1) | (2) | (3) | (4) |
---|---|---|---|---|
Big Four | Non-Big Four | High Competition | Low Competition | |
MA_Score | −0.272 ** | −0.146 * | −0.219 * | −0.168 |
(−2.31) | (−1.95) | (−1.96) | (−1.36) | |
ICQ | −0.021 | −0.083 ** | −0.122 ** | −0.016 |
(−0.37) | (−2.41) | (−2.45) | (−0.35) | |
MAICQ | −0.047 | −0.148 ** | −0.155 | −0.163 * |
(−0.37) | (−2.04) | (−1.47) | (−1.65) | |
Control variables | YES | YES | YES | YES |
Observations | 770 | 11,953 | 6422 | 6301 |
R-squared | 0.360 | 0.159 | 0.163 | 0.193 |
Year FE | YES | YES | YES | YES |
Industry FE | YES | YES | YES | YES |
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Share and Cite
Feng, X.; Mohd Saleh, N. Managerial Ability and ESG Risks: The Moderating Effect of Internal Control Quality. Sustainability 2024, 16, 9838. https://doi.org/10.3390/su16229838
Feng X, Mohd Saleh N. Managerial Ability and ESG Risks: The Moderating Effect of Internal Control Quality. Sustainability. 2024; 16(22):9838. https://doi.org/10.3390/su16229838
Chicago/Turabian StyleFeng, Xiaolu, and Norman Mohd Saleh. 2024. "Managerial Ability and ESG Risks: The Moderating Effect of Internal Control Quality" Sustainability 16, no. 22: 9838. https://doi.org/10.3390/su16229838
APA StyleFeng, X., & Mohd Saleh, N. (2024). Managerial Ability and ESG Risks: The Moderating Effect of Internal Control Quality. Sustainability, 16(22), 9838. https://doi.org/10.3390/su16229838