ESG Performance, Auditor Choice, and Audit Opinion: Evidence from an Emerging Market
Abstract
:1. Introduction
2. Literature Review and Development of Hypotheses
2.1. Corporate Social Responsibility (CSR) and Auditor Choice
2.2. ESG Performance and Audit Opinion
3. Research Design
3.1. Sample and Data Sources
3.2. Research Models
4. Research Results and Discussion
4.1. Descriptive Statistics
4.2. Logistic Regression Results
4.3. Robustness Tests
4.4. Additional Analysis: ESG Performance, Auditor Choice, and Audit Opinion during COVID-19
5. Conclusions
Author Contributions
Funding
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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No. of Firms | Observations | |
---|---|---|
Panel A: Sample selection | ||
EGX100 across the study period 2014–2022 | 100 firms | 900 |
(–) Banking and financial firms | (22) | (198) |
(–) Firms with missing financial and governance data | (10) | (90) |
Final sample | 68 | 612 |
Panel B: Sample distribution | ||
Merchandising | 18 | 2.9% |
Manufacturing | 495 | 80.9% |
Service | 99 | 16.2% |
Total | 612 | 100% |
Variables | Measurement | |
---|---|---|
AC | Auditor choice | A dummy variable assigned 1 for firms audited by a Big-4 audit firm in the year t, and 0 otherwise. |
AO | Audit opinion | A dummy variable assigned 1 for firms that received a qualified opinion in the year t, and 0 otherwise. |
ESG | ESG performance | A dummy variable assigned 1 for firms listed in the ESG index in the year t, and 0 otherwise. |
FSIZE | Firm size | The natural logarithm of total assets in year t. |
LEVERAGE | Financial leverage | Total debt over total assets in year t. |
PROFITABILITY | Firm profitability | Net profit after tax, and extraordinary items in year t, scaled to total assets. |
FGROWTH | Firm growth | The change in net sales in year t, scaled to revenue in year t − 1. |
LOSS | Carryforward loss | A dummy variable assigned 1 if the firms have carryforward loss in year t, and 0 otherwise. |
FAGE | Firm age | The natural logarithm of the number of years since the firm has been listed in the Egyptian Exchange. |
BSIZE | Board size | The number of directors on the board in year t. |
BMEETINGS | Board meetings | The number of board meetings in year t. |
DUALITY | Duality | A dummy variable assigned 1 if the Chairman and CEO are the same person, and 0 otherwise. |
BINDEPENDENCE | Board independence | The number of non-executive directors on the board, scaled to its total number of directors in year t. |
ACSIZE | Audit committee size | The number of members in the audit committee in year t. |
ACMEETINGS | Audit committee meetings | The number of audit committee meetings in year t. |
ACINDEPENDENCE | Audit committee independence | The number of non-executive directors in the audit committee, scaled to its total number of directors in year t. |
Panel A: Descriptive results for all samples (Full Sample = 612) | ||||||
---|---|---|---|---|---|---|
Variables | Mean | Median | SD | Minimum | Maximum | |
AC | 0.327 | 0.000 | 0.469 | 0.000 | 1.000 | |
AO | 0.413 | 0.000 | 0.493 | 0.000 | 1.000 | |
ESG | 0.240 | 0.000 | 0.428 | 0.000 | 1.000 | |
FSIZE | 21.050 | 21.138 | 1.728 | 16.822 | 25.639 | |
LEVERAGE | 0.432 | 0.433 | 0.248 | 0.001 | 0.986 | |
PROFITABILITY | 0.046 | 0.036 | 0.086 | −0.124 | 0.225 | |
FGROWTH | 0.133 | 0.080 | 0.452 | −0.848 | 1.057 | |
LOSS | 0.240 | 0.000 | 0.426 | 0.000 | 1.000 | |
FAGE | 2.910 | 3.044 | 0.546 | 0.693 | 4.080 | |
BSIZE | 8.173 | 8.000 | 2.797 | 3.000 | 16.000 | |
BMEETINGS | 10.005 | 9.000 | 4.628 | 2.000 | 23.000 | |
DUALITY | 0.716 | 1.000 | 0.451 | 0.000 | 1.000 | |
BINDEPENDENCE | 0.701 | 0.750 | 0.201 | 0.200 | 1.000 | |
ACSIZE | 3.583 | 3.000 | 0.987 | 2.000 | 8.000 | |
ACMEETINGS | 5.291 | 4.000 | 2.678 | 1.000 | 14.000 | |
ACINDEPENDENCE | 0.934 | 1.000 | 0.170 | 0.000 | 1.000 | |
Panel B: Univariate analysis (Full Sample = 612) | ||||||
Variables | Firms listed in the ESG index (147 observations) | Firms not listed in the ESG index (465 observations) | t-test | Sig. | ||
Mean | SD | Mean | SD | |||
AC | 0.646 | 0.480 | 0.226 | 0.419 | 10.239 | 0.000 *** |
AO | 0.211 | 0.409 | 0.477 | 0.500 | −5.870 | 0.000 *** |
FSIZE | 22.255 | 1.515 | 20.669 | 1.614 | 10.534 | 0.000 *** |
LEVERAGE | 0.401 | 0.250 | 0.441 | 0.247 | −1.711 | 0.088 * |
PROFITABILITY | 0.071 | 0.076 | 0.039 | 0.087 | 4.003 | 0.000 *** |
FGROWTH | 0.172 | 0.418 | 0.121 | 0.462 | 1.176 | 0.240 |
LOSS | 0.068 | 0.253 | 0.294 | 0.455 | −5.749 | 0.000 *** |
FAGE | 2.715 | 0.504 | 2.971 | 0.545 | −5.049 | 0.000 *** |
BSIZE | 9.673 | 2.740 | 7.699 | 2.647 | 7.818 | 0.000 *** |
BMEETINGS | 10.347 | 5.140 | 9.897 | 4.455 | 1.028 | 0.304 |
DUALITY | 0.612 | 0.489 | 0.748 | 0.434 | −3.211 | 0.001 *** |
BINDEPENDENCE | 0.731 | 0.157 | 0.692 | 0.212 | 2.058 | 0.040 ** |
ACSIZE | 3.707 | 1.218 | 3.544 | 0.899 | 1.753 | 0.080 * |
ACMEETINGS | 5.354 | 2.415 | 5.271 | 2.758 | 0.326 | 0.744 |
ACINDEPENDENCE | 0.976 | 0.073 | 0.921 | 0.189 | 3.457 | 0.001 *** |
Variables | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1-AC | 1.000 | |||||||||||||||
2-AO | −0.380 *** | 1.000 | ||||||||||||||
3-ESG | 0.383 *** | −0.231 *** | 1.000 | |||||||||||||
4-FSIZE | 0.337 *** | −0.082 ** | 0.392 *** | 1.000 | ||||||||||||
5-LEVERAGE | −0.055 | 0.175 *** | −0.069 * | 0.036 | 1.000 | |||||||||||
6-PROFITABILITY | 0.072 * | −0.093 ** | 0.160 *** | 0.272 *** | −0.305 *** | 1.000 | ||||||||||
7-FGROWTH | 0.006 | −0.048 | 0.048 | 0.090 ** | 0.042 | 0.135 *** | 1.000 | |||||||||
8-LOSS | −0.163 *** | 0.229 *** | −0.227 *** | −0.349 *** | 0.319 *** | −0.478 *** | 0.037 | 1.000 | ||||||||
9-FAGE | −0.256 *** | 0.179 *** | −0.200 *** | −0.007 | 0.271 *** | −0.103 ** | 0.022 | 0.147 *** | 1.000 | |||||||
10-BSIZE | 0.140 *** | −0.118 *** | 0.302 *** | 0.414 *** | −0.116 *** | 0.249 *** | 0.014 | −0.093 ** | −0.074 | 1.000 | ||||||
11-BMEETINGS | −0.093 ** | 0.246 *** | 0.042 | 0.167 *** | 0.126 *** | 0.191 *** | 0.028 | −0.089 ** | −0.039 | 0.138 *** | 1.000 | |||||
12-DUALITY | −0.240 *** | 0.191 *** | −0.129 *** | −0.093 ** | −0.028 | 0.016 | −0.006 | 0.074 * | 0.004 | 0.017 | 0.202 *** | 1.000 | ||||
13-BINDEPENDENCE | 0.197 *** | −0.289 *** | 0.083 ** | 0.060 | −0.211 *** | 0.045 | −0.021 | 0.014 | −0.154 *** | 0.379 *** | −0.096 ** | −0.269 *** | 1.000 | |||
14-ACSIZE | −0.055 | 0.180 *** | 0.071 * | 0.158 *** | −0.035 | 0.171 *** | 0.028 | −0.025 | 0.111 *** | 0.273 *** | 0.267 *** | 0.164 *** | 0.013 | 1.000 | ||
15-ACMEETINGS | −0.097 ** | 0.313 *** | 0.013 | 0.013 | 0.067 * | −0.008 | 0.039 | 0.114 *** | 0.142 *** | 0.049 | 0.404 *** | 0.108 *** | −0.233 *** | 0.401 *** | 1.000 | |
16-ACINDEPENDENCE | 0.197 *** | −0.187 *** | 0.139 *** | 0.035 | −0.065 | 0.062 | −0.016 | 0.005 | 0.006 | 0.175 *** | −0.099 ** | −0.227 *** | 0.289 *** | −0.184 *** | −0.186 *** | 1.000 |
Panel A: Omnibus Test of Model Coefficients | |||||||||
---|---|---|---|---|---|---|---|---|---|
Model (1): Auditor Choice | Model (2): Audit Opinion | ||||||||
Step 1 | Chi-square | D.f. | Sig. | Chi-square | D.f. | Sig. | |||
Step | 247.868 | 24 | 0.000 | 205.309 | 24 | 0.000 | |||
Block | 247.868 | 24 | 0.000 | 205.309 | 24 | 0.000 | |||
Model | 247.868 | 24 | 0.000 | 205.309 | 24 | 0.000 | |||
Panel B: Hosmer–Lemeshow’s goodness-of-fit test | |||||||||
Model (1): Auditor Choice | Model (2): Audit opinion | ||||||||
Chi-square | D.f. | Sig. | Chi-square | D.f. | Sig. | ||||
Step 1 | 9.455 | 8 | 0.305 | 11.310 | 8 | 0.185 | |||
Panel C: Nagelkerke R2 square test | |||||||||
Model (1): Auditor Choice | Model (2): Audit opinion | ||||||||
−2 Log likelihood | Cox and Snell R2 | Nagelkerke R2 | −2 Log likelihood | Cox and Snell R2 | Nagelkerke R2 | ||||
Step 1 | 525.563 | 0.333 | 0.464 | 624.651 | 0.285 | 0.384 | |||
Panel D: Wald test | |||||||||
Variables | Model (1): Auditor Choice | Model (2): Audit opinion | |||||||
B (Wald) | Exp (B) | 95% C.I. for Exp (B) | B (Wald) | Exp (B) | 95% C.I. for Exp (B) | ||||
Lower | Upper | Lower | Upper | ||||||
Step1 ESG | 1.127 *** (16.604) | 3.088 | 1.795 | 5.311 | −1.083 *** (14.193) | 0.339 | 0.193 | 0.595 | |
FSIZE | 0.604 *** (43.296) | 1.830 | 1.529 | 2.191 | 0.005 (0.003) | 1.005 | 0.860 | 1.174 | |
LEVERAGE | 0.279 (0.233) | 1.322 | 0.425 | 4.112 | 0.512 (0.952) | 1.669 | 0.596 | 4.673 | |
PROFITABILITY | −0.111 (0.005) | 0.895 | 0.038 | 21.242 | 0.643 (0.194) | 1.903 | 0.108 | 33.360 | |
FGROWTH | 0.050 (0.036) | 1.051 | 0.632 | 1.748 | −0.497 ** (4.330) | 0.608 | 0.381 | 0.972 | |
LOSS | −0.153 (0.200) | 0.858 | 0.438 | 1.680 | 1.374 *** (21.576) | 3.952 | 2.213 | 7.057 | |
FAGE | −1.005 *** (19.871) | 0.366 | 0.235 | 0.569 | 0.436 ** (4.494) | 1.547 | 1.033 | 2.314 | |
BSIZE | −0.122 ** (6.316) | 0.885 | 0.805 | 0.974 | −0.036 (0.594) | 0.964 | 0.879 | 1.058 | |
BMEETINGS | −0.092 *** (10.972) | 0.912 | 0.864 | 0.963 | 0.094 *** (14.524) | 1.098 | 1.047 | 1.152 | |
DUALITY | −0.530 ** (4.273) | 0.588 | 0.356 | 0.973 | 0.229 (0.859) | 1.257 | 0.775 | 2.040 | |
BINDEPENDENCE | 2.712 *** (12.124) | 15.057 | 3.272 | 69.294 | −2.587 *** (15.724) | 0.075 | 0.021 | 0.270 | |
ACSIZE | 0.047 (0.120) | 1.048 | 0.804 | 1.365 | 0.234 ** (3.952) | 1.263 | 1.003 | 1.591 | |
ACMEETINGS | 0.003 (0.002) | 1.003 | 0.893 | 1.126 | 0.162 *** (9.846) | 1.176 | 1.063 | 1.302 | |
ACINDEPENDENCE | 3.243 *** (6.924) | 25.606 | 2.287 | 286.661 | −1.172 * (3.810) | 0.310 | 0.096 | 1.005 | |
Constant | −14.810 *** (33.728) | 0.000 | −1.394 (0.534) | 0.248 | |||||
Years Effect | Included | Included | |||||||
Industries Effect | Included | Included | |||||||
Observations | 612 | 612 |
Panel A: Omnibus Test of Model Coefficients | ||||||||
---|---|---|---|---|---|---|---|---|
Model (1): Auditor Choice | Model (2): Audit Opinion | |||||||
Step 1 | Chi-square | D.f. | Sig. | Chi-square | D.f. | Sig. | ||
Step | 240.272 | 24 | 0.000 | 205.629 | 24 | 0.000 | ||
Block | 240.272 | 24 | 0.000 | 205.629 | 24 | 0.000 | ||
Model | 240.272 | 24 | 0.000 | 205.629 | 24 | 0.000 | ||
Panel B: Hosmer–Lemeshow’s goodness-of-fit test | ||||||||
Model (1): Auditor Choice | Model (2): Audit opinion | |||||||
Chi-square | D.f. | Sig. | Chi-square | D.f. | Sig. | |||
Step 1 | 10.690 | 8 | 0.220 | 9.134 | 8 | 0.331 | ||
Panel C: Nagelkerke R2 square test | ||||||||
Model (1): Auditor Choice | Model (2): Audit opinion | |||||||
−2 Log likelihood | Cox and Snell R2 | Nagelkerke R2 | −2 Log likelihood | Cox and Snell R2 | Nagelkerke R2 | |||
Step 1 | 533.158 | 0.325 | 0.453 | 624.330 | 0.285 | 0.384 | ||
Panel D: Wald test | ||||||||
Variables | Model (1): Auditor Choice | Model (2): Audit opinion | ||||||
B (Wald) | Exp (B) | 95% C.I. for Exp (B) | B (Wald) | Exp (B) | 95% C.I. for Exp (B) | |||
Lower | Upper | Lower | Upper | |||||
Step 1 Lagged ESG | 0.829 *** (9.348) | 2.292 | 1.347 | 3.899 | −1.102 *** (14.394) | 0.332 | 0.188 | 0.587 |
FSIZE | 0.622 *** (46.301) | 1.863 | 1.557 | 2.229 | 0.003 (0.001) | 1.003 | 0.859 | 1.171 |
LEVERAGE | 0.242 (0.179) | 1.274 | 0.416 | 3.904 | 0.499 (0.904) | 1.648 | 0.589 | 4.612 |
PROFITABILITY | 0.222 (0.019) | 1.249 | 0.053 | 29.531 | 0.379 (0.066) | 1.461 | 0.081 | 26.356 |
FGROWTH | 0.064 (0.062) | 1.066 | 0.645 | 1.762 | −0.485 ** (4.123) | 0.616 | 0.386 | 0.983 |
LOSS | −0.145 (0.181) | 0.865 | 0.443 | 1.689 | 1.340 *** (20.478) | 3.820 | 2.138 | 6.826 |
FAGE | −1.073 *** (22.910) | 0.342 | 0.220 | 0.531 | 0.444 ** (4.700) | 1.559 | 1.044 | 2.330 |
BSIZE | −0.112 ** (5.381) | 0.894 | 0.813 | 0.983 | −0.036 (0.593) | 0.964 | 0.879 | 1.058 |
BMEETINGS | −0.095 *** (11.821) | 0.910 | 0.862 | 0.960 | 0.095 *** (14.699) | 1.099 | 1.047 | 1.154 |
DUALITY | −0.554 ** (4.775) | 0.574 | 0.349 | 0.944 | 0.228 (0.852) | 1.256 | 0.774 | 2.040 |
BINDEPENDENCE | 2.533 *** (10.837) | 12.596 | 2.787 | 56.921 | −2.555 *** (15.378) | 0.078 | 0.022 | 0.279 |
ACSIZE | 0.057 (0.176) | 1.058 | 0.812 | 1.380 | 0.233 ** (3.909) | 1.262 | 1.002 | 1.590 |
ACMEETINGS | 0.008 (0.020) | 1.008 | 0.899 | 1.131 | 0.162 *** (9.716) | 1.176 | 1.062 | 1.301 |
ACINDEPENDENCE | 3.467 *** (7.505) | 32.055 | 2.683 | 383.043 | −1.155 * (3.699) | 0.315 | 0.097 | 1.022 |
Constant | −15.078 *** (34.490) | 0.000 | −1.396 (0.539) | 0.248 | ||||
Years Effect | Included | Included | ||||||
Industries Effect | Included | Included | ||||||
Observations | 612 | 612 |
Panel A: Omnibus Test of Model Coefficients | ||||||||
---|---|---|---|---|---|---|---|---|
Model (1): Auditor Choice | Model (2): Audit Opinion | |||||||
Step 1 | Chi-Square | D.f. | Sig. | Chi-Square | D.f. | Sig. | ||
Step | 234.705 | 24 | 0.000 | 200.570 | 24 | 0.000 | ||
Block | 234.705 | 24 | 0.000 | 200.570 | 24 | 0.000 | ||
Model | 234.705 | 24 | 0.000 | 200.570 | 24 | 0.000 | ||
Panel B: Hosmer–Lemeshow’s goodness-of-fit test | ||||||||
Model (1): Auditor Choice | Model (2): Audit opinion | |||||||
Chi-square | D.f. | Sig. | Chi-square | D.f. | Sig. | |||
Step 1 | 14.397 | 8 | 0.072 | 14.507 | 8 | 0.069 | ||
Panel C: Nagelkerke R2 square test | ||||||||
Model (1): Auditor Choice | Model (2): Audit opinion | |||||||
−2 Log likelihood | Cox and Snell R2 | Nagelkerke R2 | −2 Log likelihood | Cox and Snell R2 | Nagelkerke R2 | |||
Step 1 | 538.725 | 0.319 | 0.444 | 629.390 | 0.279 | 0.376 | ||
Panel D: Wald test | ||||||||
Variables | Model (1): Auditor Choice | Model (2): Audit opinion | ||||||
B (Wald) | Exp (B) | 95% C.I. for Exp (B) | B (Wald) | Exp (B) | 95% C.I. for Exp (B) | |||
Lower | Upper | Lower | Upper | |||||
Step1 Predicted ESG | 0.555 ** (3.863) | 1.741 | 1.002 | 3.027 | −0.942 *** (9.836) | 0.390 | 0.216 | 0.702 |
FSIZE | 0.642 *** (48.771) | 1.899 | 1.586 | 2.274 | −0.001 (0.000) | 0.999 | 0.855 | 1.168 |
LEVERAGE | 0.202 (0.127) | 1.223 | 0.404 | 3.700 | 0.503 (0.927) | 1.653 | 0.594 | 4.602 |
PROFITABILITY | 0.200 (0.015) | 1.221 | 0.051 | 29.326 | 0.525 (0.129) | 1.691 | 0.096 | 29.644 |
FGROWTH | 0.061 (0.056) | 1.062 | 0.644 | 1.753 | −0.487 ** (4.166) | 0.615 | 0.385 | 0.981 |
LOSS | −0.193 (0.326) | 0.825 | 0.425 | 1.599 | 1.381 *** (21.948) | 3.978 | 2.233 | 7.088 |
FAGE | −1.122 *** (24.906) | 0.326 | 0.210 | 0.506 | 0.456 ** (4.959) | 1.577 | 1.056 | 2.356 |
BSIZE | −0.111 ** (5.162) | 0.895 | 0.812 | 0.985 | −0.036 (0.574) | 0.965 | 0.880 | 1.058 |
BMEETINGS | −0.096 *** (12.270) | 0.908 | 0.861 | 0.959 | 0.095 *** (15.012) | 1.099 | 1.048 | 1.153 |
DUALITY | −0.560 ** (4.876) | 0.571 | 0.347 | 0.939 | 0.204 (0.676) | 1.226 | 0.754 | 1.996 |
BINDEPENDENCE | 2.524 *** (10.717) | 12.473 | 2.753 | 56.510 | −2.588 *** (15.854) | 0.075 | 0.021 | 0.269 |
ACSIZE | 0.069 (0.257) | 1.071 | 0.821 | 1.398 | 0.231 ** (3.861) | 1.260 | 1.001 | 1.586 |
ACMEETINGS | 0.010 (0.029) | 1.010 | 0.901 | 1.133 | 0.160 *** (9.637) | 1.174 | 1.061 | 1.299 |
ACINDEPENDENCE | 3.693 *** (8.151) | 40.145 | 3.182 | 506.489 | −1.217 ** (4.124) | 0.296 | 0.091 | 0.958 |
Constant | −15.409 *** (35.122) | 0.000 | −1.364 (0.507) | 0.256 | ||||
Years Effect | Included | Included | ||||||
Industries Effect | Included | Included | ||||||
Observations | 612 | 612 |
Model (1): Auditor Choice | Model (2): Audit Opinion | |
---|---|---|
ESG | 1.13 *** (4.18) | −1.08 *** (−3.87) |
FSize | 0.60 *** (7.11) | 0.0046 (0.060) |
Leverage | 0.28 (0.46) | 0.51 (1.03) |
Profitability | −0.11 (−0.082) | 0.64 (0.45) |
FGrowth | 0.050 (0.21) | −0.50 ** (−2.17) |
LOSS | −0.15 (−0.48) | 1.37 *** (4.40) |
FAge | −1.00 *** (−4.50) | 0.44 ** (2.12) |
BSIZE | −0.12 *** (−2.69) | −0.036 (−0.80) |
BMEETINGS | −0.092 *** (−3.25) | 0.094 *** (3.88) |
DUALITY | −0.53 ** (−2.04) | 0.230 (0.92) |
BINDEPENDENCE | 2.71 *** (3.63) | −2.59 *** (−4.00) |
ACSIZE | 0.047 (0.37) | 0.230 ** (2.04) |
ACMEETINGS | 0.0027 (0.053) | 0.16 *** (3.34) |
ACINDEPENDENCE | 3.24 *** (3.53) | −1.17 ** (−2.00) |
Constant | −13.0 *** (−6.44) | −0.97 (−0.51) |
Years Effect | Included | Included |
Industries Effect | Included | Included |
N | 594 | 612 |
Pseudo R2 | 0.3075 | 0.2474 |
Panel A: Omnibus Test of Model Coefficients | ||||||||
---|---|---|---|---|---|---|---|---|
Model (1): Auditor Choice | Model (2): Audit Opinion | |||||||
Step 1 | Chi-Square | D.f. | Sig. | Chi-Square | D.f. | Sig. | ||
Step | 249.064 | 18 | 0.000 | 204.980 | 18 | 0.000 | ||
Block | 249.064 | 18 | 0.000 | 204.980 | 18 | 0.000 | ||
Model | 249.064 | 18 | 0.000 | 204.980 | 18 | 0.000 | ||
Panel B: Hosmer–Lemeshow’s goodness-of-fit test | ||||||||
Model (1): Auditor Choice | Model (2): Audit opinion | |||||||
Chi-square | D.f. | Sig. | Chi-square | D.f. | Sig. | |||
Step 1 | 11.073 | 8 | 0.198 | 7.290 | 8 | 0.506 | ||
Panel C: Nagelkerke R2 square test | ||||||||
Model (1): Auditor Choice | Model (2): Audit opinion | |||||||
−2 Log likelihood | Cox and Snell R2 | Nagelkerke R2 | −2 Log likelihood | Cox and Snell R2 | Nagelkerke R2 | |||
Step 1 | 524.366 | 0.334 | 0.466 | 624.980 | 0.285 | 0.383 | ||
Panel D: Wald test | ||||||||
Variables | Model (1): Auditor Choice | Model (2): Audit opinion | ||||||
B (Wald) | Exp (B) | 95% C.I. for Exp (B) | B (Wald) | Exp (B) | 95% C.I. for Exp (B) | |||
Lower | Upper | Lower | Upper | |||||
Step 1 ESG | 0.830 *** (6.858) | 2.292 | 1.232 | 4.265 | −1.483 *** (16.263) | 0.227 | 0.110 | 0.467 |
COVID-19 | −1.634 *** (22.300) | 0.195 | 0.099 | 0.384 | −0.078 (0.107) | 0.925 | 0.580 | 1.476 |
COVID-19*ESG | 1.027 ** (3.612) | 2.793 | 0.968 | 8.054 | 1.055 ** (4.050) | 2.871 | 1.028 | 8.017 |
FSIZE | 0.586 *** (41.363) | 1.797 | 1.503 | 2.148 | −0.019 (0.061) | 0.981 | 0.841 | 1.144 |
LEVERAGE | 0.277 (0.228) | 1.319 | 0.423 | 4.113 | 0.448 (0.741) | 1.566 | 0.564 | 4.348 |
PROFITABILITY | −0.255 (0.026) | 0.775 | 0.035 | 17.348 | 0.198 (0.019) | 1.219 | 0.074 | 20.176 |
FGROWTH | −0.004 (0.000) | 0.996 | 0.607 | 1.633 | −0.510 ** (4.840) | 0.601 | 0.381 | 0.946 |
LOSS | −0.140 (0.168) | 0.869 | 0.445 | 1.699 | 1.342 *** (20.901) | 3.825 | 2.152 | 6.799 |
FAGE | −1.014 *** (20.568) | 0.363 | 0.234 | 0.562 | 0.401 ** (3.922) | 1.493 | 1.004 | 2.220 |
BSIZE | −0.114 ** (5.604) | 0.892 | 0.812 | 0.981 | −0.028 (0.353) | 0.973 | 0.887 | 1.066 |
BMEETINGS | −0.089 *** (10.523) | 0.914 | 0.866 | 0.965 | 0.097 *** (15.360) | 1.101 | 1.049 | 1.156 |
DUALITY | −0.569 ** (4.915) | 0.566 | 0.342 | 0.936 | 0.187 (0.573) | 1.206 | 0.743 | 1.958 |
BINDEPENDENCE | 2.675 *** (11.825) | 14.508 | 3.159 | 66.632 | −2.668 *** (16.678) | 0.069 | 0.019 | 0.250 |
ACSIZE | 0.025 (0.036) | 1.026 | 0.789 | 1.333 | 0.225 * (3.638) | 1.252 | 0.994 | 1.578 |
ACMEETINGS | 0.013 (0.048) | 1.013 | 0.903 | 1.137 | 0.171 *** (10.665) | 1.186 | 1.071 | 1.314 |
ACINDEPENDENCE | 3.215 *** (6.810) | 24.908 | 2.226 | 278.652 | −1.176 ** (3.866) | 0.308 | 0.095 | 0.996 |
Constant | −12.787 *** (28.086) | 0.000 | −0.592 (0.106) | 0.553 | ||||
Years Effect | Not included | Not included | ||||||
Industries Effect | Included | Included | ||||||
Observations | 612 | 612 |
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Diab, A.; Eissa, A.M. ESG Performance, Auditor Choice, and Audit Opinion: Evidence from an Emerging Market. Sustainability 2024, 16, 124. https://doi.org/10.3390/su16010124
Diab A, Eissa AM. ESG Performance, Auditor Choice, and Audit Opinion: Evidence from an Emerging Market. Sustainability. 2024; 16(1):124. https://doi.org/10.3390/su16010124
Chicago/Turabian StyleDiab, Ahmed, and Aref M. Eissa. 2024. "ESG Performance, Auditor Choice, and Audit Opinion: Evidence from an Emerging Market" Sustainability 16, no. 1: 124. https://doi.org/10.3390/su16010124
APA StyleDiab, A., & Eissa, A. M. (2024). ESG Performance, Auditor Choice, and Audit Opinion: Evidence from an Emerging Market. Sustainability, 16(1), 124. https://doi.org/10.3390/su16010124