OLS regression models of AC and earnings forecast error
| M1 | M2 | M3 | M4 | |||||
|---|---|---|---|---|---|---|---|---|
| Bias | Accuracy | Bias | Accuracy | Bias | Accuracy | Bias | Accuracy | |
| Intercept | **52.20a | ***51.13a | ***46.99a | ***46.11a | ***53.67b | ***54.42b | 35.56 | **51.39b |
| AUDITCOM | ***−25.92a | ***−26.74b | **−28.26a | *−26.69b | *−18.13c | *−20.45 | **−22.59b | **−21.60b |
| LNSIZE | 0.97 | −2.15 | ||||||
| LNAGE | **−10.26b | *−7.10c | **−10.23b | *−8.13c | **−10.53b | *−7.44 | ||
| LNDEBT | **−52.43b | ***−53.82b | **−51.65b | ***−51.16b | **−53.45b | ***−55.50a | **−50.22b | **−51.53b |
| Auditor | ***−34.44b | **−24.07b | **−36.87b | **−23.12b | ***−39.64a | **−27.19b | ***−32.60a | *−20.93b |
| Executives | −0.03 | 0.07 | ||||||
| Property | 20.38 | 17.77 | ||||||
| Management | *−25.65 | *−23.46 | ||||||
| PPP | −5.61 | −0.05 | ||||||
| Standard | 35.56 | 0.44 | ||||||
| N | 55 | 55 | 55 | 55 | 55 | 55 | 55 | 55 |
| Adjusted R2 | 0.188 | 0.149 | 0.236 | 0.169 | 0.209 | 0.189 | 0.128 | 0.120 |
| F-test statistic | **2.44 | **2.30 | **2.53 | *1.94 | **2.52 | *2.07 | *2.10 | *2.06 |
| VIF | [1.02–1.28] | [1.02–1.28] | [1.02–1.28] | [1.02–1.28] | [1.04–1.23] | [1.04–1.23] | [1.09–1.21] | [1.09–1.21] |
| M1 | M2 | M3 | M4 | |||||
|---|---|---|---|---|---|---|---|---|
| Bias | Accuracy | Bias | Accuracy | Bias | Accuracy | Bias | Accuracy | |
| Intercept | **52.20a | ***51.13a | ***46.99a | ***46.11a | ***53.67b | ***54.42b | 35.56 | **51.39b |
| AUDITCOM | ***−25.92a | ***−26.74b | **−28.26a | *−26.69b | *−18.13c | *−20.45 | **−22.59b | **−21.60b |
| LNSIZE | 0.97 | −2.15 | ||||||
| LNAGE | **−10.26b | *−7.10c | **−10.23b | *−8.13c | **−10.53b | *−7.44 | ||
| LNDEBT | **−52.43b | ***−53.82b | **−51.65b | ***−51.16b | **−53.45b | ***−55.50a | **−50.22b | **−51.53b |
| Auditor | ***−34.44b | **−24.07b | **−36.87b | **−23.12b | ***−39.64a | **−27.19b | ***−32.60a | *−20.93b |
| Executives | −0.03 | 0.07 | ||||||
| Property | 20.38 | 17.77 | ||||||
| Management | *−25.65 | *−23.46 | ||||||
| PPP | −5.61 | −0.05 | ||||||
| Standard | 35.56 | 0.44 | ||||||
| 55 | 55 | 55 | 55 | 55 | 55 | 55 | 55 | |
| Adjusted | 0.188 | 0.149 | 0.236 | 0.169 | 0.209 | 0.189 | 0.128 | 0.120 |
| **2.44 | **2.30 | **2.53 | *1.94 | **2.52 | *2.07 | *2.10 | *2.06 | |
| VIF | [1.02–1.28] | [1.02–1.28] | [1.02–1.28] | [1.02–1.28] | [1.04–1.23] | [1.04–1.23] | [1.09–1.21] | [1.09–1.21] |
Note(s): Multiple linear regression models estimated by cross-sectional OLS. Dependent variable is the Earnings Forecast Error (ERROR). Bias regressions use the signed EFE as dependent variable. Accuracy regressions use the absolute value of EFE as dependent variable. Heteroscedasticity has been corrected using White’s methodology
The variables are described in Table A1
VIF: Variance Inflation Factor. Maximum-minimum values are reported
***, **, * significant at the 1%, 5 and 10% levels, respectively
a, b, c significant at the 1%, 5 and 10% levels, respectively, using the bootstrap methodology
Source(s): Table by authors
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