Main findings
| Period: 2018–2019 | ||||||
|---|---|---|---|---|---|---|
| Panel a1) | ||||||
| Obs | Mean abnormal accruals | St. Dev. | Min | Max | R-squared | Adj R-squared |
| 28,808 | −0.07 | 1.14 | −151.64 | 106.19 | 0.91 | 0.91 |
| Period: 2018–2019 | ||||||
|---|---|---|---|---|---|---|
| Panel a1) | ||||||
| Obs | Mean abnormal accruals | St. Dev. | Min | Max | Adj | |
| 28,808 | −0.07 | 1.14 | −151.64 | 106.19 | 0.91 | 0.91 |
| Panel a2) | ||||
|---|---|---|---|---|
| Coef | Std. Err | t | P>|t| | |
| 1587.40 | 7.83 | 202.61 | 0.00 | |
| −0.004 | 0.0002 | −21.06 | 0.00 | |
| −0.14 | 0.001 | −130.94 | 0.00 | |
| 0.17 | 0.001 | 164.45 | 0.00 | |
| −1.18 | 0.01 | −119.65 | 0.00 | |
| Panel a2) | ||||
|---|---|---|---|---|
| Coef | Std. Err | P>|t| | ||
| 1587.40 | 7.83 | 202.61 | 0.00 | |
| −0.004 | 0.0002 | −21.06 | 0.00 | |
| −0.14 | 0.001 | −130.94 | 0.00 | |
| 0.17 | 0.001 | 164.45 | 0.00 | |
| −1.18 | 0.01 | −119.65 | 0.00 | |
| Period: 2020–2021 | ||||||
|---|---|---|---|---|---|---|
| Panel b1) | ||||||
| Obs | Mean abnormal accruals | St. Dev. | Min | Max | R-squared | Adj R-squared |
| 28,808 | 0.00 | 0.09 | −2.21 | 3.49 | 0.50 | 0.50 |
| Period: 2020–2021 | ||||||
|---|---|---|---|---|---|---|
| Panel b1) | ||||||
| Obs | Mean abnormal accruals | St. Dev. | Min | Max | Adj | |
| 28,808 | 0.00 | 0.09 | −2.21 | 3.49 | 0.50 | 0.50 |
| Panel b2) | ||||
|---|---|---|---|---|
| Coef | Std. Err | t | P>|t| | |
| 101.21 | 12.06 | 8.39 | 0.00 | |
| 0.15 | 0.0007 | 19.35 | 0.00 | |
| −0.07 | 0.002 | −30.59 | 0.00 | |
| 0.12 | 0.001 | 82.13 | 0.00 | |
| −0.84 | 0.01 | −158.33 | 0.00 | |
| Panel b2) | ||||
|---|---|---|---|---|
| Coef | Std. Err | P>|t| | ||
| 101.21 | 12.06 | 8.39 | 0.00 | |
| 0.15 | 0.0007 | 19.35 | 0.00 | |
| −0.07 | 0.002 | −30.59 | 0.00 | |
| 0.12 | 0.001 | 82.13 | 0.00 | |
| −0.84 | 0.01 | −158.33 | 0.00 | |
Note(s): This table summarizes the results of the application of Larcker and Richardson’s (2004) model. The period 2018–2019 was before the introduction of the reform analysed (Panel a). The period 2020–2021 is before the introduction of the reform analysed (Panel b). For each panel, we tabulated the mean value of abnormal accruals (our measure of EM) as well as the regression parameters that allowed us to estimate them
Source(s): Table by authors