Summary of study variables
| Variable | Definition | Measure |
|---|---|---|
| Dependent variable | ||
| AEM | Accrual-based earnings management | Discretionary accruals (DA) (Based on the modified Jones model (1995)) |
| REM | Real earnings management | the total of abnormal operating cash flow and abnormal discretionary spending, multiplied by (−1) |
| EM | Total earnings management | AEM + REM |
| Independent variable | ||
| COVID | COVID-19 outbreak | Binary variable taking the value of 1 if the observation is the first or the second half of 2020, otherwise 0 |
| Control variables | ||
| ROA | The ratio of return on assets | Net income per Total assets |
| MTB | The ratio of market-to-book | Market capitalization per net book value |
| LEV | The ratio of financial leverage | Total debt per total assets |
| AUD | Audit quality | A binary variable taking the value of 1 if the firm is audited by a big-4 firm, otherwise 0 |
| BLOC | Ownership concentration | 5% or more of capital held by blockholders per total capital |
| SIZE | Firm size | Natural logarithm of total assets |
| Variable | Definition | Measure |
|---|---|---|
| AEM | Accrual-based earnings management | Discretionary accruals (DA) |
| REM | Real earnings management | the total of abnormal operating cash flow and abnormal discretionary spending, multiplied by (−1) |
| EM | Total earnings management | AEM + REM |
| COVID | COVID-19 outbreak | Binary variable taking the value of 1 if the observation is the first or the second half of 2020, otherwise 0 |
| ROA | The ratio of return on assets | Net income per Total assets |
| MTB | The ratio of market-to-book | Market capitalization per net book value |
| LEV | The ratio of financial leverage | Total debt per total assets |
| AUD | Audit quality | A binary variable taking the value of 1 if the firm is audited by a big-4 firm, otherwise 0 |
| BLOC | Ownership concentration | 5% or more of capital held by blockholders per total capital |
| SIZE | Firm size | Natural logarithm of total assets |
Source(s): Authors own work
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