Table 2

Summary of study variables

VariableDefinitionMeasure
Dependent variable
AEMAccrual-based earnings managementDiscretionary accruals (DA)
(Based on the modified Jones model (1995))
REMReal earnings managementthe total of abnormal operating cash flow and abnormal discretionary spending, multiplied by (−1)
EMTotal earnings managementAEM + REM
Independent variable
COVIDCOVID-19 outbreakBinary variable taking the value of 1 if the observation is the first or the second half of 2020, otherwise 0
Control variables
ROAThe ratio of return on assetsNet income per Total assets
MTBThe ratio of market-to-bookMarket capitalization per net book value
LEVThe ratio of financial leverageTotal debt per total assets
AUDAudit qualityA binary variable taking the value of 1 if the firm is audited by a big-4 firm, otherwise 0
BLOCOwnership concentration5% or more of capital held by blockholders per total capital
SIZEFirm sizeNatural logarithm of total assets

Source(s): Authors own work

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