Table 8

Ownership structure and real earnings management (Alternative measurements of REM)

VariablesDirect effectsModerating effects
Fixed effectSystem GMMFixed effectSystem GMM
REM1REM2REM1REM2REM1REM2REM1REM2
REMikt−1  0.034*** (4.221)0.014*** (3.244)  0.027*** (5.902)0.015*** (3.062)
OWNCON−0.041*** (−5.433)−0.031*** (−3.631)−0.013*** (−5.532)−0.020*** (−4.231)−0.062*** (−3.115)−0.032*** (−4.212)−0.002** (−2.185)−0.023*** (−5.311)
MANOWN−0.017** (−2.022)−0.021** (−2.213)−0.007* (−1.522)−0.027** (−2.022)−0.015** (−2.315)−0.047* (−1.793)−0.089* (−1.893)−0.043*** (−5.961)
FOROWN−0.032 (−1.012)−0.002 (−1.031)−0.022 (−1.203)−0.001 (−1.081)−0.022 (−1.001)−0.082** (−2.581))−0.084 (−1.091)−0.025 (−1.358)
INSOWN−0.052 (−1.211)−0.022 (−1.071)−0.031 (−1.004)−0.031 (−1.321)−0.042 (−1.221)−0.028 (−1.301)−0.019 (−1.024)−0.042 (−1.235)
BDIV    −0.123*** (−3.015)−0.112*** (−4.415)−0.112*** (−3.115)−0.034*** (−5.143)
OWNCON × BDIV    −0.122*** (−4.315)−0.145** (−2.091)−0.102*** (−3.220)−0.162** (−2.042)
MANOWN × BDIV    −0.192** (−2.403)−0.131* (−1.754)−0.084* (−1.801)−0.092* (−1.703)
FOROWN × BDIV    −0.077 (−1.237)−0.081 (−1.092)−0.033 (−1.097)−0.027 (−1.051)
INSOWN × BDIV    −0.058 (−0.029)−0.044* (−1.681)−0.038 (−1.009)−0.071 (−1.024)
FSIZE0.011*** (4.436)0.025*** (5.186)0.001** (2.234)0.031** (2.656)0.045*** (4.221)0.033** (2.211)0.042** (2.281)0.048*** (3.581)
ROA−0.043*** (−4.636)−0.021*** (−3.802)−0.001* (−1.783)−0.031** (−2.331)−0.035*** (−3.314)−0.057*** (−4.124)−0.087 (−1.057)−0.103 (−1.214)
LEV0.521** (2.441)0.626** (2.452)0.032 (1.024)0.028* (1.866)0.023* (1.871)0.521** (2.591)0.041** (2.424)0.432** (2.532)
FAGE0.029* (1.831)0.029** (2.204)0.022 (1.133)0.008 (1.071)0.053* (1.034)0.095** (2.434)0.028 (1.034)0.019 (1.054)
YDMYesYesYesYesYesYesYesYes
CDMYesYesYesYesYesYesYesYes
Constant−0.124*** (−3.232)−0.138*** (−3.006)−0.131*** (−4.196)−0.153*** (−3.623)−0.115*** (−4.531)−0.151*** (−5.038)−0.126*** (−5.234)−0.153*** (−4.033)
R20.3810.452  0.4210.324  
F-statistic58.383***54.125**63.002***53.721***49.719**51.221**55.291**59.201***
Chow test (p-value)0.0020.001  0.0000.000  
Breusch-Pagan LM test (p-value)0.0000.000  0.0000.000  
Hausman F/R test (p-value)0.0030.005  0.0070.019  
Durbin-Wu-Hausman test for endogeneity (p-value)  0.0000.000  0.0000.000
Hansen J-statistic (p-value)  0.3210.432  0.3820.431
AR(1) p-value  0.0120.042  0.0540.035
AR(2) p-value  0.3210.442  0.4450.383
No. of observations346346346346346346346346

Note(s): Asterisks denotes significance level at 10% (*), 5% (**) and 1% (***). The numbers in parenthesis indicate t-statistics. In this study, we used the two-step system GMM as our baseline model. We conduct the Durbin-Wu-Hausman test for the endogeneity test of all regressors as a group. Endogeneity testing via Durbin-Wu-Hausman implies a rejection of the null hypothesis that the regressors are exogeneous; hence the system GMM necessarily be used. In addition, Hansen’s J-statistic results show that we cannot reject the null hypothesis that the instrumental variables used in the system GMM model are valid, which supports the validity of over-identifying restrictions and the arguments for using the system GMM. The F-statistic value is significant, indicating that the model has predictive power. AR(1) shows the presence of first-order autocorrelation of residuals, whereas AR(2) indicates that there is no second-order autocorrelation. The p-values of both Chow and Breusch-Pagan LM tests indicate that either fixed-effect or random-effect regression procedures should be used, based on the results. The Hausman fixed, or random (F/R) test findings confirm that the fixed effect is the optimal approach. Year dummies and country dummies are unreported

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