Table 7

Addressing selection bias using entropy balancing

Treatment (overconfidence CEO = 1)Control (rational CEO = 0)
MeanVarianceSkewnessMeanVarianceSkewness
Panel A: pre-balancing first, second and third moments of control variables
CEOTen4.37413.5401.0842.9208.3572.246
CEOFinExpt0.0700.0663.3490.1800.1491.666
BInd0.7130.036−0.3330.5980.029−0.654
BFinExpt0.1610.0200.7910.1920.0190.415
InstOwn0.6630.035−0.8150.7110.042−1.520
Size14.6402.7670.64115.0701.7680.677
ROA0.1830.0260.0310.1700.0200.622
Accruals0.0370.0353.6640.0850.0310.710
Loss0.1110.0992.4750.0400.0384.695
SalesG0.4400.2951.6940.3310.1742.017
MTB4.69810.2700.8434.3619.1141.154
LnAge3.6060.126−0.4613.7250.134−0.821
ForeignS0.6760.221−0.7550.8900.098−2.493
Segment0.3430.2270.6590.5000.2520.000
Panel B: post-balancing first, second and third moments of control variables
CEOTen4.37413.5401.0842.9508.2502.200
CEOFinExpt0.0700.0663.3490.1800.1451.600
BInd0.7130.036−0.3330.6000.028−0.620
BFinExpt0.1610.0200.7910.1900.0180.400
InstOwn0.6630.035−0.8150.7100.041−1.450
Size14.6402.7670.64115.0501.7500.650
ROA0.1830.0260.0310.1700.0200.600
Accruals0.0370.0353.6640.0850.0300.700
Loss0.1110.0992.4750.0400.0374.650
SalesG0.4400.2951.6940.3300.1702.000
MTB4.69810.2700.8434.3609.1001.150
LnAge3.6060.126−0.4613.7200.133−0.800
ForeignS0.6760.221−0.7550.8900.095−2.450
Segment0.3430.2270.6590.5010.2500.011
Panel C. Models with entropy balancing weights
VariablesComplexity1Complexity2Complexity3
Coeft-statCoeft-statCoeft-stat
CEOOC0.342***3.6240.294***3.7540.437***3.275
InterceptYesYesYes
ControlsYesYesYes
YEAR_FEYesYesYes
IND_FEYesYesYes
Adj_R20.2130.2240.178
F3.121***3.324***3.106***
Observations1,4451,4451,445

Note(s): Statistical significance is denoted by *p < 0.10, **p < 0.05, ***p < 0.01. Variables are as defined in  Appendix 2

Source(s): Author’s own creation

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