Table 2

Speed of adjustment before and within pandemic

Panel A. Main results
VariableFull samplePreCOVIDCOVIDFull samplePreCOVIDCOVID
(1)(2)(3)(4)(5)(6)
ΔBook levΔBook levΔBook levΔMarket levΔMarket levΔMarket lev
Book Dev0.052***0.037***0.072***   
(0.002)(0.005)(0.005)   
Market Dev   0.092***0.168***0.121***
   (0.002)(0.008)(0.006)
Constant−0.007***0.004***−0.021***−0.024***−0.027***−0.053***
(0.000)(0.001)(0.001)(0.001)(0.002)(0.002)
Observations45,21312,59711,25945,21312,59711,259
R-squared0.1210.2250.2080.2010.3180.301
Firm FEYesYesYesYesYesYes
Qtr FEYesYesYesYesYesYes
Panel B. Speed of adjustment before and within the pandemic without zero-leverage firms
VariablePreCOVIDCOVIDPreCOVIDCOVID
ΔBook levΔBook levΔMarket levΔMarket lev
Book Dev0.035***0.072***  
(0.005)(0.005)  
Market Dev  0.195***0.124***
  (0.008)(0.006)
Constant0.006***−0.022***−0.034***−0.054***
(0.001)(0.001)(0.003)(0.002)
Observations12,03311,14612,03311,146
R-squared0.2270.2080.3290.302
Firm FEYesYesYesYes
Qtr FEYesYesYesYes
Panel C. Excluding healthcare firms
VariablesPreCOVIDCOVIDPreCOVIDCOVID
(1)(2)(3)(4)
ΔBook levΔBook levΔMarket levΔMarket lev
Book Dev0.040***0.070***  
(0.005)(0.005)  
Market Dev  0.164***0.124***
  (0.008)(0.006)
Constant0.003**−0.023***−0.027***−0.054***
(0.001)(0.001)(0.002)(0.002)
Observations12,20410,88512,20410,885
R-squared0.2280.2090.3210.300
Firm FEYesYesYesYes
Qtr FEYesYesYesYes
Panel D. Distress firms (No dividend payout)
VariablesPreCOVIDCOVIDPreCOVIDCOVID
(1)(2)(3)(4)
ΔBook levΔBook levΔMarket levΔMarket lev
Book Dev0.120***0.135***  
(0.021)(0.022)  
Market Dev  0.295***0.354***
  (0.028)(0.039)
Constant−0.0010.021***−0.091***−0.044***
(0.003)(0.004)(0.006)(0.008)
Observations722725722725
R-squared0.3790.3300.3700.437
Firm FEYesYesYesYes
Qtr FEYesYesYesYes

Note(s): Table 2 Panel A reports the baseline regression. Panel B reports evidence using the baseline regression without zero-leveraged firms. Panel C and D report the findings excluding healthcare firms and for distressed firms respectively. Book Dev is defined as the book target ratio minus the book leverage ratio from the previous quarter. Similarly, Market Dev is defined as the market target ratio minus the market leverage from the previous quarter. The target ratio is estimated from Eq. (3). PreCOVID and COVID samples range between 2018Q3-2020Q1 and 2020Q2-2021Q4 respectively. Robust standard errors are presented in parentheses. ***p < 0.01, **p < 0.05, *p < 0.1 signifies significance at 1%, 5%, and 10% respectively

LevRi,tLevRi,t1=DebttATQtDebtt1ATQt1=λ(LevRi,t*LevRi,t1)+ϵi,t

LevRi,tLevRi,t1=λ(LevRi,t*LevRi,t1)+ϵi,t

Source(s): Table by authors

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