Table 4

Effect of layoffs on fertility by business cycle

Model C: LPMModel D: IPWModel E: Double IPW
Year After LayoffTreated in DownturnTreated in UpturnTreated in DownturnTreated in UpturnTreated in DownturnTreated in Upturn
−0.020* −0.014 −0.020* −0.013 −0.019* −0.019* 
(0.009) (0.009) (0.009) (0.010) (0.009) (0.010) 
−0.027* 0.003 −0.027* 0.003 −0.027* −0.005 
(0.012) (0.015) (0.012) (0.015) (0.012) (0.016) 
−0.033* 0.014 −0.032* 0.013 −0.032* 0.008 
(0.014) (0.019) (0.014) (0.018) (0.014) (0.022) 
−0.033* 0.024 −0.032* 0.021 −0.032* 0.032 
(0.015) (0.022) (0.016) (0.023) (0.016) (0.031) 
−0.033* 0.012 −0.032 0.010 −0.035* 0.009 
(0.017) (0.023) (0.018) (0.023) (0.018) (0.031) 
Model C: LPMModel D: IPWModel E: Double IPW
Year After LayoffTreated in DownturnTreated in UpturnTreated in DownturnTreated in UpturnTreated in DownturnTreated in Upturn
−0.020* −0.014 −0.020* −0.013 −0.019* −0.019* 
(0.009) (0.009) (0.009) (0.010) (0.009) (0.010) 
−0.027* 0.003 −0.027* 0.003 −0.027* −0.005 
(0.012) (0.015) (0.012) (0.015) (0.012) (0.016) 
−0.033* 0.014 −0.032* 0.013 −0.032* 0.008 
(0.014) (0.019) (0.014) (0.018) (0.014) (0.022) 
−0.033* 0.024 −0.032* 0.021 −0.032* 0.032 
(0.015) (0.022) (0.016) (0.023) (0.016) (0.031) 
−0.033* 0.012 −0.032 0.010 −0.035* 0.009 
(0.017) (0.023) (0.018) (0.023) (0.018) (0.031) 

Notes: Dependent variable is cumulated first-birth probability. Model C: OLS regression of linear probability model for the pooled sample including interaction terms. The full model for year 1 after the layoff is reported in Table S6 in Online Resource 1; Model D: Inverse probability weighting (IPW) estimation for separate samples (upturn/downturn); Model E: Double IPW estimation for separate samples (upturn/downturn). In the double IPW, we cannot control for time trends because, by definition, the upturn and the downturn take place at different times. Therefore, the point estimates differ slightly from those reported in Model D. For the IPW estimators, the standard errors are bootstrapped (500 replications). See Table 3 for number of observations.

p ≤ .10; *p ≤ .05

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