Analytic Strategy Sample Clauses

Analytic Strategy. We consider the following: (1) the association between recent paternal incarceration and fathers’ parenting; (2) the association between recent paternal incarceration and mothers’ parenting; (3) the mechanisms underlying the association between recent paternal incarceration and fathers’ parenting; and (4) the association between recent paternal incarceration and mothers’ repartnering. Recent paternal incarceration and fathers’ parenting. In the first analytic stage, we use three methods, each which provides useful and distinct information, to estimate fathers’ parenting as a function of recent paternal incarceration: (1) ordinary least squared (OLS) regression models with covariate adjustment; (2) fixed-effect models; and (3) propensity score models. Because residential and nonresidential fathers parent across vastly different contexts and we expect any consequences of incarceration to be most pronounced for residential fathers, we present analyses separately by pre-incarceration residential status (residential status at the three- year survey). Theoretically, pre-incarceration residential status is not affected by recent paternal incarceration. The OLS models estimating fathers’ parenting are an important first step because they provide a baseline estimate of how paternal incarceration is associated with parenting after adjusting for observed differences between individuals. Model 1 adjusts for a wide array of control variables that precede recent incarceration, including prior incarceration. Model 2 includes these controls and also adjusts for a lagged dependent variable. Model 3 is restricted to fathers who reported prior incarceration. By examining only those who experienced prior incarceration, we diminish unobserved heterogeneity and strengthen causal inference. Note that limiting the sample to previously incarcerated men necessitates estimating the link between an additional incarceration and parenting. These and all models include city fixed-effects. Then, we take two additional steps to diminish unobserved and observed heterogeneity. In Model 4, we present fixed-effects models that estimate how entry into recent incarceration (n = 97 for residential fathers, n = 246 for nonresidential fathers) is associated with changes in fathers’ parenting between the three- and five-year surveys, net of unobserved stable characteristics and observed time-varying characteristics. By examining within-person changes, we account for the possibility that some indivi...
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Analytic Strategy 

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