Causal search algorithms have been effectively applied in different fields including biology, genetics, climate science, medicine, and neuroscience. However, there have been scant applications of these methods in social and behavioral sciences. This article provides an illustrative example of how causal search algorithms can shed light on…

Prior research has documented associations between hours in child care and children's externalizing behavior. A series of longitudinal analyses were conducted to address 5 propositions, each testing the hypothesis that child care hours causes externalizing behavior. Data from the National Institute of Child Health and Human Development Early Child…

Background: Recent studies suggest that the association between maternal age at childbearing (MAC) and children's disruptive behaviors is the result of family factors that are confounded with both variables, rather than a casual effect of environmental factors specifically related to MAC. These studies, however, relied on restricted samples and…

Few studies have examined the longitudinal impact that systems of care (SOCs) have on the clinical functioning of young people. This study investigated patterns of clinical improvement over time in an SOC and explored the degree to which demographic characteristics and referral source affected those patterns. Data were gathered at the time of…

An analytical approach was employed to compare sensitivity of causal effect estimates with different assumptions on treatment noncompliance and non-response behaviors. The core of this approach is to fully clarify bias mechanisms of considered models and to connect these models based on common parameters. Focusing on intention-to-treat analysis,…

Adolescence is a time where individuals face a myriad of physical, cognitive, psychological, and social changes, presenting a time of stress and ambiguity. Experiencing stressful life events during this time introduces yet another challenge for the adolescent to address. The present study tested a reciprocal causation hypothesis. From this…