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Updated: May 30, 2026

Measuring the Functional Abilities of Children Aged 3-6 Years Old with Observational Methods and Computer Tools
Published on: June 20, 2020
Identifying and predicting problem behavior trajectories among pre-school children investigated for child abuse and
Kristen Woodruff1, Bethany Lee
1University of Maryland, Baltimore, MD 21201, USA.
Insights
Preschoolers in child welfare often show externalizing behaviors. This study identified four behavior paths over six years, with early internalizing problems and maltreatment predicting persistent issues.
Area of Science:
- Child Psychology
- Developmental Psychology
- Behavioral Science
Background:
- Children in child welfare services are at elevated risk for behavioral issues.
- Understanding developmental trajectories of externalizing behaviors is crucial for early intervention.
Purpose of the Study:
- To identify distinct externalizing behavior pathways in preschoolers within the child welfare system over a six-year period.
- To determine early predictors associated with membership in normative versus problematic behavioral trajectories.
Main Methods:
- Utilized data from the National Study of Child and Adolescent Well-being (NSCAW).
- Employed Latent Class Growth Analysis (LCGA) on a sample of 246 four-year-olds.
- Examined early predictors (age 4) of trajectory group membership.
Main Results:
- Identified four distinct 6-year externalizing behavior trajectories.
- 61% followed a low/normal trajectory; 12% showed persistent high problems.
- 23% improved, while 4% worsened; early internalizing problems, attention issues, ethnicity, and maltreatment type predicted group membership.
Conclusions:
- Early internalizing behavior problems and maltreatment type can differentiate children at risk for persistent or worsening externalizing behaviors.
- Early identification and intervention for externalizing behavior problems are vital to prevent long-term negative outcomes.
Objective:
Young children involved with child welfare services are at high risk for behavior problems. This study aims to identify externalizing behavior paths that preschoolers in this high-risk population follow over a 6 year period, and the predictors of membership in normative and problematic pathways.
Methods:
Using data from the National Study of Child and Adolescent Well-being (NSCAW), the sample included 246 4-year-olds who remained home after investigation. Latent class growth analysis (LCGA) was used to estimate the number, size, and shape of subgroups of preschoolers following distinct behavioral pathways. Early predictors of membership in the resulting groups were then examined.
Results:
Four groups of preschool children following distinct behavior trajectories over 6 years were identified. Weighted results show that more than half (61%) of the children followed a low/normal problem behavior trajectory while just over one tenth (12%) were on a persistent high trajectory, remaining in the clinical range throughout the study. Improving (23%) and worsening (4%) problem behavior groups were also identified. Internalizing problems, attention problems, child ethnicity, and maltreatment type reported at age 4 predicted membership in the trajectory groups.
Conclusions:
Internalizing behavior problems and maltreatment type may distinguish preschool children who are more likely to experience worsening or persistent problematic externalizing behaviors from those likely to follow a normal behavior trajectory.
Practice Implications:
Identifying early indicators of externalizing behavior problems and addressing them with evidence-based interventions to reduce negative behaviors may avert long-term negative outcomes.
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