Related Experiment Video
Updated: Oct 29, 2025

Rapid Fractionation and Isolation of Whole Blood Components in Samples Obtained from a Community-based Setting
Published on: November 30, 2015
Exploring Clusters of Risk and Association With Child Maltreatment in North Carolina Counties
Gracelyn Cruden1, C Hendricks Brown2, Paul Lanier3
1Early career scientist, Oregon Social Learning Center, Eugene, Oregon. gracelync@oslc.org.
Background:
Decision makers face challenges in estimating local risk for child maltreatment and how best to prioritize which factors to intervene upon.
Methods:
Using US Census and survey data for all US counties (N = 3141), we derived US county profiles characterized by the severity of child maltreatment risk factors observed at the county level, such as parental health, health care access, and economic distress. We estimated how five child maltreatment outcomes would vary across the profiles for North Carolina counties (n = 100): total maltreatment reports (including unsubstantiated and substantiated), substantiated neglect, substantiated abuse, whether services were received, and reported child's race/ethnicity.
Results:
We derived three profiles of county-level child maltreatment risk: high, moderate, and low risk, denoting that predicted risk factors means within profiles were all high, moderate, or low levels compared to counties in other profiles. One risk factor did not follow this pattern: the drug overdose death rate. It was highest in the moderate-risk profile instead of the high-risk profile, as would have been consistent with other factor levels. Moderate-risk counties had the highest predicted rate of child maltreatment reports, with over 20 more reports per 10,000 residents compared to low-risk counties (95% CI, 1.38, 38.86).
Limitations:
We included only factors for which aggregate, county-level estimates were available, thus limiting inclusion of all relevant factors.
Conclusions:
Results suggest the need for increased family-based services and interventions that reduce risk factors such as economic distress and drug overdose deaths. We discuss the implications for tailoring county efforts to prevent child maltreatment.
More Related Videos
Related Concept Videos
Relative Risk
Attachment
Chi-square Analysis
The chi-square test was developed by Pearson in 1990.
The first step of performing a Chi-square analysis is to establish a null hypothesis, which assumes that there is no real...
Theory of Romantic Attachment in Adulthood
Relationship with Parents: Attachment
Bias in Epidemiological Studies

