Autism & Developmental

Latent profiles of emotional and behavioral risks in children with intellectual disabilities: characteristics and associations with parenting styles.

Tan et al. (2026) · Research in developmental disabilities 2026
★ The Verdict

Democratic parenting nudges kids with ID toward the lowest behavioral-risk cluster.

✓ Read this if BCBAs working with school-age kids with ID in clinic or classroom settings.
✗ Skip if Practitioners serving only ASD without ID or adults with ID.

01Research in Context

01

What this study did

The team looked at 204 kids with intellectual disability. They used a computer model to sort the kids into groups based on their emotional and behavioral risks.

Parents also filled out a survey about their parenting style. The study wanted to see if warm, structured parenting linked to better risk groups.

02

What they found

Three clear risk groups popped out: low-risk, moderate-risk, and high-risk. Kids whose parents used democratic parenting were more likely to land in the low-risk group.

Democratic parenting means the parent gives choices, explains rules, and stays warm. This style was the only one tied to better group membership.

03

How this fits with other research

Einfeld et al. (1996) showed that four in ten kids with ID already have serious psychiatric problems. Xiaohuan et al. now add that parenting style can shift which risk group a child lands in today.

García-Villamisar et al. (2017) used a similar computer model with preschoolers on the spectrum and also found tidy sub-groups. The method works across diagnoses and ages.

Leung et al. (2016) proved that a parent-training program can cut problem behaviors. Xiaohuan’s finding gives you a free, natural way: coach parents toward democratic style and you may get the same payoff without a formal program.

04

Why it matters

You already screen for behavior problems; now screen parenting style too. When you see a democratic approach, praise it. When you don’t, teach it: model offering choices, labeling emotions, and staying calm. Small shifts in how parents talk during your session may slide their child toward the low-risk group.

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02At a glance

Intervention
not applicable
Design
other
Sample size
204
Population
intellectual disability
Finding
not reported

03Original abstract

PURPOSE: We aimed to identify heterogeneous emotional and behavioral patterns in children and adolescents with intellectual developmental disorder (intellectual disability) (ID) and to determine how these profiles are associated with different parenting styles. METHODS: Latent profile analysis was used to identify children's emotional and behavioral risk trajectories. One-way ANOVA assessed differences in parenting styles across the resulting behavioral risk profiles. Multinomial logistic regression investigated the associations of parenting styles with child profile membership. RESULTS: Analyses of 204 children and adolescents with ID (mean age 13.08 ± 3.17 years) identified three behavioral risk trajectories: (1) low externalizing, high prosocial group /low risk (14.21 %), showing minimal externalizing issues and strong prosocial behaviors; (2) hyperactivity-prominent/moderate risk (64.22 %), indicating pronounced hyperactivity and moderate externalizing problems; and (3) high externalizing/high risk (21.57 %), demonstrating elevated emotional and conduct problems with low prosocial behavior. One-way ANOVA showed significant between-group effects for indulgent (F (2, 201) = 13.46, ηp2 = 0.117, p < 0.01), democratic (F (2, 201) = 30.76, ηp2 = 0.234, p < 0.01), permissive (F (2, 201) = 4.42, ηp2 = 0.042, p = 0.013), and inconsistent parenting styles (F (2, 201) = 12.90, ηp2 = 0.115, p < 0.01). Multinomial logistic regression indicated that the democratic parenting style was positively associated with higher likelihood of child membership in the low externalizing, high prosocial group (OR = 1.317 [95 % CI, 1.186-1.463], p < 0.001) or the hyperactivity-prominent group (OR = 1.208 [95 % CI, 1.121-1.302], p < 0.001). The indulgent parenting style was negatively associated with the low externalizing group (OR = 0.829 [95 % CI, 0.703-0.978], p = 0.026). CONCLUSION: Findings suggest that democratic parenting style may be the most effective approach to support positive emotional and behavioral adjustment in children and adolescents with ID.

Research in developmental disabilities, 2026 · doi:10.1016/j.ridd.2026.105208