Researchers collected survey data at approximately six-month intervals, making the investigation an observational longitudinal study rather than an experiment or clinical trial. The analysis used three separate traditional cross-lagged panel models to examine prospective associations among perceived school climate, school belonging, social avoidance, psychological resilience and psychological distress. All 1,016 students who provided valid data at all three waves were included in the primary analyses.

The study also included measurement-validity checks, common-method diagnostics, theoretically informed sensitivity analyses, exploratory cascade models and random-intercept cross-lagged panel model robustness checks. The 14-item Social Avoidance subscale was used as the primary measure of social withdrawal. These additional analyses were intended to assess whether the focal constructs were distinct and to test the robustness of the main statistical patterns.

Measurement analyses supported the empirical distinctiveness of the focal constructs. All 30 mixed-indicator heterotrait–monotrait ratio estimates were below the 0.85 threshold used to assess construct overlap, ranging from 0.307 to 0.674. In the selected traditional cross-lagged panel models, perceived school climate showed a statistically significant indirect association with Time 3 psychological distress through Time 2 school belonging, with an estimated coefficient of B = −0.116 and a 95% confidence interval of −0.141 to −0.090.

The corresponding indirect association through Time 2 social avoidance was B = −0.077, with a 95% confidence interval of −0.092 to −0.063. The indirect association through Time 2 psychological resilience was B = −0.092, with a 95% confidence interval of −0.108 to −0.077. Researchers also observed direct and reciprocal prospective associations among the measured variables.

The findings therefore were not limited to a single sequence from school climate to distress. Nevertheless, the results should not be described as demonstrating that an individual student’s school-climate perceptions changed in a way that subsequently reduced that student’s distress. The traditional cross-lagged panel approach cannot automatically distinguish changes within individuals from stable differences between them.

Random-intercept cross-lagged panel models, designed to separate stable between-student differences from within-person associations, did not yield admissible solutions. The authors stated that the traditional estimates may partly reflect stable differences among students who consistently reported different levels of perceived school climate, the candidate variables and psychological distress. The failed robustness models consequently prevented a clean separation of those two sources of variation.

The design also limits what can be inferred about causation and relative importance. It was an observational study, and the primary analyses evaluated the three candidate correlates in separate models rather than establishing that one was a causal mechanism or that it mattered more than the others. Exploratory cascade analyses did not remove those limitations.

Although the study reports a consistent prospective pattern linking favorable school-climate perceptions with relational, behavioral and adaptive-resource correlates of adolescent distress, the evidence should be understood as associational rather than causal. For adolescents, the results connect students’ perceptions of their school environment with several factors that were prospectively related to later psychological distress: a sense of belonging, avoidance of social interaction and psychological resilience. The results do not show that improving any one of these factors would necessarily reduce distress, nor do they identify an intervention target.

Instead, they provide a longitudinal account of how school-climate perceptions and related adolescent experiences were linked across three survey waves, while highlighting the need for analyses that can more clearly distinguish stable differences between students from within-person development.

Subject of Research: Longitudinal associations among perceived school climate and psychological distress in Chinese adolescents

Article Title: Prospective associations between perceived school climate and psychological distress among Chinese adolescents: a three-wave longitudinal study of school belonging, social avoidance, and psychological resilience

Article References: Chen, W., Wang, C., Huang, Z., Xu, Y., & Bai, J. (2026). Prospective associations between perceived school climate and psychological distress among Chinese adolescents: a three-wave longitudinal study of school belonging, social avoidance, and psychological resilience. BMC Public Health. https://doi.org/10.1186/s12889-026-29156-5

Image Credits: AI Generated

DOI: 10.1186/s12889-026-29156-5

Keywords: school climate, adolescent mental health, psychological distress, school belonging, social avoidance, psychological resilience, Chinese adolescents, longitudinal study, cross-lagged panel models, Prospective, associations, between