# Association between Internet use and adolescent behavioral development: a cross-lagged regression study

**Authors:** Desheng Yan, Lei Qi, Yao Chen, Guangming Li

PMC · DOI: 10.3389/fnbeh.2025.1654194 · Frontiers in Behavioral Neuroscience · 2026-02-05

## TL;DR

This study finds that more internet use among adolescents is linked to fewer positive behaviors and more harmful behaviors over time.

## Contribution

The study uses cross-lagged regression to explore causal links between internet use and adolescent behavioral development.

## Key findings

- Internet use behavior negatively correlates with promotive behavior at both time points.
- Internet use behavior positively correlates with prohibitive behavior at both time points.
- Reducing problematic internet use may foster healthier adolescent behaviors.

## Abstract

Promotive behavior refers to actions that facilitate individuals’ efforts to surmount obstacles and proactively pursue their goals, thereby fostering adaptive functioning and positive development. In contrast, prohibitive behavior refers to harmful or otherwise maladaptive actions that may hinder individuals’ personal growth and developmental outcomes. This study aims to explore the possible causal relationship between Internet use behavior and adolescent behavioral development, including promotive behavior and prohibitive behavior. There were 9,132 students’ data that were analyzed, and cross-lagged regression analysis was used to study causal relationships between two or more variables that change over time. Data were collected at two time points: T1 (2013–2014) and T2 (2014–2015), with an interval of approximately 1 year between the two waves. Results indicated a negative correlation between Internet use behavior and promotive behavior at points-in-time T1 and T2, while a positive relationship was observed between Internet use behavior and prohibitive behavior at both time points. Findings suggest that reducing problematic Internet use among adolescents contributes to the development of healthy behaviors, and active and healthy adolescent behaviors can in turn reduce their problematic Internet use.

## Full-text entities

- **Diseases:** Internet addiction disorder (MESH:D000437), bullying (MESH:D000073397), anxiety (MESH:D001007), Internet addiction (MESH:D019966), behavioral problems (MESH:D001523), aggression (MESH:D010554), executive dysfunction (MESH:D006331), impulsivity (MESH:D007174), depression (MESH:D003866), working memory impairments (MESH:D008569), executive function deficits (MESH:D001289)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12918050/full.md

## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12918050/full.md

## References

38 references — full list in the complete paper: https://tomesphere.com/paper/PMC12918050/full.md

---
Source: https://tomesphere.com/paper/PMC12918050