Longitudinal Associations Between Problematic Internet Use and Future Time Perspective Among Adolescents: A Two-Wave Cross-Lagged Study

Previous studies have identified associations between problematic Internet use (PIU) and future time perspective (FTP), but their temporal ordering remains unclear. This study examined longitudinal associations between PIU and three FTP dimensions—future-positive, future-negative, and task orientation—among Chinese adolescents. The analytic sample comprised 802 senior high school students (Mage = 15.72 years, SD = 0.89; 57.0% female) who completed measures of PIU and FTP twice at a six-month interval. An observed-variable cross-lagged panel model was estimated while accounting for autoregressive stability, prospective associations among FTP dimensions, and effects of gender, age, and baseline self-reported academic standing. At both waves, PIU was negatively correlated with future-positive and positively correlated with future-negative and task orientation. Higher PIU at Time 1 was prospectively associated with lower future-positive and higher future-negative at Time 2. In the reverse direction, higher task orientation at Time 1 was prospectively associated with higher PIU at Time 2. No paired cross-lagged coefficients differed significantly in magnitude. The findings indicate modest, dimension-specific longitudinal associations between PIU and FTP. Distinguishing among FTP dimensions may improve theoretical understanding and inform broader school-based assessment and support.

Authors

Institutions

Publication Details

Journal
Behavioral Sciences
Published
2026-08-18
DOI
https://doi.org/10.3390/bs16081412
Primary Topic
Psychological and Temporal Perspectives Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Longitudinal Associations Between Problematic Internet Use and Future Time Perspective Among Adolescents: A Two-Wave Cross-Lagged Study

Haiping Hao, Qiao Hu, Erxing He, Geyang Hu
Behavioral Sciences
Psychological and Temporal Perspectives Research
article

Longitudinal Associations Between Problematic Internet Use and Future Time Perspective Among Adolescents: A Two-Wave Cross-Lagged Study

Haiping Hao, Qiao Hu, Erxing He, Geyang Hu
article en

Abstract

Previous studies have identified associations between problematic Internet use (PIU) and future time perspective (FTP), but their temporal ordering remains unclear. This study examined longitudinal associations between PIU and three FTP dimensions—future-positive, future-negative, and task orientation—among Chinese adolescents. The analytic sample comprised 802 senior high school students (Mage = 15.72 years, SD = 0.89; 57.0% female) who completed measures of PIU and FTP twice at a six-month interval. An observed-variable cross-lagged panel model was estimated while accounting for autoregressive stability, prospective associations among FTP dimensions, and effects of gender, age, and baseline self-reported academic standing. At both waves, PIU was negatively correlated with future-positive and positively correlated with future-negative and task orientation. Higher PIU at Time 1 was prospectively associated with lower future-positive and higher future-negative at Time 2. In the reverse direction, higher task orientation at Time 1 was prospectively associated with higher PIU at Time 2. No paired cross-lagged coefficients differed significantly in magnitude. The findings indicate modest, dimension-specific longitudinal associations between PIU and FTP. Distinguishing among FTP dimensions may improve theoretical understanding and inform broader school-based assessment and support.

Behavioral SciencesVol. 16(8)
Southwest University (CN), University of Macau (MO), Huainan Normal University (CN)
Quality Education
Openalex Percentile: Top 6%
Psychological and Temporal Perspectives Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.