Evidence map›Paper›PMID 41867987›Full record

ArticleFrontiers in psychology2026

Heterogeneity in dual-career stress: an integrative person-centered and distribution-sensitive analysis of its asymmetric effects on adolescent football players.

Zhengri Quan, Guannan Liu, Hang Yin, Dan Pang

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Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Zhengri QuanSchool of Physical Education and Health, Changchun Normal University, Changchun, China.
Guannan LiuSchool of Physical Education and Health, Changchun Normal University, Changchun, China.
Hang YinSchool of Sports Medicine, Anshan Normal University, Anshan, China.
Dan PangSchool of Sports Science, China Three George University, Yichang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: This study examined the heterogeneous nature of dual-career stress and its asymmetric associations with on adolescent athletes, aiming to: (1) identify distinct stress profiles based on academic, training, and role-conflict stressors; (2) assess whether stress associations vary across levels of athletic burnout and academic performance; and (3) test whether stress profiles moderate these relationships. Methods: A two-wave longitudinal study included 843 adolescent male football players in China. Latent Profile Analysis (LPA) categorized participants using three stressor subscales at Time 1. Quantile Regression (QR) at Time 2 (6 months later) analyzed the association between total stress and athletic burnout and academic performance across five quantiles (τ = 0.10-0.90), with stress profile as moderator, controlling for social support, time management, and demographics. Results: LPA revealed four profiles: Balanced Moderates (37.2%), Academically Overwhelmed (28.1%), Sport-Centric Strained (22.0%), and Dual-Track Distressed (12.7%). QR showed the positive association between stress and burnout increased across quantiles (β = 0.41 at τ = 0.10 to 0.78 at τ = 0.90), with the strongest association observed among already burnt-out athletes most. For academic performance, the negative association between stress and performance was strongest at lower quantiles (β = -0.71 at τ = 0.10) and weaker at higher quantiles (β = -0.29 at τ = 0.90). Stress profiles significantly moderate these relationships: the Dual-Track Distressed profile showed the strongest association with on burnout (β = 0.89), while Academically Overwhelmed and Dual-Track Distressed profiles showed the strongest negative association with on academic performance (β = -0.79 and -0.92, respectively). Conclusion: Dual-career stress experiences and impacts are highly heterogeneous. Adolescents cluster into meaningful stress profiles, and stress is most strongly associated with negative outcomes among those already at extremes of burnout or poor academic performance. Findings underscore the need for personalized interventions tailored to athletes' specific stress profiles and outcome levels, supporting holistic development in dual-career contexts.

Indexed as

academic performanceadolescent athletesdual careerlatent profile analysisquantile regressionsports burnoutstress heterogeneity

Identifiers

PMID41867987
PMCPMC13002566

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.