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Prevalence and Predictors of Zoom Fatigue and Its Association with Cognitive Load in Adolescents: A Cross-Sectional Survey Study

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Background and Study AimThe proliferation of synchronous videoconferencing platforms (e.g., Zoom) in educational settings has precipitated concern over “Zoom fatigue” psychological and cognitive exhaustion following extended online interaction (Bailenson, 2021; Fauville et al., 2023). PMC+3Stanford News+3Virtual Human Interaction Lab+3 Concurrently, in online learning environments, the concept of cognitive load, the working-memory burden on learners has gained critical significance (Skulmowski & Rey, 2022). SpringerLink+1 The present study thus aimed to (1) estimate the prevalence of Zoom fatigue among adolescents engaged in remote/virtual schooling, (2) identify key predictors of Zoom fatigue (e.g., session frequency, screen time, socio-demographic variables), and (3) examine the association between Zoom fatigue and cognitive load (intrinsic, extraneous, germane) in this population.Material and MethodsA cross-sectional survey was administered to N = 780 adolescents aged 13–18 years enrolled in urban public secondary schools during an online-learning period. Inclusion criteria required at least two synchronous videoconference lessons per day; exclusion included diagnosed neurological or psychiatric disorders. A stratified cluster sampling frame (by school, grade) was used. The instrument comprised the adapted Zoom Exhaustion & Fatigue Scale (ZEF) and the Cognitive Load Questionnaire (adapted from Sweller et al., 1998), with sociodemographic and usage-pattern items. Data were analysed using descriptive statistics, chi-square tests, t-tests, and linear regression models (α=.05) ResultsThe prevalence of moderate-to-high Zoom fatigue (ZEF ≥ 4 on a 5-point scale) was 22.4%. Significant predictors (p < .01) included female gender (β = 0.18), ≥ 4 videoconf. sessions/day (β = 0.25), self-view on during sessions (β = 0.12), and lower break-time between sessions (β = –0.14). Regression analysis indicated that extraneous cognitive load mediated the relationship between session frequency and Zoom fatigue (indirect effect β = 0.09, 95% CI [.05, .14]).ConclusionZoom fatigue is prevalent among adolescents in virtual schooling, and is meaningfully associated with increased extraneous cognitive load, supporting a cognitive-load theoretical framework for videoconference exhaustion. Educational policymakers and EdTech designers should consider scheduling constraints, interface settings (e.g., self-view disablement), and cognitive-load reduction in virtual pedagogy.
Title: Prevalence and Predictors of Zoom Fatigue and Its Association with Cognitive Load in Adolescents: A Cross-Sectional Survey Study
Description:
Background and Study AimThe proliferation of synchronous videoconferencing platforms (e.
g.
, Zoom) in educational settings has precipitated concern over “Zoom fatigue” psychological and cognitive exhaustion following extended online interaction (Bailenson, 2021; Fauville et al.
, 2023).
PMC+3Stanford News+3Virtual Human Interaction Lab+3 Concurrently, in online learning environments, the concept of cognitive load, the working-memory burden on learners has gained critical significance (Skulmowski & Rey, 2022).
SpringerLink+1 The present study thus aimed to (1) estimate the prevalence of Zoom fatigue among adolescents engaged in remote/virtual schooling, (2) identify key predictors of Zoom fatigue (e.
g.
, session frequency, screen time, socio-demographic variables), and (3) examine the association between Zoom fatigue and cognitive load (intrinsic, extraneous, germane) in this population.
Material and MethodsA cross-sectional survey was administered to N = 780 adolescents aged 13–18 years enrolled in urban public secondary schools during an online-learning period.
Inclusion criteria required at least two synchronous videoconference lessons per day; exclusion included diagnosed neurological or psychiatric disorders.
A stratified cluster sampling frame (by school, grade) was used.
The instrument comprised the adapted Zoom Exhaustion & Fatigue Scale (ZEF) and the Cognitive Load Questionnaire (adapted from Sweller et al.
, 1998), with sociodemographic and usage-pattern items.
Data were analysed using descriptive statistics, chi-square tests, t-tests, and linear regression models (α=.
05) ResultsThe prevalence of moderate-to-high Zoom fatigue (ZEF ≥ 4 on a 5-point scale) was 22.
4%.
Significant predictors (p < .
01) included female gender (β = 0.
18), ≥ 4 videoconf.
sessions/day (β = 0.
25), self-view on during sessions (β = 0.
12), and lower break-time between sessions (β = –0.
14).
Regression analysis indicated that extraneous cognitive load mediated the relationship between session frequency and Zoom fatigue (indirect effect β = 0.
09, 95% CI [.
05, .
14]).
ConclusionZoom fatigue is prevalent among adolescents in virtual schooling, and is meaningfully associated with increased extraneous cognitive load, supporting a cognitive-load theoretical framework for videoconference exhaustion.
Educational policymakers and EdTech designers should consider scheduling constraints, interface settings (e.
g.
, self-view disablement), and cognitive-load reduction in virtual pedagogy.

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