Evidence map›Paper›PMID 42881395›Full record

ArticleBMC psychology2026

How technostress creators are associated with cognitive overload: the mediating role of emotional exhaustion in academia.

Zarqa Farooq Hashmi, Javed Iqbal, Muhammad Zaheer Asghar, Muhammad Naseem Abid

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Article in BMC 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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5 · Who and what money

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4 authors.

Zarqa Farooq Hashmi *School of Education, Huazhong University of Science and Technology, 1037, Luoyu Road, Wuhan, Hubei, China.
Javed Iqbal *School of Artificial Intelligence for Humanities, Zhejiang International Studies University, Hangzhou, Zhejiang, China.
Muhammad Zaheer AsgharLearning and Educational Technology (LET) Research Lab, Faculty of Education and Psychology, University of Oulu, Oulu, Finland. zaheer.asghar@helsinki.fi.
Muhammad Naseem Abid *School of Education, Huazhong University of Science and Technology, 1037, Luoyu Road, Wuhan, Hubei, China. abid@hust.edu.cn.

Funding

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6 · The paper itself

Abstract

backgroundBased on the Transactional Model of Stress and Coping and Cognitive Overload Theory, this study explores the association of technostress creators with cognitive overload in academia. Specifically, the authors examined the mediating role of emotional exhaustion on this relationship.

methodThe authors surveyed higher education students from universities in China. We employed a time-lag survey method to test the relationships between the variables used in the research model, utilizing partial least squares structural equation modeling (PLS-SEM) through SmartPLS.

resultsThe findings indicate that technostress creators, modeled as a higher-order construct reflected by five lower-order dimensions (techno-complexity, techno-overload, techno-invasion, techno-insecurity, and techno-uncertainty), significantly and positively correlate with cognitive overload and emotional exhaustion. Emotional exhaustion is also significantly and positively associated with cognitive overload. Furthermore, emotional exhaustion was identified as a significant mediator, though this mediating role should be interpreted as data-inferred and requires confirmation through longitudinal or experimental designs. These findings advance the application of the Transactional Model of Stress and Coping and Cognitive Load Theory in digital learning environments. This study offers two key theoretical contributions. First, it extends technostress research by identifying cognitive overload as positively associated with technostress creators among higher education students. Second, it reveals emotional exhaustion as a novel mediating mechanism explaining how technostress creators correlate with cognitive overload. Policymakers should design targeted interventions such as counseling services and stress management workshops to mitigate technostress, while academic institutions and teachers can implement strategies to help students manage technology-related academic stress.

conclusionsThese findings advance the application of the Transactional Model of Stress and Coping and Cognitive Load Theory in digital learning environments. This study offers two key theoretical contributions. First, it extends technostress research by identifying cognitive overload as positively associated with technostress creators among higher education students. Second, it reveals emotional exhaustion as a novel mediating mechanism explaining how technostress creators correlate with cognitive overload. Policymakers should design targeted interventions such as counseling services and stress management workshops to mitigate technostress, while academic institutions and teachers can implement strategies to help students manage technology-related academic stress.

Indexed as

CognitionEmotional ExhaustionStress, PsychologicalStudentsAcademiaAdaptation, PsychologicalChinaCoping SkillsFemaleHumansMaleUniversitiesCognitive overloadEmotional exhaustionStudentsTechnostress creatorsUniversity

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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 Socratic graph.