Cross-time associations among technology acceptance, disability-related attitudes, and social problem-solving in university students with learning disabilities

Abstract Technology acceptance may influence whether university students with learning disabilities (LD) use academic and assistive technologies, yet little is known about its psychosocial correlates in non-Western higher education. This two-wave observational panel study examined concurrent and cross-time associations among disability-related attitudes, social problem-solving, perceived usefulness, perceived ease of use, and behavioral intention in 400 Saudi university students with LD assessed 6 weeks apart. Analyses comprised within-wave correlations and regressions, a prospective regression, an observed-variable autoregressive path model, model-based indirect-association and moderation analyses, and separately estimated EBICglasso networks. The path model yielded CFI = 0.979, TLI = 0.940, SRMR = 0.049, and RMSEA = 0.079. At both waves, perceived ease of use was positively associated with perceived usefulness, and both beliefs were positively associated with behavioral intention. The broader regression models accounted for 47.9% and 49.5% of the variance in behavioral intention at Waves 1 and 2, respectively. After prior scores were considered, Wave 1 disability-related attitudes were positively associated with Wave 2 perceived ease of use and perceived usefulness, but not directly with Wave 2 behavioral intention. Model-based indirect associations with Wave 2 behavioral intention were observed through Wave 2 acceptance beliefs; because the proposed mediators and outcome were measured concurrently, these estimates do not demonstrate temporally ordered mediation. In supplementary exploratory networks, perceived ease of use, perceived usefulness, and behavioral intention showed relatively high descriptive node-strength estimates at both assessments; these estimates were not evaluated for bootstrap-based centrality stability or formal between-wave differences. Overall, the study provides evidence of cross-time associations between disability-related attitudes and technology-acceptance beliefs in this recruited sample of Saudi university students with formally identified learning disabilities.

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Journal
Scientific Reports
Published
2026-09-19
DOI
https://doi.org/10.1038/s41598-026-72314-3
Primary Topic
Inclusion and Disability in Education and Sport
Type
article
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article

Cross-time associations among technology acceptance, disability-related attitudes, and social problem-solving in university students with learning disabilities

Nizar H. Bagadood
Scientific Reports
Inclusion and Disability in Education and Sport
article

Cross-time associations among technology acceptance, disability-related attitudes, and social problem-solving in university students with learning disabilities

Nizar H. Bagadood
article en

Abstract

Abstract Technology acceptance may influence whether university students with learning disabilities (LD) use academic and assistive technologies, yet little is known about its psychosocial correlates in non-Western higher education. This two-wave observational panel study examined concurrent and cross-time associations among disability-related attitudes, social problem-solving, perceived usefulness, perceived ease of use, and behavioral intention in 400 Saudi university students with LD assessed 6 weeks apart. Analyses comprised within-wave correlations and regressions, a prospective regression, an observed-variable autoregressive path model, model-based indirect-association and moderation analyses, and separately estimated EBICglasso networks. The path model yielded CFI = 0.979, TLI = 0.940, SRMR = 0.049, and RMSEA = 0.079. At both waves, perceived ease of use was positively associated with perceived usefulness, and both beliefs were positively associated with behavioral intention. The broader regression models accounted for 47.9% and 49.5% of the variance in behavioral intention at Waves 1 and 2, respectively. After prior scores were considered, Wave 1 disability-related attitudes were positively associated with Wave 2 perceived ease of use and perceived usefulness, but not directly with Wave 2 behavioral intention. Model-based indirect associations with Wave 2 behavioral intention were observed through Wave 2 acceptance beliefs; because the proposed mediators and outcome were measured concurrently, these estimates do not demonstrate temporally ordered mediation. In supplementary exploratory networks, perceived ease of use, perceived usefulness, and behavioral intention showed relatively high descriptive node-strength estimates at both assessments; these estimates were not evaluated for bootstrap-based centrality stability or formal between-wave differences. Overall, the study provides evidence of cross-time associations between disability-related attitudes and technology-acceptance beliefs in this recruited sample of Saudi university students with formally identified learning disabilities.

Scientific Reports
Umm al-Qura University (SA)
Quality Education
Openalex Percentile: Top 4%
Inclusion and Disability in Education and Sport
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