ICT and academic achievement in secondary education : a hierarchical linear modelling

dc.contributor.author Fayda-Kınık, F. Sehkar
dc.contributor.author Çetin, Münevver
dc.contributor.authorID orcid.org/0000-0001-6563-4504
dc.contributor.authorID orcid.org/0000-0002-1203-9098
dc.contributor.department Yabancı Diller Yüksekokulu
dc.date.accessioned 2024-12-24T11:09:44Z
dc.date.available 2024-12-24T11:09:44Z
dc.date.issued 2024
dc.description.abstract Background The unprecedented access to information in the 21st century entails a deep understanding of information and communication technology (ICT)-related factors in education and their impacts on learning and teaching. The role of attitudes towards ICT is a proven factor in student achievement. However, there is no consensus about the direction of this impact. Objectives This study aimed to explore the relationship between student attitudes towards ICT including interest in ICT (INTICT), perceived ICT competence (COMPICT), perceived autonomy related to ICT use (AUTICT) and ICT in social interaction (SOIAICT), and their achievement scores for mathematics, reading, and science by analysing student-, school-, and country-level factors hierarchically in the quartiles of performance. Methods The study group was determined as 300,279 15-year-old students from 21,903 schools in 53 countries. Descriptive and correlational analyses were carried out in addition to the hierarchical linear modelling (HLM) employed to reveal the relationship between attitudes towards ICT and academic achievement in mathematics, reading, and science through the investigation of student-, school-, and country-level factors hierarchically in the quartiles of performance. Results and Conclusions The results detected moderate to weak relationships among the constructs of INTICT, COMPICT, AUTICT and SOIAICT. Based on the HLM findings, complex interactions between ICT attitudes and academic performance were identified with a tendency towards positive associations between specific attitude components and high achievement levels, particularly in mathematics and science. The research identified the significance of considering student-, school-, and country-level factors for high, above-average, below-average, and low achievers to comprehensively understand the role of ICT attitudes in shaping educational outcomes.
dc.identifier.citation Fayda-Kinik, F. S. and Cetin, M. (2025). "ICT and academic achievement in secondary education: A hierarchical linear modelling". Journal of Computer Assisted Learning, 41(1). https://doi.org/10.1111/jcal.13070
dc.identifier.issue 1
dc.identifier.uri https://doi.org/10.1111/jcal.13070
dc.identifier.uri http://hdl.handle.net/11527/25952
dc.identifier.volume 41
dc.language.iso en_US
dc.publisher Wiley
dc.relation.ispartof Journal of Computer Assisted Learning
dc.rights.license CC BY 4.0
dc.sdg.type none
dc.subject academic achievement
dc.subject secondary education
dc.subject PISA 2018
dc.subject information technology
dc.subject ICT
dc.subject education
dc.subject hierarchical linear modelling
dc.title ICT and academic achievement in secondary education : a hierarchical linear modelling
dc.type Article
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