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Kivanç Bozkus – European Journal of Education, 2025
This study aimed to employ machine learning techniques to uncover the pivotal determinants influencing the reading proficiency of fourth-grade students across 65 regions, as participants in the PIRLS 2021 assessment. The primary objective was to discern and assess key factors at the student, family and school levels that predict high and low…
Descriptors: Artificial Intelligence, Reading Skills, Grade 4, Elementary School Students
Ariel Lindorff; Jamie Stiff; Heather Kayton – UK Department for Education, 2024
This report outlines the results of the 2021 Progress in International Reading Literacy Study (PIRLS) in England. PIRLS is an international comparative study directed by the International Association for the Evaluation of Educational Achievement. The aim of PIRLS is to assess and compare the reading performance of pupils in their fourth year of…
Descriptors: Foreign Countries, Achievement Tests, Grade 4, International Assessment