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Download full textKivanç Bozkus – Turkish Journal of Education, 2025
Using machine learning, this research aimed to examine the crucial factors that predict the reading performance of fourth-grade students from Türkiye who participated in PIRLS 2021. When trained with the data of 3589 fourth-grade students and their 405 independent variables, the support vector machine (SVM) algorithm properly distinguished between…
Descriptors: Foreign Countries, Reading Achievement, Grade 4, Institutional Characteristics
Direct linkCaponera, Elisa; Losito, Bruno – Large-scale Assessments in Education, 2016
Background: The present study investigates what factors related to the school context influence student achievement on TIMSS mathematics tests across countries. A systematic review of the literature on PIRLS, TIMSS, and ICCS was conducted upstream to identify those school, teacher, and classroom factors shown to be useful predictors of student…
Descriptors: Educational Environment, Academic Achievement, Comparative Education, Foreign Countries
