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Kivanç 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
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Wang, Yi; King, Ronnel; Haw, Joseph; Leung, Shing on – Journal for the Study of Education and Development, 2023
Although Macau students have consistently been recognized as top performers in international assessments, little research has been conducted to explore the various factors that are associated with their achievement. This paper aimed to identify factors that could best predict Macau students' reading achievement using PISA 2018 data provided by…
Descriptors: Foreign Countries, High School Students, Reading Achievement, Predictor Variables
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Pedro San Martin Soares – Journal of Psychoeducational Assessment, 2024
Brazil's education system lags behind international standards, with two-fifths of students scoring below the minimum level of proficiency in mathematics, science, and reading. Thus, this study combined machine learning with traditional statistics to identify the most important predictors and to interpret their effects on proficiency in the PISA…
Descriptors: Foreign Countries, Achievement Tests, Secondary School Students, International Assessment
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Weiqing Shi; Xin Jiang – Reading and Writing: An Interdisciplinary Journal, 2025
This study explores the effectiveness of machine learning and eye movement features in predicting Chinese reading proficiency. Unlike previous research, which focused on one or two specific levels of eye movement features, this study integrates passage-, sentence- and word-level eye movement features to predict reading proficiency. By analyzing…
Descriptors: Foreign Countries, Undergraduate Students, Predictor Variables, Reading Achievement
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Yeung, Susanna S. S.; King, Ronnel B.; Nalipay, Ma. Jenina N.; Cai, Yuyang – British Journal of Educational Psychology, 2022
Background: Socioeconomic status (SES) and motivation are both important predictors of student achievement. However, most studies have investigated these factors separately, and very few have looked into the interplay between SES and motivation as determinants of student reading achievement. Aims: We intend to bridge this gap by examining a model…
Descriptors: Socioeconomic Status, Student Motivation, Reading Achievement, Foreign Countries
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Karaman, Pinar – International Journal of Contemporary Educational Research, 2022
The purpose of the study was to investigate how student and teacher-related non-cognitive variables were important factors in the reading performances of Turkish students in PISA 2018. The results of the HLM analysis revealed that economic, social, and cultural status (ESCS) as a background variable was considered an effective predictor of student…
Descriptors: Predictor Variables, Reading Achievement, Foreign Countries, Achievement Tests
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Tahsin Firat; Ilhan Koyuncu – Journal of Theoretical Educational Science, 2023
The aim of the present study was to examine the factor affecting reading performance of the students in a broad sense. The sample was comprised of a total of 752076 students who participated in PISA studies from OECD member countries during the years of 2000 (n = 159095), 2009 (n = 298454) and 2018 (n = 294527) in which reading literacy was the…
Descriptors: Achievement Tests, Foreign Countries, Secondary School Students, International Assessment
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Aslaug Fodstad Gourvennec; Oddny Judith Solheim; Njål Foldnes; Per Henning Uppstad; Erin M. McTigue – Journal of Educational Change, 2024
Having two teachers work collaboratively in the same class has been suggested as a possible solution to several instructional challenges, including the inclusion of students with special needs in mainstream classrooms and as part of school-wide prevention models to increase student achievement. In this, shared responsibility between teachers is…
Descriptors: Foreign Countries, Team Teaching, Regular and Special Education Relationship, Students with Disabilities
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Liu, Meihua; Dong, Lianqi – Asia-Pacific Education Researcher, 2023
The present longitudinal study examined the changes in foreign language reading anxiety and its predicting effects on Chinese university students' reading English performance. The 29-item Foreign Language Reading Anxiety Scale (FLRAS), a background questionnaire and a reading quiz were administered to two intact classes of an English Reading…
Descriptors: Longitudinal Studies, Second Language Learning, Anxiety, Predictor Variables
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Akiko Kaizu; Munehisa Tamaki – Journal of Research in Childhood Education, 2024
This longitudinal study examined the effectiveness of a progress monitoring method, namely the Multilayer Instruction Model-Progress Monitoring (MIM-PM), which is a word reading fluency measure. It was used from 1st grade onward to predict the overall reading achievement of students in elementary school by tracking their reading achievement over…
Descriptors: Foreign Countries, Elementary School Students, Grade 2, Grade 4
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I Gusti Ngurah Darmawan; Anak Agung Sagung Sri Kencana Dharmapatni – Large-scale Assessments in Education, 2024
This paper explores student and school level factors associated with 15-year-old students' reading performance in five Southeast Asian (SEA) countries. It investigates predictors of reading performance, including student gender, economic, social, and cultural status (ESCS), social well-being, and experiences of bullying at the student level. It…
Descriptors: Student Characteristics, Institutional Characteristics, Adolescents, Reading Achievement
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Nirmal Ghimire; Kouider Mokhtari – AERA Online Paper Repository, 2024
This study examined the predictive power of students' demographic characteristics, reading attitudes, school characteristics, and teacher-informed reading activities on three metacognitive reading skills: understanding and remembering, summarizing, and assessing credibility and their influence on 15-year-old students' reading scores. The dataset…
Descriptors: Foreign Countries, Achievement Tests, International Assessment, Secondary School Students
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Laurent Gabriel Ndijuye; Ntide Dadi – Journal of Early Childhood Research, 2024
This study examined the mediating roles of home learning environments and SES on early learning attainments of naturalised refugees in Tanzania using concurrent embedded mixed design. Data were collected by EGRA and EGMA, questionnaire and interviews. The sample were 400 grade one and grade two children (aged 70-86 months), 120 parents, eight…
Descriptors: Foreign Countries, Family Environment, Socioeconomic Status, Refugees
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Wickstrom, Hanna; Pelletier, Janette – Early Child Development and Care, 2021
While research consistently demonstrates that behavioral self-regulation (BSR) is associated with early academic abilities, it may not yet account for the multiple ways in which young children symbolically communicate their knowledge. This study builds on previous research in the areas of early learning and self-regulation by including children's…
Descriptors: Student Behavior, Self Control, Freehand Drawing, Kindergarten
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Aparicio, Xavier; Mégalakaki, Olga; Drai-Zerbib, Véronique; Baccino, Thierry – Scientific Studies of Reading, 2022
Purpose: The aim of this study is to evaluate the influence of explanatory texts characteristics on comprehension performances in children from 2nd to 9th grade. Method: Several metrics have been applied to 40 explanatory texts, accounting for length, complexity and age accuracy. Children were asked to read an age-appropriate text, and answer…
Descriptors: Reading Comprehension, French, Student Characteristics, Elementary School Students
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