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Mingya Huang; David Kaplan – Journal of Educational and Behavioral Statistics, 2025
The issue of model uncertainty has been gaining interest in education and the social sciences community over the years, and the dominant methods for handling model uncertainty are based on Bayesian inference, particularly, Bayesian model averaging. However, Bayesian model averaging assumes that the true data-generating model is within the…
Descriptors: Bayesian Statistics, Hierarchical Linear Modeling, Statistical Inference, Predictor Variables
Ertem, Hasan Yücel – Participatory Educational Research, 2021
The purpose of the current study was to investigate both studentlevel and school-level factors influencing reading literacy of students in Turkey by using PISA 2018 data. The study focused on reading literacy since the main subject of PISA 2018 was selected as reading literacy. The design of the study is a correlational research examining the…
Descriptors: Foreign Countries, Achievement Tests, International Assessment, Secondary School Students
Pongsophon, Pongprapan – Science Education International, 2023
This study examined the factors that determined the science achievement of fourth-grade students on the Trends in International Mathematics and Science Study (TIMSS) 2019 in the USA. The data were retrieved from the TIMSS international database and imported to the R program for manipulation. The EdSurvey package was used to conduct multilevel…
Descriptors: Hierarchical Linear Modeling, Predictor Variables, Science Achievement, Elementary School Students
Chen, Fu; Sakyi, Alfred; Cui, Ying – Educational Psychology, 2021
Based upon the ecological perspective and the social cognitive theory, this study examined the role of reading self-efficacy in the associations of contextual factors with reading achievement by establishing an educational ecology of reading. The model included student factors, student/home factors, student/school factors, and school factors of…
Descriptors: Student Characteristics, Institutional Characteristics, Family Characteristics, Reading Achievement
Stack, Kristen F.; Dever, Bridget V. – School Psychology, 2021
Student motivation predicts academic achievement, engagement, and related academic behaviors. Yet in spite of the importance of motivation for academic success, few studies have examined the school and national-level contextual characteristics associated with motivation. The present study uses hierarchical linear modeling to analyze a large…
Descriptors: Grade 8, Student Motivation, Mathematics Achievement, Institutional Characteristics
Nelson, Peter M.; Van Norman, Ethan R.; Parker, David C.; Cormier, Damien C. – Journal of Applied School Psychology, 2019
Data from a large-scale math intervention program were used to evaluate the degree to which implementation fidelity (IF) and interventionist content knowledge were associated with student outcomes. Data were available for 33 interventionists serving 658 students in Grades 4-6 across one school year. A series of multilevel models were fit to the…
Descriptors: Intervention, Program Implementation, Fidelity, Pedagogical Content Knowledge
Austin, Bruce; French, Brian; Adesope, Olusola; Gotch, Chad – Journal of Experimental Education, 2017
Measures of variability are successfully used in predictive modeling in research areas outside of education. This study examined how standard deviations can be used to address research questions not easily addressed using traditional measures such as group means based on index variables. Student survey data were obtained from the Organisation for…
Descriptors: Predictor Variables, Models, Predictive Measurement, Statistical Analysis
Marsh, Herbert W.; Pekrun, Reinhard; Murayama, Kou; Arens, A. Katrin; Parker, Philip D.; Guo, Jiesi; Dicke, Theresa – Developmental Psychology, 2018
Our newly proposed integrated academic self-concept model integrates 3 major theories of academic self-concept formation and developmental perspectives into a unified conceptual and methodological framework. Relations among math self-concept (MSC), school grades, test scores, and school-level contextual effects over 6 years, from the end of…
Descriptors: Foreign Countries, Secondary School Students, Secondary School Mathematics, Mathematics Skills
Pizmony-Levy, Oren; Bjorklund, Peter, Jr. – Oxford Review of Education, 2018
One of the overarching goals of international large-scale assessments (ILSA) is to inform public discourse about the quality of education in different countries. To fulfil this function, the Organisation for Economic Co-operation and Development (OECD), for example, raises awareness of the Program for International Student Assessment (PISA)…
Descriptors: International Assessment, Evidence, National Surveys, Public Opinion
Wang, Cheng-Lung; Liou, Pey-Yan – International Journal of Science Education, 2017
Taiwanese students are featured as having high academic achievement but low motivational beliefs according to the serial results of the Trends in Mathematics and Science Study (TIMSS). Moreover, given that the role of context has become more important in the development of academic motivation theory, this study aimed to examine the relationship…
Descriptors: Student Motivation, Science Education, Science Achievement, Foreign Countries
Sahin, Melek Gülsah; Öztürk, Nagihan Boztunç – International Electronic Journal of Elementary Education, 2018
In this study, it is aimed to examine the effect of classroom assessment on science and mathematics achievements. For this purpose, hierarchical linear modeling (HLM) is performed using variables of like learning science/maths, engage teaching in science/maths, confidence in science/maths, and home resources for learning variables at the student…
Descriptors: Science Achievement, Grade 4, Foreign Countries, Achievement Tests
Bachman, Heather J.; Degol, Jessica L.; Elliott, Leanne; Scharphorn, Laura; El Nokali, Nermeen E.; Palmer, Kalani M. – Early Education and Development, 2018
Research Findings: The present study examined the amount of exposure to math activities that children of low socioeconomic status (SES) encounter in private community-based preschool classrooms and whether greater time in these activities predicted higher math skills. Three cohorts of 4- to 5-year-old children were recruited from 30 private…
Descriptors: Low Income Groups, Preschool Education, Preschool Children, Private Schools
Sebastian, James; Moon, Jeong-Mi; Cunningham, Matt – Educational Studies, 2017
This paper explores parental involvement using principal and parent survey reports to examine whether parents' involvement in their children's schools predicts academic achievement. Survey data from principals and parents of seven countries from the PISA 2012 database and hierarchical linear modelling were used to analyse between- and within-…
Descriptors: Achievement Tests, Foreign Countries, International Assessment, Secondary School Students
Ndlovu, Ntobeko – Educational Research and Reviews, 2018
This study analyses the effects of school resources on student mathematics achievement in Zimbabwe using a 3-Level Hierarchical Linear Model (HLM). The major findings of the research are that a teacher trained in the relevant subject, class size, having a highly qualified school head and having a generally high resource endowment at school level…
Descriptors: Academic Achievement, Human Resources, Achievement Tests, Scores
Han, Seong Won; Borgonovi, Francesca; Guerriero, Sonia – American Educational Research Journal, 2018
This study examines between-country differences in the degree to which teachers' working conditions, salaries, and societal evaluations about desirable job characteristics are associated with students' teaching career expectations. Three-level hierarchical generalized linear models are employed to analyze cross-national data from the Programme for…
Descriptors: High School Students, Teaching (Occupation), Vocational Interests, Career Choice