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Language and Literacy Education Commons

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Full-Text Articles in Language and Literacy Education

Using Machine Learning Approaches To Explore Non-Cognitive Variables Influencing Reading Proficiency In English Among Filipino Learners Final Report, Rochelle I. Lucas, Macario O. Cordell Ii, Jude Michael M. Teves, Sashmir A. Yap, Unisse C. Chua, Allan I. Bernardo Nov 2021

Using Machine Learning Approaches To Explore Non-Cognitive Variables Influencing Reading Proficiency In English Among Filipino Learners Final Report, Rochelle I. Lucas, Macario O. Cordell Ii, Jude Michael M. Teves, Sashmir A. Yap, Unisse C. Chua, Allan I. Bernardo

Angelo King Institute for Economic and Business Studies (AKI)

Filipino students ranked last in reading proficiency among all countries/territories in the PISA 2018, with only 19% meeting the minimum (Level 2) standard. It is imperative to understand the range of factors contributing to low reading proficiency, specifically variables that can be the target of interventions to help the students with poor reading proficiency. We used machine learning approaches, specifically binary classification methods, to identify the variables that best predict low (Level 1b and lower) vs. higher (Level 1a or better) reading proficiency using the Philippine PISA data from a nationally representative sample of 15-year-old students. Several binary classification methods …


Using Physical Activity To Improve Reading Comprehension, Jensen Flanigan Jul 2021

Using Physical Activity To Improve Reading Comprehension, Jensen Flanigan

Master's Theses & Capstone Projects

Student reading proficiency lags grade-level expectations in the majority of the United States. Much research has demonstrated the moderating impact of student motivation on reading scores. The purpose of this action research was to study the effects of physical activity on reading motivation and reading comprehension, with a special focus on readers at risk for reading deficiencies as identified by FAST testing. The research was carried out on eighteen third grade students in rural Iowa, seven of whom were at risk for reading deficiency. The use of physical activity had a positive effect on both reading motivation and reading comprehension, …


The Motivation And Attitude Of Arab Heritage Children And Their Parents’ Perspectives Toward Learning Arabic, Nada Naji May 2021

The Motivation And Attitude Of Arab Heritage Children And Their Parents’ Perspectives Toward Learning Arabic, Nada Naji

Theses and Dissertations

Due to the unstable circumstances in the Middle East in the last decade, a large number of immigrants from Arab origins immigrated to non-Arab countries. This immigration created a new generation of Arab heritage learners who want to learn the Arabic language as a heritage language for different reasons. This study investigates the motivation and attitude of Arab heritage children between 10 and 16 years of age and their parents’ perspectives toward learning Arabic as a heritage language in host countries. 143 participants (92 parents, 51 children) living in 17 different non-Arab countries have participated in this study. The method …