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Jose Silva-Lugo; Heather Maness – Sage Research Methods Cases, 2025
The study provides a detailed methodological approach, cross-industry standard process for data mining, for predicting at-risk students with an imbalanced class. The objective was to identify the best machine learning model for predicting students at risk of failing the course during weeks 2-8 of the semester. We encountered issues in the dataset,…
Descriptors: Prediction, Predictor Variables, At Risk Students, Information Retrieval
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Sheng Lun; Hsin Ning Jessie Ho; Meilun Shih; Yeng-Horng Perng; Lucky Tsaih; Jyh-Chong Liang – International Journal of Technology and Design Education, 2025
Extensive research has highlighted the significant impact of students' approaches to learning and self-efficacy on academic achievement. It has been suggested that deep learning approaches, high self-efficacy, and strong academic performance are crucial for developing undergraduates' intentions to engage in sustainable lifelong learning after…
Descriptors: Self Efficacy, Academic Achievement, Learning Strategies, Design
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Silvia Di Battista – British Journal of Educational Psychology, 2025
Background: According to gender-differentiated attributions of failure in the STEM field, errors tend to be attributed to internal factors more to girls than to boys. Aims: This experimental study explored factors influencing gender-differentiated teachers' internal attributions of girls' and boys' errors and the consequent likelihood of teachers'…
Descriptors: Gender Differences, Failure, Attribution Theory, STEM Education
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Lydia Paulin Schidelko; Hannes Rakoczy – Cognitive Science, 2025
The standard view on Theory of Mind (ToM) is that the mastery of the false belief (FB) task around age 4 marks the ontogenetic emergence of full-fledged meta-representational ToM. Recently, a puzzling finding has emerged: Once children master the FB task, they begin to fail true belief (TB) control tasks. This finding threatens the validity of FB…
Descriptors: Childrens Attitudes, Theory of Mind, Beliefs, Young Children
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Hui Shi; Nuodi Zhang; Secil Caskurlu; Hunhui Na – Journal of Computer Assisted Learning, 2025
Background: The growth of online education has provided flexibility and access to a wide range of courses. However, the self-paced and often isolated nature of these courses has been associated with increased dropout and failure rates. Researchers employed machine learning approaches to identify at-risk students, but multiple issues have not been…
Descriptors: Artificial Intelligence, Natural Language Processing, Technology Uses in Education, At Risk Students
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Eileen du Plooy; Daleen Casteleijn; Denise Franzsen; Gopika Ramkilawon – Journal of Occupational Therapy Education, 2025
Significant disparities in academic performance that may be associated with specific demographics can be utilized for supporting diverse student cohorts. Strategies can be developed for students to enhance equity and inclusivity in undergraduate occupational therapy education to ensure student success. This study aimed to determine the predictive…
Descriptors: Occupational Therapy, Allied Health Occupations Education, Academic Achievement, Predictor Variables
Elaine M. Allensworth; Marisa de la Torre; Kaitlyn Franklin; Jinqing Xu – University of Chicago Consortium on School Research, 2025
This study explores how predictive different indicators are for high school graduation, college enrollment, and degree completion for different groups of English Learners. Using these indicators can improve schools' ability to understand the needs of English Learners, enabling them to provide better support and increase students' educational…
Descriptors: English Learners, Grades (Scholastic), High School Students, Grade Point Average
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Laura L. Beaton – Journal of Educational Technology Systems, 2025
Online quizzes and learning platforms provided by textbook publishers have become common components of undergraduate education. Here, I examine how participation in these formative assessments related to student course performance. Over multiple semesters, students completed either free online unlimited attempt quizzes or assignments from a…
Descriptors: Formative Evaluation, Computer Assisted Testing, Tests, Student Evaluation