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Hai Li; Wanli Xing; Chenglu Li; Wangda Zhu; Simon Woodhead – Journal of Learning Analytics, 2025
Knowledge tracing (KT) is a method to evaluate a student's knowledge state (KS) based on their historical problem-solving records by predicting the next answer's binary correctness. Although widely applied to closed-ended questions, it lacks a detailed option tracing (OT) method for assessing multiple-choice questions (MCQs). This paper introduces…
Descriptors: Mathematics Tests, Multiple Choice Tests, Computer Assisted Testing, Problem Solving
Fikrewold Bitew; Lauren Apgar – Association for Institutional Research, 2025
The pursuit of a master's degree is a significant academic endeavor, one that is influenced by a complex interplay of factors extending beyond traditional academic performance. In this study, we estimate the determinants of timely master's degree completion (i.e., within 3 years) using modern machine learning models such as random forest, decision…
Descriptors: Masters Degrees, Educational Attainment, Artificial Intelligence, Prediction
Henry Isaiah Braun; Matthias von Davier; Jihang Chen – Large-scale Assessments in Education, 2025
This study presents a novel approach to improving quality assurance in the Trends in International Mathematics and Science Study (TIMSS). It utilizes a combination of neural networks and regression analysis to validate country-level achievement scores. Concerns over the integrity of TIMSS test scores necessitate robust quality control methods. The…
Descriptors: Mathematics Achievement, Achievement Tests, Elementary Secondary Education, Mathematics Tests
Yuhuan Emma Zhao; Fuhui Zhang; Christian Schunn – Assessment & Evaluation in Higher Education, 2025
Sustainable peer feedback practices heavily depend on students' perceptions of the peer feedback task as well as their self-concepts as peer feedback participants. While empirical studies often focus on one of these two aspects, they frequently overlook the relationship between the two. This mixed-method, longitudinal study surveyed 100 first-year…
Descriptors: Feedback (Response), Self Concept, Peer Relationship, College Freshmen
Tian, Jing; Ren, Kexin; Newcombe, Nora S.; Weinraub, Marsha; Vandell, Deborah Lowe; Gunderson, Elizabeth A. – Developmental Science, 2023
Despite some gains, women continue to be underrepresented in many science, technology, engineering, and math (STEM) fields. Using a national longitudinal dataset of 690 participants born in 1991, we tested whether spatial skills, measured in middle childhood, would help explain this gender gap. We modeled the relation between 4th-grade spatial…
Descriptors: STEM Education, Spatial Ability, Children, Gender Differences
Awdry, R.; Ives, B. – Journal of Academic Ethics, 2023
Prevalence of contract cheating and outsourcing through organised methods has received interest in research studies aiming to determine the most suitable strategies to reduce the problem. Few studies have presented an international approach or tested which variables could be correlated with contract cheating. As a result, strategies to reduce…
Descriptors: Cheating, Higher Education, Contracts, Outsourcing
Garcia, Consuelo; Privado, Jesús – Interactive Learning Environments, 2023
This article reports the findings of a study on cooperative factors that predict higher education students' satisfaction with using collaborative online tools. Although there is evidence of relationships between certain factors of teamwork and satisfaction in traditional groups that are guided by their teacher, little is known about what happens…
Descriptors: Student Satisfaction, Prediction, Personal Autonomy, Web Sites
Bircan, Mehmet Akif; Akman, Emrah – Educational Policy Analysis and Strategic Research, 2023
This study aimed to reveal a relationship between high school students' 21st-century skills and academic performance in mathematics and science courses. The research was designed in a relational survey model. In the study group, there were 596 students. Descriptive statistics, the one-way analysis of variance, the Pearson correlation test, and…
Descriptors: High School Students, Mathematics Achievement, Science Achievement, 21st Century Skills
Gan, Yan; Zhang, Jie; Kharabi-Yamato, Lana; Su, Yongqiang; Zhang, Jiawen; Jiang, Yueyao; Hui, Yi; Li, Hong – Scientific Studies of Reading, 2023
Purpose: This 2-year longitudinal study examined the unique prediction of a dynamic assessment (DA) of character decoding on Chinese early reading development, and further explored whether learning potential, as assessed by DA, predicts subsequent character reading development in a sample of 135 native Mandarin-speaking Chinese students from first…
Descriptors: Foreign Countries, Reading Skills, Reading Instruction, Grade 1
Pittas, Evdokia; Solomou, Emilios A. – Learning Disabilities: A Contemporary Journal, 2023
The aim of this cross-sectional study was to examine the contribution of morphological awareness to the prediction of content-area vocabulary knowledge and understanding of historical terms. The target group consisted of 35 university students with or without learning difficulties (LDs), in Years 1-4, enrolled in a teacher education program.…
Descriptors: College Students, Learning Problems, Control Groups, Inclusion
Al-Azawei, Ahmed; Abdullah, Alharith A.; Mohammed, Mahmood K.; Abod, Zaid A. – International Review of Research in Open and Distributed Learning, 2023
Although online learning has become ubiquitous worldwide, earlier research has neglected the relationship between its actual use and security concerns. Learners' lack of security awareness while using learning technologies remains rarely studied. This paper integrates Delone and McLean's information system success (D&M-ISS) model with the…
Descriptors: Foreign Countries, Online Courses, Electronic Learning, Success
Fung, Wing Kai; Chung, Kevin Kien Hoa – Early Education and Development, 2023
This study investigated the direct relationship between home play opportunity and prospective school readiness, and the indirect relationships as mediated through object and social mastery motivation among Hong Kong Chinese kindergarten children. Participants were 106 local children (44.4% girls, mean age = 60.0 months) and their parents and…
Descriptors: Correlation, Mastery Learning, School Readiness, Play
Asselman, Amal; Khaldi, Mohamed; Aammou, Souhaib – Interactive Learning Environments, 2023
Performance Factors Analysis (PFA) is considered one of the most important Knowledge Tracing (KT) approaches used for constructing adaptive educational hypermedia systems. It has shown a high prediction accuracy against many other KT approaches. While, the desire to estimate more accurately the student level leads researchers to enhance PFA by…
Descriptors: Algorithms, Artificial Intelligence, Factor Analysis, Student Behavior
Ma, Yingbo; Katuka, Gloria Ashiya; Celepkolu, Mehmet; Boyer, Kristy Elizabeth – Journal of Educational Data Mining, 2023
Collaborative learning has numerous benefits such as enhancing learners' critical thinking, developing social skills, and improving learning gains. While engaging in this interactive process, learners' satisfaction toward their partners plays a crucial role in defining the success of the collaboration. However, detecting learners' satisfaction…
Descriptors: Cooperative Learning, Group Dynamics, Student Satisfaction, Prediction
Kingery, Julie Newman; Bodenlos, Jamie S.; Schneider, Travis I.; Peltz, Jack S.; Sindoni, Mara W. – Journal of American College Health, 2023
Objective: This study examined rumination as a mediator of the relationship between dispositional mindfulness (DM) and depression, loneliness, and anxiety, while considering gender as a moderator of these mediation models. Participants: Three hundred and nineteen undergraduate students (49.5% female; M=18.90years) participated with data collected…
Descriptors: Undergraduate Students, Personality, Metacognition, Prediction

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