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Full-Text Articles in Education

Tree-Based Methods: A Tool For Modeling Nonlinear Complex Relationships And Generating New Insights From Data, Ya Mo, Brian Habing, Nell Sedransk Jul 2022

Tree-Based Methods: A Tool For Modeling Nonlinear Complex Relationships And Generating New Insights From Data, Ya Mo, Brian Habing, Nell Sedransk

Curriculum, Instruction, and Foundational Studies Faculty Publications and Presentations

Our paper introduces tree-based methods, specifically classification and regression trees (CRT), to study student achievement. CRT allows data analysis to be driven by the data’s internal structure. Thus, CRT can model complex nonlinear relationships and supplement traditional hypothesis-testing approaches to provide a fuller picture of the topic being studied. Using Early Childhood Longitudinal Study-Kindergarten 2011 data as a case study, our research investigated predictors from students’ demographic backgrounds to ascertain their relationships to students’ academic performance and achievement gains in reading and math. In our study, CRT displays complex patterns between predictors and outcomes; more specifically, the patterns illuminated by …


Efficacy Of Audio-Visual Aided Instruction For Improving Students’ Interest And Achievement In Stem Subjects: Implications For Library Practice, William Onu, Anthony Uchechukwu Uzoigwe, Fakolade Benjamin Ayodele, Oluwatoyin Comfort Oluwatosin, Deborah Dele May 2022

Efficacy Of Audio-Visual Aided Instruction For Improving Students’ Interest And Achievement In Stem Subjects: Implications For Library Practice, William Onu, Anthony Uchechukwu Uzoigwe, Fakolade Benjamin Ayodele, Oluwatoyin Comfort Oluwatosin, Deborah Dele

Library Philosophy and Practice (e-journal)

Considering that science and technology is key to comprehending and providing solution to problems plaguing humanity, STEM education is vital to a great future. With this being so, students are encouraged to develop skills and competencies needed to become educators, innovators, researchers, and leaders in different STEM domains, who can solve the most pressing problems facing humanity, now and in the future. However, there seem to be shortage of interest from students to pursue STEM careers. In a bid contribute to raising the level of interest in STEM subjects, this study, conducted in Nsukka education zone of Enugu state, sought …