Open Access. Powered by Scholars. Published by Universities.®
Articles 1 - 2 of 2
Full-Text Articles in Education
Addressing The Poor Mathematics Performance Of Filipino Learners: Beyond Curricular And Instructional Interventions, Minie Rose C. Lapinid, Macario O. Cordell Ii, Jude Michael Teves, Sashimir A. Yap, Unisse Chua Ms., Allan B.I. Bernardo
Addressing The Poor Mathematics Performance Of Filipino Learners: Beyond Curricular And Instructional Interventions, Minie Rose C. Lapinid, Macario O. Cordell Ii, Jude Michael Teves, Sashimir A. Yap, Unisse Chua Ms., Allan B.I. Bernardo
Angelo King Institute for Economic and Business Studies (AKI)
This study aimed to determine predictive models that would identify the most important predictor variables for students in the lowest proficiency group in public schools and private schools. After experimenting with different machine learning approaches, the random forest classifier (SVM) models were found to perform most accurately (Lundberg & Lee, 2017). To identify the most important predictors of being a poor performer in mathematics, Shapley values were generated, which produces a ranked list of several features in descending order. To manage complexity in comparing the key variables for private and public student performance classification, the 10 most significant features for …
Rural Stem Teachers: An Oasis In The Desert, Ryan G. Zonnefeld, Valorie L. Zonnefeld
Rural Stem Teachers: An Oasis In The Desert, Ryan G. Zonnefeld, Valorie L. Zonnefeld
Faculty Work Comprehensive List
Teacher preparation programs for STEM education should prepare teachers for all settings, including rural schools. Students across geographic locales show equal interest in STEM fields, but rural students often lack access to highly qualified STEM teachers. UNESCO (2014) notes that the disparity in education between rural and urban schools is a concern of many countries. In the United States, the National Center for Educational Statistics confirms that twenty percent of students are educated in rural schools and the STEM teachers in these schools are often the only STEM expert. These teachers become backbone teachers that set the foundation and direction …