At-risk/Dropout/Stopout/Graduation Prediction
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Hu and Rangwala (2020) pdf
- Models predicting if student at-risk for failing a course
- Several algorithms perform worse for African-American students
Kai et al. (2017) pdf
- Models predicting student retention in an online college program
- J48 decision trees achieved much lower Kappa and AUC for Black students than White students
- JRip decision rules achieved almost identical Kappa and AUC for Black students and White students
Anderson et al. (2019) pdf
- Models predicting six-year college graduation
- Performance for African-American students comparable to performance for students in other races.