Difference between revisions of "At-risk/Dropout/Stopout/Graduation Prediction"
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Hu and Rangwala (2020) [https://files.eric.ed.gov/fulltext/ED608050.pdf pdf] | |||
* Models predicting if student at-risk for failing a course | |||
* Several algorithms perform worse for African-American students | |||
Kai et al. (2017) [https://www.upenn.edu/learninganalytics/ryanbaker/DLRN-eVersity.pdf pdf] | Kai et al. (2017) [https://www.upenn.edu/learninganalytics/ryanbaker/DLRN-eVersity.pdf pdf] | ||
* Models predicting student retention in an online college program | * Models predicting student retention in an online college program | ||
* J48 decision trees achieved much lower Kappa and AUC for Black students than White students | * 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 | * JRip decision rules achieved almost identical Kappa and AUC for Black students and White students | ||
Anderson et al. (2019) [https://www.upenn.edu/learninganalytics/ryanbaker/EDM2019_paper56.pdf pdf] | Anderson et al. (2019) [https://www.upenn.edu/learninganalytics/ryanbaker/EDM2019_paper56.pdf pdf] | ||
* Models predicting six-year college graduation | * Models predicting six-year college graduation | ||
* Performance for African-American students comparable to performance for students in other races. | * Performance for African-American students comparable to performance for students in other races. | ||
Revision as of 16:54, 22 January 2022
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.