Parental Educational Background

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Kai et al. (2017) pdf

  • Models predicting student retention in an online college program
  • J-48 decision trees achieved much higher Kappa and AUC for students whose parents did not attend college than those whose parents did
  • J-Rip decision rules achieved much higher Kappa and AUC for students whose parents did not attended college than those whose parents did


Yu et al. (2020) [pdf]

  • Models predicting undergraduate course grades and average GPA
  • First-generation college students were inaccurately predicted to lower than class media final course grade and lower average GPA
  • Fairness of models improved with the inclusion of clickstream and survey data