International Students

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Yu et al. (2020) [pdf]

  • Model predicting undergraduate course grades and average GPA
  • International students were inaccurately predicted to get lower course grade and average GPA than their peers when personal background was included
  • Fairness of the model improved if it included both clickstream and survey data


Yu et al. (2021) [pdf]

  • Models predicting college dropout
  • Model performed with significantly lower accuracy and true negative rate for residential students with greater financial need than online counterparts, whether the attribute were made aware or not
  • Model performed with significantly higher recall for residential students with greater financial need than online counterparts, whether the attribute were made aware or not