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