International Students
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Yu et al. (2020) [pdf]
- Model predicting undergraduate course grades and average GPA
- International students are falsely predicted to earn a lower final course grade as well as lower GPA than their peers
- The algorithmic bias against international students is larger when only institutional data, or a combination of institutional and survey data is included, but this performance is fairer with the inclusion of 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