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
Deho et al. (2023) [1]
- Predicting whether course grade will be above or below 0.5
- Generally worse prediction international students
Cock et al.(2023) [2]
- Paper investigates biases in models designed to early identify middle school students at risk of failing in flipped-classroom course and open-ended exploration environment (TugLet)
- Model performs worse for students with diploma from foreign country in flipped classroom ( FNR=0.58 than FNR =0.42 for international students)