Course Grade and GPA Prediction

Lee and Kizilcec (2020) [pdf]

• Model predicting college course grade of median or above
• Out-of-the-box random forest model violates demographic parity and equality of opportunity for URM (underrepresented minority: American Indian, Black, Hawaiian or Pacific Islander, Hispanic, and Multicultural) than for non-URM students (White and Asian)

Yu et al. (2020) [pdf]

• Model predicting undergraduate course grades and average GPA

Riazy et al. (2020) [pdf]

• Model predicting course outcome
• Fairly marginal differences were found for prediction quality and in overall proportion of predicted pass between groups
• Inconsistent in direction between algorithms.