National and International Examination

Baker et al. (2020) pdf

• Model predicting student graduation and SAT scores for military-connected students
• For prediction of graduation, algorithms applying across population resulted an AUC of 0.60, degrading from their original performance of 70% or 71% to chance.
• For prediction of SAT scores, algorithms applying across population resulted in a Spearman's ρ of 0.42 and 0.44, degrading a third from their original performance to chance.

Li et al. (2021) pdf

• Model predicting student achievement on the standardized examination PISA
• Inaccuracy of the U.S.-trained model was greater for students from countries with lower scores of national development (e.g. Indonesia, Vietnam, Moldova)