Feature-based ML models forecast weekly student effort and progress in ITS with 22-33% lower MAE than percentile heuristics on data from 425 middle-school students.
Hattie.Visible Learning: A Synthesis of Over 800 Meta-Analyses Relating to Achievement
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From Heuristics to Analytics: Forecasting Effort and Progress in Online Learning
Feature-based ML models forecast weekly student effort and progress in ITS with 22-33% lower MAE than percentile heuristics on data from 425 middle-school students.