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Andriyana Andriyana

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Open access Jul 2026

Explainable Machine Learning Pipeline for Early Warning of Student Dropout in Graduate Programs Using SHAP and Gradient Boosting

The results indicate that explanation quality, rather than raw discrimination alone, is the decisive ingredient for adoption of dropout early warning systems by study program managers.

Dodi Syaripudin, Dede Hendrik, Andriyana Andriyana et al. · 0 citations

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