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M. B. Ryando

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Open access Sep 2026

A Random Forest-Based Early Warning System for Early Identification and Classification of Student Academic Risk Using Academic Performance Indicators

A Random Forest-based Early Warning System (EWS) integrated into the Global Academic Information System (GAIS) enables proactive monitoring and supports data-driven decision-making for improving student retention and institutional academic management.

Nova Teguh Sunggono, M. B. Ryando · 0 citations

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