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cs.LG2026
A Unified Survival Benchmark for Temporal Dropout Risk Prediction in Learning Analytics
Rafael da Silva, Jeff Eicher, Gregory Longo
Student dropout is a persistent concern in Learning Analytics, yet comparative studies frequently evaluate predictive models under heterogeneous protocols, prioritizing discriminat…
cs.LG2026
An Auditable Policy-Simulation Framework for Student Dropout in Intervention-Free Data
Rafael da Silva, Jeff Eicher, Gregory Longo
This study proposes a temporal modeling framework with a counterfactual policy-simulation layer for student dropout in higher education, using LMS engagement data and administrativ…