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Early Warning Workflow

From learner data collection to predictive risk intelligence.
early warning system architecture v2 cropped

This workflow illustrates how learner attendance, engagement, and assessment data are transformed into predictive risk scores and intervention recommendations through a machine learning pipeline.

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