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A Multi-Modal Learning Analytics Framework for Academic Early Warning and Student Risk Prediction in Higher Education
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A Multi-Modal Learning Analytics Framework for Academic Early Warning and Student Risk Prediction in Higher Education
Academic early warning systems are essential for shifting higher education governance from delayed remediation to proactive, data-driven intervention. However, existing warning mechanisms often depend on fragmented academic records or single-source indicators, limiting their ability to identif...
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