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This is a Quantitative Study study.

October 9, 2025Open Access

SmartCourse: A Contextual AI-Powered Course Advising System for Undergraduates

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AI-driven course advising improves recommendations for computer science undergraduates, suggesting better academic planning.

SmartCourse transforms academic advising by providing personalized course recommendations based on student transcripts and degree plans, leading to enhanced academic planning.
Evaluation on 25 advising queries revealed that full context significantly improves recommendation relevance compared to context-omitted methods.
The combination of a command-line interface and a web GUI supports user management, course enrollment, and grading functionalities.
Custom metrics like PlanScore and Recall were implemented to measure the effectiveness of the advising system.

Mi et al. (2025) studied this question.

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