What question did this study set out to answer?

Develop and evaluate a multi-task artificial intelligence framework for academic early warning, mental health screening, employability forecasting, and administrative decision support in vocational colleges.

August 16, 2026Advanced ElectromagneticsOpen Access

Advanced AI-Driven Predictive Analytics for Efficient Student Management in Higher Vocational Colleges

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Authors

FQF. QuanNorth China University of Water Resources and Electric Power PLPu LiuUniversity of Science and Technology of China KQK. QuanNorthern University of Malaysia

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Implication

Observational modeling study demonstrates high predictive accuracy across academic and psychological risks in vocational college students, indicating the utility of ensemble learning for campus...

Key Points

Develop and evaluate a multi-task artificial intelligence framework for academic early warning, mental health screening, employability forecasting, and administrative decision support in vocational colleges.
Analyzed digital platform and wireless information system records from 2,486 enrolled students at a higher vocational college in Southwest China.
Trained and evaluated Random Forest, XGBoost, BiLSTM, and Stacking ensemble models using feature engineering, cross-validation, SMOTE data balancing, and SHAP interpretability analysis.
The Stacking ensemble model achieved the highest predictive performance across all operational tasks, yielding an AUC-ROC of 0.946 for academic early warning.
The integrated model demonstrated strong recall rates for identifying high-risk mental health concerns and predicting employability outcomes.

Cite This Study

Quan et al. (2026) studied this question.

synapsesocial.com/papers/6a817aa1f2fb91fc834ae948 https://doi.org/10.7716/aem.v15i3.4090

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Implication

Observational modeling study demonstrates high predictive accuracy across academic and psychological risks in vocational college students, indicating the utility of ensemble learning for campus...

Advanced AI-Driven Predictive Analytics for Efficient Student Management in Higher Vocational Colleges

Discussion

Member takes

Implication

Key Points

Cite This Study

Advanced AI-Driven Predictive Analytics for Efficient Student Management in Higher Vocational Colleges

Discussion

Member takes

Implication

Key Points

Cite This Study

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