What question did this study set out to answer?

To construct a big data-driven dynamic assessment and prediction model that aligns student competencies with evolving industry technical requirements.

August 16, 2026Advanced ElectromagneticsOpen Access

Research on the Construction and Prediction of a Model for Evaluating the Employment Ability of College Students Based on Big Data Analysis

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Authors

SSS. SunAnhui University of Science and Technology DYD. YangAnhui University of Science and Technology JHJ. HuHuainan Normal University

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Implication

Modeling study demonstrates dynamic assessment of graduate employability using machine learning, highlighting enhanced alignment with industrial engineering demands.

Key Points

To construct a big data-driven dynamic assessment and prediction model that aligns student competencies with evolving industry technical requirements.
Integrated on-campus academic behavior records with external recruitment market data to build a multidimensional indicator framework.
Quantified multi-source heterogeneous data using feature engineering and natural language processing.
Constructed predictive models via ensemble learning algorithms, specifically Random Forest and XGBoost, and interpreted feature importance using the SHAP framework.
Achieved 91.2% accuracy in evaluating student employment competitiveness levels.
Reduced the root mean square error (RMSE) of starting salary predictions to 2,800 yuan, achieving a mean absolute percentage error (MAPE) of 10.5%.

Cite This Study

Sun et al. (2026) studied this question.

synapsesocial.com/papers/6a817a4cf2fb91fc834adfd1 https://doi.org/10.7716/aem.v15i3.3356

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Implication

Modeling study demonstrates dynamic assessment of graduate employability using machine learning, highlighting enhanced alignment with industrial engineering demands.

Research on the Construction and Prediction of a Model for Evaluating the Employment Ability of College Students Based on Big Data Analysis

Discussion

Member takes

Implication

Key Points

Cite This Study

Research on the Construction and Prediction of a Model for Evaluating the Employment Ability of College Students Based on Big Data Analysis

Discussion

Member takes

Implication

Key Points

Cite This Study

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