What question did this study set out to answer?

Develop and evaluate a big-data-driven framework for precision implementation and effectiveness assessment in university ideological and political education.

August 16, 2026Advanced ElectromagneticsOpen Access

A Study on the Precision Implementation Path and Effectiveness Evaluation of Ideological and Political Education in Higher Education Based on Big Data

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Authors

NZN. ZhouState Grid Corporation of China (China)

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Implication

Empirical multi-university study demonstrates that big-data-driven personalized interventions improve educational effectiveness, indicating enhanced capacity for university governance.

Key Points

Develop and evaluate a big-data-driven framework for precision implementation and effectiveness assessment in university ideological and political education.
Conducted a 1-year empirical study across multiple universities utilizing a three-layer architecture spanning data acquisition, intelligent analysis, and decision support.
Evaluated student outcomes across knowledge acquisition, value identification, and behavioral transformation domains.
Analyzed learning behavior logs, participation metrics, and practical activity records using clustering analysis, association rule mining, and propensity score matching.
Identified distinct, actionable student behavioral and learning profiles across multi-campus datasets.
Demonstrated that data-informed, personalized intervention strategies significantly enhanced overall educational effectiveness across target evaluation metrics.

Cite This Study

N. Zhou (2026) studied this question.

synapsesocial.com/papers/6a8179eff2fb91fc834ad5c2 https://doi.org/10.7716/aem.v15i3.3383

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Implication

Empirical multi-university study demonstrates that big-data-driven personalized interventions improve educational effectiveness, indicating enhanced capacity for university governance.

A Study on the Precision Implementation Path and Effectiveness Evaluation of Ideological and Political Education in Higher Education Based on Big Data

Discussion

Member takes

Implication

Key Points

Cite This Study

A Study on the Precision Implementation Path and Effectiveness Evaluation of Ideological and Political Education in Higher Education Based on Big Data

Discussion

Member takes

Implication

Key Points

Cite This Study

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