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Institutional Heterogeneity in Crisis Response: Mixed-Methods Analysis of Ukrainian Higher Education Strategic Adaptation During War - Complete Dataset and Analysis

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DataCite Commons2026-05-03 更新2026-05-07 收录
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https://zenodo.org/doi/10.5281/zenodo.20001733
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资源简介:
This dataset contains the complete analytical pipeline, results, and supplementary materials for a systematic mixed-methods analysis of strategic adaptation patterns among 135 Ukrainian higher education institution (HEI) experts during the ongoing war (2022-2025). Key Findings:- Seven distinct institutional clusters (Silhouette coefficient = 0.955)- Three dominant strategic themes: Infrastructure Development (298 mentions),   Educational Excellence (276 mentions), Societal Engagement (211 mentions)- Experience as primary predictor (55.8% feature importance)- High data quality: 97.21% response completeness, MCAR missing mechanism Original Data Source: Institute of Higher Education, NAES of Ukraine (DOI: 10.5281/zenodo.17357447) Methods: Three-phase framework including data preprocessing, statistical analysis (PCA, cluster analysis, chi-square tests), and advanced techniques (Ukrainian NLP, topic modeling, machine learning). See README.md for complete documentation.
提供机构:
Zenodo
创建时间:
2026-05-03
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