Research on Digital Resource Construction and Intelligent Recommendation Strategy for Civic and Political Education in Colleges and Universities
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17. März 2025
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Online veröffentlicht: 17. März 2025
Eingereicht: 16. Okt. 2024
Akzeptiert: 05. Feb. 2025
DOI: https://doi.org/10.2478/amns-2025-0169
Schlüsselwörter
© 2025 Jiayi Xie et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
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Descriptive statistics and grade difference analysis
Dimension | Minimum value | Maximum value | Mean value | Standard deviation | Kurtosis | Degree of bias |
Self-evaluation | 18 | 42 | -0.2856 | 0.0587 | ||
Teaching effect | 16 | 38 | -0.1836 | 0.3785 | ||
Teaching resources and methods | 15 | 27 | 19.4856 | 2.2863 | 0.3788 | 0.2678 |
Overall evaluation | 52 | 94 | -0.6445 | -1.2645 | ||
Dimension Self-evaluation | T | Freedom | Mean difference(Freshman year-sophomore) | P | 95% confidence interval | |
Lower limit | Upper limit | |||||
Teaching effect | 1.3452 | 36.8555 | 1.4855 | 0.1826 | -0.6885 | 3.6285 |
Teaching resources and methods | 2.2485 | 36.8555 | 0.6785 | 0.2658 | 0.0826 | 1.3885 |
Overall evaluation | 2.1226 | 36.8555 | 0.8345 | 0.1388 | 0.0548 | 1.6248 |
Dimension | 1.8455 | 36.8555 | 2.9285 | 0.2658 | -0.1236 | 6.1578 |
Project analysis and factor analysis
Primary indicator | Evaluation of teachers’ digital thinking | ||
Secondary indicator | Satisfaction | Acquired sense | Student interaction perception |
Project analysis t test | 0.000*** | 0.000*** | 0.000*** |
KMO | 0.9482 | ||
Contribution rate /% | 50.2562 | ||
Cumulative contribution /% | |||
Primary indicator | Student digital learning effect evaluation | ||
Secondary indicator | Satisfaction | Acquired sense | Student interaction perception |
Project analysis t test | 0.000*** | 0.000*** | 0.000*** |
KMO | 0.9157 | ||
Contribution rate /% | 47.8565 | ||
Cumulative contribution /% | |||
Primary indicator | The combination of recommended teaching results | ||
Secondary indicator | Student evaluation | Teacher evaluation | |
Project analysis t test | 0.000*** | 0.000*** | |
KMO | 0.9245 | ||
Contribution rate /% | 52.7486 | ||
Cumulative contribution /% |
Analysis of composite reliability and convergence validity
Primary indicator | Secondary indicator | Specific content | Estimate | AVE | CR |
Evaluation of teachers’ digital teaching effect | Satisfaction | Improve the teaching atmosphere | 0.8785 | 0.8515 | 0.9245 |
Improve the teaching activity | 0.9055 | ||||
Acquired sense | Improving teaching ability | 0.9245 | 0.8545 | 0.9285 | |
Improving teachers’ literacy | 0.9268 | ||||
Student interaction perception | The willingness to interact significantly increased | 0.9048 | 0.8345 | 0.9125 | |
The distance between teachers and students is closer | 0.8485 | ||||
Student digital learning effect evaluation | Satisfaction | Promote outlook on life | 0.8463 | 0.8245 | 0.9154 |
Promote values | 0.8912 | ||||
Acquired sense | Enhanced identity | 0.9248 | 0.8236 | 0.9048 | |
Enhanced social identity | 0.9078 | ||||
Student interaction perception | The willingness to interact significantly increased | 0.8626 | 0.8548 | 0.9278 | |
The distance between teachers and students is closer | 0.9286 | ||||
The combination of recommended teaching results | Student evaluation | Student performance progress is obvious | 0.8932 | 0.8315 | 0.9185 |
The comprehensive quality of the students was significantly improved | 0.8936 | ||||
Teacher evaluation | Teacher satisfaction improvement | 0.9185 | 0.8269 | 0.9088 | |
Teachers’ class is high in praise | 0.9058 |