Integration and Innovation of Higher Education Management and Student Training Mechanisms Based on Big Data
17 mar 2025
INFORMAZIONI SU QUESTO ARTICOLO
Pubblicato online: 17 mar 2025
Ricevuto: 08 nov 2024
Accettato: 19 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0259
Parole chiave
© 2025 Shucheng Li, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
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Figure 4.

The evaluation index of the fusion innovation model
| Primary indicator | Secondary indicator | Tertiary index | Index number |
|---|---|---|---|
| Thought education (A) | Ideological and political performance (A1) | Three-view performance | A11 |
| Social responsibility | A12 | ||
| Political loyalty | A13 | ||
| Communism ideal | A14 | ||
| Moral quality (A2) | Good judgment | A21 | |
| Behavior performance | A22 | ||
| Honesty | A23 | ||
| Dedication | A24 | ||
| Ability culture (B) | Comprehensive ability (B1) | Interpersonal communication and coordination | B11 |
| Planning organization capability | B12 | ||
| Verbal and verbal ability | B13 | ||
| Team ability | B14 | ||
| Comprehensive quality (B2) | Physical quality | B21 | |
| Mental quality | B22 | ||
| professionalism | B23 | ||
| Humanistic and artistic cultivation | B24 |
Y1 college innovation model implementation effectiveness evaluation
| Secondary indicator | Assessment score | Tertiary index | Index number | Assessment score |
|---|---|---|---|---|
| Ideological and political performance (A1) | 15.16 | Three-view performance | A11 | 4.2 |
| Social responsibility | A12 | 3.8 | ||
| Political loyalty | A13 | 3 | ||
| Communism ideal | A14 | 4.16 | ||
| Moral quality (A2) | 13.27 | Good judgment | A21 | 3.28 |
| Behavior performance | A22 | 3.41 | ||
| Honesty | A23 | 3.56 | ||
| Dedication | A24 | 3.02 | ||
| Comprehensive ability (B1) | 15.35 | Interpersonal communication and coordination | B11 | 4.93 |
| Planning organization capability | B12 | 3.21 | ||
| Verbal and verbal ability | B13 | 3 | ||
| Team ability | B14 | 4.21 | ||
| Comprehensive quality (B2) | 15.94 | Physical quality | B21 | 3.89 |
| Mental quality | B22 | 4.27 | ||
| professionalism | B23 | 3.65 | ||
| Humanistic and artistic cultivation | B24 | 4.13 |
Y2 college innovation model implementation effectiveness evaluation
| Secondary indicator | Assessment score | Tertiary index | Index number | Assessment score |
|---|---|---|---|---|
| Ideological and political performance (A1) | 13.05 | Three-view performance | A11 | 2.7 |
| Social responsibility | A12 | 3.27 | ||
| Political loyalty | A13 | 3.21 | ||
| Communism ideal | A14 | 3.87 | ||
| Moral quality (A2) | 14.04 | Good judgment | A21 | 3.03 |
| Behavior performance | A22 | 3.95 | ||
| Honesty | A23 | 2.73 | ||
| Dedication | A24 | 4.33 | ||
| Comprehensive ability (B1) | 14.31 | Interpersonal communication and coordination | B11 | 3.21 |
| Planning organization capability | B12 | 3.5 | ||
| Verbal and verbal ability | B13 | 4.12 | ||
| Team ability | B14 | 3.48 | ||
| Comprehensive quality (B2) | 14.78 | Physical quality | B21 | 2.99 |
| Mental quality | B22 | 4.15 | ||
| professionalism | B23 | 4.36 | ||
| Humanistic and artistic cultivation | B24 | 3.28 |
Analysis of differences in student satisfaction at different points of performance
| Dimension | Education management | Course setting | Culture system | Culture target | Average | |
|---|---|---|---|---|---|---|
| <2.0 | Mean | 3.96 | 3.96 | 4.72 | 3.85 | 4.12 |
| SD | 0.32 | 0.61 | 0.71 | 0.45 | 0.36 | |
| 2.0-2.5 | Mean | 4.21 | 4.12 | 4.51 | 3.92 | 4.19 |
| SD | 0.67 | 0.36 | 0.56 | 0.79 | 0.42 | |
| 2.5-3.0 | Mean | 4.17 | 4.03 | 4.69 | 3.87 | 4.19 |
| SD | 0.88 | 0.38 | 0.52 | 0.31 | 0.46 | |
| 3.0-3.5 | Mean | 3.91 | 4.11 | 4.59 | 3.92 | 4.13 |
| SD | 0.41 | 0.44 | 0.92 | 0.86 | 0.86 | |
| >3.5 | Mean | 4.4 | 4.18 | 4.74 | 4.19 | 4.38 |
| SD | 0.9 | 0.85 | 0.79 | 0.69 | 0.69 | |
| P | 1.196 | 1.247 | 1.158 | 1.038 | 1.157 | |
Analysis of differences in students’ satisfaction in different grades
| Dimension | Education management | Course setting | Culture system | Culture target | Average | |
|---|---|---|---|---|---|---|
| Freshman year | Mean | 4.11 | 3.98 | 4.78 | 3.87 | 4.185 |
| SD | 0.85 | 0.52 | 0.49 | 0.36 | 0.44 | |
| Sophomore | Mean | 4.16 | 4.06 | 4.62 | 3.96 | 4.2 |
| SD | 0.44 | 0.38 | 0.76 | 0.3 | 0.65 | |
| Junior | Mean | 4.08 | 4.15 | 4.51 | 4.23 | 4.2425 |
| SD | 0.42 | 0.95 | 0.47 | 0.99 | 0.66 | |
| Senior year | Mean | 4.17 | 4.13 | 4.69 | 3.74 | 4.1825 |
| SD | 0.92 | 0.33 | 0.95 | 0.73 | 0.5 | |
| P | 0.503 | 0.849 | 0.337 | 0.824 | 0.584 | |
