Integration and Innovation of Higher Education Management and Student Training Mechanisms Based on Big Data
17. März 2025
Über diesen Artikel
Online veröffentlicht: 17. März 2025
Eingereicht: 08. Nov. 2024
Akzeptiert: 19. Feb. 2025
DOI: https://doi.org/10.2478/amns-2025-0259
Schlüsselwörter
© 2025 Shucheng Li, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
Figure 1.

Figure 2.

Figure 3.

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 | |
