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Integration and Innovation of Higher Education Management and Student Training Mechanisms Based on Big Data

  
17 mar 2025

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Figure 1.

Education management and training mechanism fusion innovation model
Education management and training mechanism fusion innovation model

Figure 2.

Fusion innovation model effectiveness evaluates the data analysis process
Fusion innovation model effectiveness evaluates the data analysis process

Figure 3.

Y3 and Y4 universities implement effectiveness assessment results
Y3 and Y4 universities implement effectiveness assessment results

Figure 4.

Overall analysis of satisfaction
Overall analysis of satisfaction

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
Język:
Angielski
Częstotliwość wydawania:
1 razy w roku
Dziedziny czasopisma:
Nauki biologiczne, Nauki biologiczne, inne, Matematyka, Matematyka stosowana, Matematyka ogólna, Fizyka, Fizyka, inne