The Coupling Mechanism between Ideological and Political Education and Employment and Entrepreneurship Ability Development of Students in Higher Vocational Colleges and Universities Driven by Deep Learning
19 mar 2025
Acerca de este artículo
Publicado en línea: 19 mar 2025
Recibido: 04 nov 2024
Aceptado: 12 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0379
Palabras clave
© 2025 Chengyan Wu, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Figure 1.
Figure 2.
Index weight
| Target layer | Criterion layer | Weighting | Index layer | Weighting | Solution layer | Weighting |
|---|---|---|---|---|---|---|
| The evaluation index system of students’ employment and entrepreneurial ability in higher vocational colleges(A) | ||||||
| B1 | 0.2965 | C1 | 0.6753 | D1 | 0.5063 | |
| D2 | 0.4937 | |||||
| C2 | 0.3247 | D3 | 0.5200 | |||
| D4 | 0.4800 | |||||
| B2 | 0.4598 | C3 | 0.4114 | D5 | 0.5600 | |
| D6 | 0.4400 | |||||
| C4 | 0.2247 | D7 | 0.6510 | |||
| D8 | 0.3490 | |||||
| C5 | 0.3639 | D9 | 0.5983 | |||
| D10 | 0.4017 | |||||
| B3 | 0.1352 | C6 | 0.5268 | D11 | 0.5285 | |
| D12 | 0.4715 | |||||
| C7 | 0.4732 | D13 | 0.4560 | |||
| D14 | 0.5440 | |||||
| B4 | 0.1085 | C8 | 0.3597 | D15 | 0.3565 | |
| D16 | 0.4525 | |||||
| D17 | 0.1910 | |||||
| C9 | 0.6403 | D18 | 0.5200 | |||
| D19 | 0.4800 |
The weights of each index are sorted
| Primary indicator | Weighting |
|---|---|
| Problem handling capability (B2) | 0.4598 |
| Professional ability(B1) | 0.2965 |
| Team ability(B3) | 0.1352 |
| Innovative ability(B4) | 0.1085 |
| B2>B1>B3>B4 | |
| Secondary indicator | Weighting |
| Problem solving(C5) | 0.3562 |
| Basic professional ability(C1) | 0.2153 |
| Division of labor(C6) | 0.1213 |
| The way to solve the problem(C4) | 0.0875 |
| Exchange seminar(C7) | 0.0611 |
| Critical career(C2) | 0.0465 |
| The reaction to the problem(C3) | 0.0452 |
| Innovation consciousness and thinking(C8) | 0.0364 |
| Innovative method(C9) | 0.0305 |
| C5>C1>C6>C4>C7>C2>C3>C8>C9 | |
| Results gain and reflect(D10) | 0.3275 |
| Professional ability(D1) | 0.1454 |
| Ability to handle problems(D9) | 0.1025 |
| Face the problem(D5) | 0.0858 |
| Method ability (D2) | 0.0721 |
| Personal traits (D4) | 0.0577 |
| Analytical ability(D6) | 0.0465 |
| Strategic deployment capability(D7) | 0.0314 |
| Specific ability (D3) | 0.0295 |
| Creative thinking(D17) | 0.0261 |
| Innovation spirit(D16) | 0.0174 |
| Team learning force(D13) | 0.0151 |
| Innovative idea(D15) | 0.0124 |
| Gather and gather information ability(D8) | 0.0096 |
| Specific innovation ability(D18) | 0.0063 |
| Team force(D12) | 0.0045 |
| Team communication(D14) | 0.0042 |
| Team cohesion(D11) | 0.0035 |
| Final innovation(D19) | 0.0025 |
| D10>D1>D9>D5>D2>D4>D6>D7> D3>D17>D16>D13>D15>D8>D18> D12>D14>D11>D19 |
The training target is reached to the statistical results
| Culture target | The achievement of the training target | ||||
|---|---|---|---|---|---|
| Very good | Better | General | Worse | Very bad | |
| Develop target 1:Professional development | 95 | 15 | 10 | 0 | 0 |
| Develop target 2:Problem handling ability | 100 | 15 | 5 | 0 | 0 |
| Develop target 3:Team ability | 98 | 13 | 9 | 0 | 0 |
| Develop target 4:Innovative ability | 102 | 10 | 8 | 0 | 0 |
| Mean value | 98.75 | 13.25 | 8 | 0 | 0 |
| Overall ratio | 82.29% | 11.04% | 6.67% | 0% | 0% |
Student employment ability evaluation index system
| Target layer | Primary indicator | Secondary indicator | Tertiary index |
|---|---|---|---|
| The evaluation index system of students’ employment and entrepreneurial ability in higher vocational colleges(A) | |||
| Professional ability(B1) | Basic professional ability(C1) | Professional ability(D1) | |
| Method ability (D2) | |||
| Critical career(C2) | Specific ability (D3) | ||
| Personal traits (D4) | |||
| Problem handling capability (B2) | The reaction to the problem(C3) | Face the problem(D5) | |
| Analytical ability(D6) | |||
| The way to solve the problem(C4) | Strategic deployment capability(D7) | ||
| Gather and gather information ability(D8) | |||
| roblem solving(C5) | Ability to handle problems(D9) | ||
| Results gain and reflect(D10) | |||
| Team ability(B3) | Division of labor(C6) | Team cohesion(D11) | |
| Team force(D12) | |||
| Exchange seminar(C7) | Team learning force(D13) | ||
| Team communication(D14) | |||
| Innovative ability(B4) | Innovation consciousness and thinking(C8) | Innovative idea(D15) | |
| Innovation spirit(D16) | |||
| Creative thinking(D17) | |||
| Innovative method(C9) | Specific innovation ability(D18) | ||
| Final innovation(D19) |
The statistics of the training target
| Culture target | The achievement of the training target | ||||
|---|---|---|---|---|---|
| Very good | Better | General | Worse | Very bad | |
| Develop target 1:Professional development | 55 | 8 | 2 | 0 | 0 |
| Develop target 2:Problem handling ability | 50 | 10 | 5 | 0 | 0 |
| Develop target 3:Team ability | 50 | 11 | 4 | 0 | 0 |
| Develop target 4:Innovative ability | 48 | 9 | 8 | 0 | 0 |
| Mean value | 50.75 | 9.5 | 4.75 | 0 | 0 |
| Overall ratio | 78.08% | 14.61% | 7.31% | 0% | 0% |