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Research on Digital Transformation and Quality Monitoring Mechanism of College Labor Education Based on Big Data Analysis

Yuqi Wu

Yuqi Wu

Institute of Entrepreneurship & Innovation, Jiaxing Nanhu UniversityJiaxing, China
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Wu, Yuqi
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Hanjing Wu

Hanjing Wu

Institute of Entrepreneurship & Innovation, Jiaxing Nanhu UniversityJiaxing, China
Cerca questo autore su
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Wu, Hanjing
  
21 mar 2025
Research on Digital Transformation and Quality Monitoring Mechanism of College Labor Education Based on Big Data Analysis's Cover Image
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Pubblicato online: 21 mar 2025
Ricevuto: 26 ott 2024
Accettato: 06 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0555
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© 2025 Yuqi Wu et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Figure 1.

Association rules network diagram
Association rules network diagram

Figure 2.

Association rules network diagram when the link value is 70
Association rules network diagram when the link value is 70

Common degree of variable

- Initial value Extraction
Social practice 1 0.778
Daily labor 1 0.7
Campus service 1 0.632
Social management 1 0.513
Manual labor 1 0.582
Cooking 1 0.718
Folk art 1 0.704
Garbage disposal 1 0.725
Gift design and production 1 0.722
People’s livelihood service 1 0.628
New media promotion 1 0.63
Agricultural labor 1 0.549
Compound labor 1 0.721
Labor and safety management 1 0.761
Creative work 1 0.792
Future engineer 1 0.83
Artisans and art 1 0.828
Technological innovation and development 1 0.653
Industrial labor 1 0.714
Campus labor 1 0.791
Volunteer service 1 0.579
Forestry production 1 0.698
Domestic service 1 0.619
Living ability 1 0.715
Home cleaning 1 0.718
Simple cooking 1 0.721
Paper art 1 0.795
Cloth knot 1 0.706
Planting 1 0.696
Class management 1 0.71
Maintenance skill 1 0.706

The total variance interpretation of each factor

Initial eigenvalue Extracting the load of the load Rotational load squared
Module Total Percentage of variance Cumulative (%) Total Percentage of variance Cumulative (%) Total Percentage of variance Cumulative (%)
1 12.11 39.013 39.013 12.11 39.026 39.013 4.982 16.057 16.057
2 2.535 8.174 47.187 2.535 8.174 47.187 3.818 12.305 28.362
3 1.948 6.265 53.452 1.948 6.265 53.452 3.763 12.138 40.500
4 1.52 4.875 58.327 1.52 4.875 58.327 2.378 7.682 48.182
5 1.418 4.571 62.898 1.418 4.571 62.898 2.351 7.573 55.755
6 1.088 3.509 66.407 1.088 3.509 66.407 2.21 7.136 62.891
7 0.998 3.24 69.647 0.998 3.24 69.647 2.095 6.756 69.647
8 0.86 2.813 72.46 - - - - - -
9 0.733 2.346 74.806 - - - - - -
10 0.72 2.305 77.111 - - - - - -
11 0.64 2.042 79.153 - - - - - -
12 0.566 1.818 80.971 - - - - - -
13 0.525 1.688 82.659 - - - - - -
14 0.476 1.567 84.226 - - - - - -
15 0.463 1.52 85.746 - - - - - -
16 0.442 1.409 87.155 - - - - - -
17 0.401 1.292 88.447 - - - - - -
18 0.378 1.235 89.682 - - - - - -
19 0.362 1.192 90.874 - - - - - -
20 0.34 1.107 91.981 - - - - - -
21 0.326 1.053 93.034 - - - - - -
22 0.323 1.016 94.05 - - - - - -
23 0.277 0.914 94.964 - - - - - -
24 0.266 0.887 95.851 - - - - - -
25 0.238 0.797 96.648 - - - - - -
26 0.228 0.708 97.356 - - - - - -
27 0.193 0.627 97.983 - - - - - -
28 0.172 0.579 98.562 - - - - - -
29 0.175 0.56 99.122 - - - - - -
30 0.166 0.514 99.636 - - - - - -
31 0.105 0.364 100 - - - - - -

Factor interpretation

Factor Courses with a large contribution rate Professional ability
F1 Social practice labor, cultivation, livelihood service, campus service, paper art pottery, simple cooking Technical ability
F2 Labor engineering construction, artisans and art, industrial production Practical ability
F3 Gift design and production, manual labor, new media propaganda, social management Home school association
F4 Waste disposal and cooking Resource development ability
F5 Cloth art rope knot, maintenance skill Course planning and derivation
F6 Writing skills and living The ability of the basic skills of life
F7 Campus labor Campus labor guidance

Reference table for attribute field

Attribute field The discrete properties field
Age group A1(Over 60 years old), A2(45-59 years old), A3(Under 45 years old)
Job title Z1(Professor), Z2(Associate professor), Z3(Lecturer), Z4(Teaching assistant)
Gender T(Male), F(Female)
Teaching effect A(≥0.325), B(≥-1.006 and<0.325), C(<-1.006)
Teaching attitude A(≥0.322), B(≥-0.956 and<0.322), C(<-0.956)
Teaching content A(≥0.371), B(≥-0.952 and<0.371), C(<-0.952)
Teaching method A(≥0.325), B(≥-0.944 and<0.325), C(<-0.944)

Association rule

Cluster Rule identification Term Support Confidence Gain
Cluster1 34 Teaching method=A 28.915 97.918 2.425
Teaching attitude=A
Age2=A3
Cluster1 40 Teaching method=A 28.212 97.875 2.426
Teaching attitude=A
Age2=A3
Cluster1 36 Teaching method=A 25.905 97.668 2.43
Teaching attitude=A
Age2=A3
Cluster3 48 Teaching method=B 25.905 97.668 1.831
Teaching attitude=B
Age2=A3
Cluster1 37 Teaching method=A 28.928 95.844 2.365
Teaching attitude=A
Age2=A3
Cluster3 49 Teaching method=B 28.223 95.866 1.807
Teaching attitude=B
Age2=A3
Cluster3 30 Teaching method=B 25.915 95.358 1.788
Gender=T
Cluster3 23 Teaching method=B 25.312 92.864 1.766
Gender=T
Cluster1 39 Teaching method=A 27.782 91.315 2.272
Teaching attitude=A
Age2=A3

The factor load matrix after rotation

- Module
1 2 3 4 5 6 7
Social practice 0.742 0.044 0.159 0.161 0.106 0.273 -0.016
Daily labor 0.74 0.282 -0.188 0.02 0.193 0.069 0.11
Campus service 0.658 0.104 0.458 0.182 0.003 0.011 0.151
Social management 0.622 0.311 0.117 0.09 -0.075 0.387 0.185
Manual labor 0.625 0.347 0.318 0.235 0.327 -0.036 0.088
cooking 0.602 -0.042 0.493 0.238 0.092 0.179 -0.036
Folk art 0.584 0.358 0.055 0.075 0.142 0.2 0.282
Garbage disposal 0.568 0.241 0.24 0.059 0.153 0.216 0.381
Gift design and production 0.436 0.377 0.388 0.186 0.359 -0.074 0.218
People’s livelihood service 0.435 0.272 0.301 0.213 0.424 -0.01 0.408
New media promotion 0.431 0.35 0.419 0.268 0.142 0.171 0.33
Agricultural labor 0.349 0.116 0.008 0.361 -0.3 0.266 0.26
Compound labor 2.01 0.111 0.869 0.168 0.115 0.03 0.088
Labor and safety management 1.009 0.205 0.87 0.125 0.051 0.069 0.081
Creative work 0.198 0.628 0.135 0.302 0.385 -0.013 -0.175
Future engineer 0.241 0.598 0.218 0.156 0.127 0.215 0.397
Artisans and art 0.378 0.446 0.229 -0.017 0.345 -0.111 0.227
Technological innovation and development 0.122 0.021 0.784 0.284 -0.015 0.01 0.118
Industrial labor 0.189 0.219 0.686 0.043 0.07 0.088 0.142
Campus labor 0.117 0.321 0.63 0.194 0.101 -0.195 0.15
Volunteer service -0.025 0.26 0.528 -0.017 0.37 0.218 0.021
Forestry production 0.014 0.091 0.344 0.734 0.153 0.091 -0.166
Domestic service 0.243 0.226 0.135 0.711 0.139 0.137 0.141
Living living 0.332 0.211 0.089 0.536 0.403 -0.057 0.441
Home cleaning 0.116 0.214 0.032 0.176 0.756 0.012 -0.143
Simple cooking 0.234 0.064 0.481 0.011 0.489 0.325 0.114
Paper art 0.358 -0.026 0.239 0.251 0.454 0.265 0.288
Cloth knot 0.372 -0.078 -0.285 -0.006 0.113 0.718 0.148
Planting 0.059 0.331 0.343 0.109 0.029 0.671 0.008
Class management 0.279 0.019 0.125 0.455 0.022 0.626 0.167
Maintenance skill 0.148 0.011 0.196 -0.013 -0.103 0.15 0.832
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Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro
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