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Research on Data Science-based Digital Empowerment Path in the Integration of Civic and Political Education and Dual Innovation Education in Colleges and Universities

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21 mar 2025
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Figure 1.

Logistic regression model function
Logistic regression model function

Test of intersubjectivity

Source Independent variable The type of square of type Ⅲ df Mean square F Sig.
Calibration model Ability culture 139.497a 1 139.497 90.06 0.00
Government support 132.519b 1 132.519 51.42 0.00
Enterprise cooperation 107.067c 1 107.067 31.88 0.00
School support 121.235d 1 121.235 22.841 0.00
Value guidance 57.569e 1 57.569 12.464 0.00
Intercept Ability culture 56739.096 1 56739.096 36621.956 0.00
Government support 52160.605 1 52160.605 20206.433 0.00
Enterprise cooperation 45838.896 1 45838.896 13485.628 0.00
School support 42468.158 1 42468.158 8035.548 0.00
Value guidance 51557.623 1 51557.623 10994.363 0.00
Validity Ability culture 139.5 91 139.5 89.927 0.00
Government support 132.607 91 132.607 51.358 0.00
Enterprise cooperation 107.236 91 107.236 31.589 0.00
School support 121.229 91 121.229 22.903 0.00
Value guidance 57.18 91 57.18 12.173 0.00
Error Ability culture 1227.225 94 1.417
Government support 2044.375 94 2.728
Enterprise cooperation 2692.055 94 3.409
School support 4185.686 94 5.127
Value guidance 3714.021 94 4.67
Sum. Ability culture 58276.064 96
Government support 54483.609 96
Enterprise cooperation 48789.769 96
School support 46862.164 96
Value guidance 55691.662 96
Total correction Ability culture 1366.458 95
Government support 2177.032 95
Enterprise cooperation 2799.277 95
School support 4307.064 95
Value guidance 3771.346 95

Variable measurement

Effect Value F Assumption df Error df Sig.
Intercept Pillai’s tracking 0.997 26891.23b 5 87 0.00
Wilks’s Lambda 0.005 26891.23b 5 87 0.00
Hotelling’ tracking 239.534 26891.23b 5 87 0.00
Roy’s biggest root 239.534 26891.23b 5 87 0.00
Validity Pillai’s tracking 0.465 101.07b 5 87 0.00
Wilks’s Lambda 0.527 101.07b 5 87 0.00
Hotelling’ tracking 0.907 101.07b 5 87 0.00
Roy’s biggest root 0.907 101.07b 5 87 0.00

Effectiveness analysis of enterprise cooperation

Value Df Gradual sig. (both side) Accurate sig (both side) Accurate sig (single side) Point probability
Pearson χ2 646.123a 11 0.00 0.00 0.00
Likelihood ratio 112.468 11 0.002 0.00 0.00
Fisher’s accurate test 0.00 0.00
Linear combinations 20.745 1 0.00 0.00 0.00 0.00
N 96

Effectiveness analysis of college support

Value Df Gradual sig. (both side) Accurate sig (both side) Accurate sig (single side) Point probability
Pearson χ2 646.123a 12 0.00 0.00 0.00
Likelihood ratio 102.571 12 0.003 0.00 0.00
Fisher’s accurate test 0.00 0.00
Linear combinations 54.334 1 0.00 0.00 0.00 0.00
N 96

Analysis of the logistic regression of innovative entrepreneurial ambition

Variable Walds P OR 95%CI
Value guidance
High vs low 5.969 0.013 14.237 1.696 120.459
Government support
High vs low 4.247 0.031 3.696 1.093 13.515
Enterprise cooperation
High vs low 0.177 0.048 0.597 0.037 3.084
School support
High vs low 3.686 0.037 3.501 0.815 12.433
Ability culture
High vs low 3.994 0.033 4.341 1.165 16.530
Constant 16.327 0.000 0.105

Descriptive statistics

Variable Low entrepreneur-ship High entrepreneur-ship χ2 p
Gender Male 44.3% 55.7% 0.864 0.385
Female 56.0% 44.0%
Student type Doctoral student 27.5% 72.5% 3.581 0.067
Master student 57.6% 42.4%
Grade First grade 55.3% 44.7% 3.057 0.229
Second grade 43.4% 56.6%
Third grade 72.1% 27.9%
A year or more work experience Yes 36.3% 63.7% 1.529 0.25
No 56.6% 43.4%
Ability culture High 16.8% 83.2% 7.731 0.005
Low 59.9% 40.1%
Government support High 76.2% 23.8% 20.813 0.00
Low 26.6% 73.4%
Enterprise cooperation High 71.2% 28.8% 12.043 0.001
Low 33.7% 66.3%
School support High 79.8% 20.2% 15.395 0.00
Low 35.0% 65.0%
Value guidance High 76.0% 24.0% 17.071 0.00
Low 33.0% 67.0%

Effectiveness analysis of value guidance

Value Df Gradual sig. (both side) Accurate sig (both side) Accurate sig (single side) Point probability
Pearson χ2 557.547a 76 0.00 0.00 0.00
Likelihood ratio 103.187 76 0.003 0.00 0.00
Fisher’s accurate test 0.00 0.00
Linear combinations 45.571 1 0.00 0.00 0.00 0.00
N 96

Effectiveness analysis of ability culture

Value Df Gradual sig. (both side) Accurate sig (both side) Accurate sig (single side)
Pearson χ2 686.000a 5 0.00
Likelihood ratio 124.457 5 0.001
Fisher’s accurate test 0.00 0.00
Linear and linear combinations 190.791 1 0.00
N 96

Effectiveness analysis of government support

Value Df Gradual sig. (both side) Accurate sig (both side) Accurate sig (single side) Point probability
Pearson χ2 689.425a 8 0.00 0.00 0.00
Likelihood ratio 114.642 8 0.002 0.00 0.00
Fisher’s accurate test 0.00 0.00
Linear combinations 21.385 1 0.00 0.00 0.00 0.00
N 96
Lingua:
Inglese
Frequenza di pubblicazione:
1 volte all'anno
Argomenti della rivista:
Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro