The role of cloud-based career planning education platform in boosting students’ career growth
Mar 17, 2025
About this article
Published Online: Mar 17, 2025
Received: Oct 12, 2024
Accepted: Jan 30, 2025
DOI: https://doi.org/10.2478/amns-2025-0296
Keywords
© 2025 Junru Li, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
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Platform usage is a return to the ability of entrepreneurship
| variable | Nonnormalized coefficient | Normalization factor | t | Sig. | Common linear statistics | R2 | ||
|---|---|---|---|---|---|---|---|---|
| B | Standard error | Trial version | tolerance | VIF | ||||
| constant | 0.528 | 0.211 | 3.231 | 0.153 | 0.372 | |||
| Learn about emerging occupations | 0.15 | 0.086 | 0.602 | 2.748 | 0.017 | 0.936 | 1.228 | |
| Career goals are clear | -0.108 | 0.058 | -0.513 | -1.247 | 0.035 | 0.903 | 1.313 | |
| Pre-entrepreneurship preparation | 0.159 | 0.039 | 0.26 | 1.892 | -0.001 | 0.664 | 1.07 | |
| Entrepreneurial policy | 0.125 | 0.044 | 0.332 | 0.665 | 0.001 | 0.626 | 1.329 | |
| Teaching method | 0.152 | 0.054 | 0.202 | 1.191 | 0.006 | 0.583 | 1.552 | |
| Teacher acceptance | 0.073 | 0.016 | 0.195 | 2.7 | 0.016 | 0.806 | 1.27 | |
The platform usage is a return to the ability of employment
| variable | Nonnormalized coefficient | Normalization factor | t | Sig. | Common linear statistics | R2 | ||
|---|---|---|---|---|---|---|---|---|
| B | Standard error | Trial version | tolerance | VIF | ||||
| constant | 0.353 | 0.073 | 1.343 | 0.069 | 0.413 | |||
| Learn about emerging occupations | 0.117 | 0.062 | 0.166 | 2.759 | 0.036 | 0.583 | 1.31 | |
| Know the industry about personal quality | 0.1 | 0.028 | 0.141 | 2.18 | 0.014 | 0.891 | 1.18 | |
| Campus recruitment information | 0.089 | 0.049 | 0.2 | 1.883 | 0.008 | 0.763 | 1.09 | |
| Mass media information | -0.138 | 0.044 | -0.213 | -0.124 | 0.012 | 0.74 | 1.524 | |
| Family social relations | 0.143 | 0.075 | 0.157 | 2.39 | 0.009 | 0.817 | 1.313 | |
| Interview skills | 0.113 | 0.054 | 0.134 | 1.227 | -0.01 | 0.894 | 1.706 | |
| Awareness of social security | 0.103 | 0.048 | 0.105 | 0.378 | 0.003 | 0.688 | 1.112 | |
| Method acceptance of teaching method | 0.142 | 0.078 | 0.158 | 4.692 | -0.015 | 0.746 | 1.348 | |
| Teacher acceptance | 0.1 | 0.045 | 0.079 | 0.692 | 0.006 | 0.596 | 1.757 | |
The platform usage is a return to the ability of career planning
| variable | Nonnormalized coefficient | Normalization factor | t | Sig. | Common linear statistics | R2 | ||
|---|---|---|---|---|---|---|---|---|
| B | Standard error | Trial version | tolerance | VIF | ||||
| constant | 0.09 | 0.011 | 1.848 | 0.563 | 0.453 | |||
| Know the industry about personal quality | 0.321 | 0.113 | 0.149 | 0.77 | 0.029 | 0.564 | 1.51 | |
| Preferential policies for talent employment | 0.102 | 0.04 | 0.041 | 0.272 | 0.048 | 0.905 | 1.742 | |
| Campus recruitment information | 0.233 | 0.045 | 0.128 | 1.146 | 0.014 | 0.775 | 1.993 | |
| Mass media information | -0.118 | 0.037 | -0.052 | -0.34 | 0.008 | 0.743 | 1.621 | |
| Interview skills | 0.153 | 0.038 | 0.127 | 0.145 | 0.021 | 0.828 | 1.27 | |
| Awareness of social security | 0.117 | 0.025 | 0.102 | 0.79 | 0.005 | 0.908 | 1.412 | |
| Teaching method | 0.184 | 0.052 | 0.15 | 1.241 | 0.007 | 0.678 | 1.307 | |
| Teacher acceptance | 0.077 | 0.018 | 0.094 | 2.208 | 0 | 0.742 | 1.433 | |
The difference analysis of different sources in each dimension
| City(M±SD) | County seat(M±SD) | Countryside(M±SD) | F value | |
|---|---|---|---|---|
| Professional ability | 3.48±0.29 | 3.18±0.27 | 2.51±0.16 | 8.551** |
| Method ability | 3.78±0.68 | 3.59±0.26 | 3.75±0.68 | 1.583 |
| Social ability | 4.73±0.14 | 4.5±0.25 | 3.35±0.36 | 2.167 |
Differences in different grades in different grades
| First grade(M±SD) | Second grade(M±SD) | Third grade(M±SD) | F value | |
|---|---|---|---|---|
| Professional ability | 3.44±0.32 | 4.26±0.4 | 3.55±0.65 | 17.621 |
| Method ability | 3.18±1.12 | 3.38±0.99 | 4.37±0.47 | 10.623 |
| Social ability | 4.13±0.94 | 3.91±0.06 | 3.9±0.06 | 9.586 |
Different gender analysis of different dimensions
| Man(M±SD) | Female(M±SD) | F value | |
|---|---|---|---|
| Professional ability | 3.03±0.53 | 4.17±0.88 | 5.025** |
| Method ability | 3.87±0.79 | 3.67±0.71 | 5.58** |
| Social ability | 4.31±0.45 | 4.81±0.43 | 1.985 |
Descriptive statistics
| Variable | Dimension | Mean | Standard deviation |
|---|---|---|---|
| Professional ability | Professional knowledge | 3.64 | 0.88 |
| Basic skill | 3.93 | 0.77 | |
| Practical use | 3.55 | 0.76 | |
| Method ability | Reflection and development ability | 4.15 | 0.75 |
| Career planning ability | 3.56 | 0.72 | |
| Social ability | Ethics and philosophy | 4.47 | 0.79 |
| Communication skills | 3.99 | 0.77 |
Differences in the properties of different schools in each dimension
| Public office(M±SD) | Private sector(M±SD) | F value | |
|---|---|---|---|
| Professional ability | 3.68±0.83 | 3.76±0.35 | 6.018** |
| Method ability | 4.19±0.83 | 3.25±1.01 | 6.31** |
| Social ability | 4.65±0.48 | 4±0.45 | 7.048** |
