Teaching Sustainable Employability: Examining the Factor Structure of the Perception of Career Development Inventory for Chinese College Students
Abstract
:1. Introduction
1.1. The Career Development Theory and Measurements
1.2. The Career Development Practice of Higher Education in China
1.3. The Present Study
2. Method
2.1. Participants
2.2. Materials
2.3. Procedure
2.4. Data Analysis
3. Results
3.1. EFA
3.2. CFA and ESEM
4. Discussion
4.1. Practical Implementation
4.2. Limitations and Future Research
5. Conclusions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
Factor | 1 | 2 | 3 | 4 | 5 |
---|---|---|---|---|---|
Three-factor Model (29 items) | |||||
1 | - | ||||
2 | 0.33 * | - | |||
3 | 0.59 * | 0.39 * | - | ||
Four-factor Model (29 items) | |||||
1 | - | ||||
2 | 0.47 * | - | |||
3 | 0.26 * | 0.54 * | - | ||
4 | 0.42 * | 0.51 * | 0.36 * | - | |
Five-factor Model (29 items) | |||||
1 | - | ||||
2 | 0.54 * | - | |||
3 | 0.47 * | 0.29 * | - | ||
4 | 0.43 * | 0.21 * | 0.45 * | - | |
5 | 0.46 * | 0.36 * | 0.37 * | 0.50 * | - |
Three-factor Model (20 items) | |||||
1 | - | ||||
2 | 0.55 * | - | |||
3 | 0.48 * | 0.18 | - | ||
Four-factor Model (20 items) | |||||
1 | - | ||||
2 | 0.21 * | - | |||
3 | 0.42 * | 0.54 * | - | ||
4 | 0.29 * | 0.28 * | 0.49 * | - |
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Model | χ2 | df | CFI | TLI | AIC | BIC | Adjusted BIC | RMSEA | SRMR |
---|---|---|---|---|---|---|---|---|---|
Three Factor (29 items) | 1076.449 ** | 406 | 0.863 | 0.827 | 27,002.272 | 27,545.982 | 27,095.531 | 0.083 | 0.049 |
Four Factor (29 items) | 879.290 ** | 296 | 0.894 | 0.854 | 26,715.594 | 27,358.857 | 26,825.929 | 0.076 | 0.038 |
Five Factor (29 items) | 738.076 ** | 271 | 0.915 | 0.873 | 26,545.960 | 27,284.947 | 26,672.714 | 0.071 | 0.033 |
Three Factor (20 items) | 491.346 ** | 133 | 0.902 | 0.860 | 19,184.538 | 19,555.946 | 19,248.244 | 0.089 | 0.056 |
Four Factor (20 items) | 291.152 ** | 116 | 0.952 | 0.921 | 18,972.222 | 19,408.722 | 19,047.092 | 0.067 | 0.029 |
Item | F1 | F2 | F3 | F4 |
---|---|---|---|---|
Self-seeking | ||||
S01 | −0.007 | 0.060 | 0.861 | −0.132 |
S02 | 0.043 | 0.049 | 0.802 | 0.019 |
S03 | 0.104 | 0.139 | 0.442 | 0.165 |
S04 | −0.093 | 0.027 | 0.891 | 0.038 |
S05 | 0.161 | 0.053 | 0.539 | 0.113 |
Competence Enhancement | ||||
C01 | −0.001 | 0.050 | 0.014 | 0.811 |
C02 | 0.101 | −0.050 | 0.149 | 0.513 |
C03 | −0.011 | 0.048 | −0.069 | 0.697 |
C04 | 0.038 | 0.154 | 0.121 | 0.539 |
Context Exploration | ||||
E01 | 0.041 | 0.827 | 0.123 | 0.000 |
E02 | −0.015 | 0.957 | 0.040 | −0.002 |
E03 | −0.028 | 0.976 | 0.022 | −0.018 |
E04 | 0.005 | 0.913 | −0.023 | 0.033 |
E05 | 0.019 | 0.953 | 0.000 | 0.004 |
E06 | 0.025 | 0.905 | −0.035 | 0.043 |
Role Matching | ||||
R01 | 0.432 | −0.031 | −0.026 | 0.164 |
R02 | 0.387 | −0.090 | 0.038 | 0.156 |
R03 | 0.387 | −0.014 | 0.107 | 0.189 |
R04 | 0.865 | 0.011 | −0.068 | 0.005 |
R05 | 0.664 | 0.069 | 0.171 | −0.106 |
Model | χ2 | df | CFI | TLI | AIC | BIC | Adjusted BIC | RMSEA | SRMR |
---|---|---|---|---|---|---|---|---|---|
CFA (20 items) | 498.063 ** | 164 | 0.942 | 0.933 | 19,097.697 | 19,350.408 | 19,141.043 | 0.077 | 0.056 |
ESEM (20 items) | 326.979 ** | 116 | 0.963 | 0.940 | 19,022.431 | 19,458.930 | 19,097.301 | 0.073 | 0.022 |
CFA (17 items) | 315.948 ** | 113 | 0.960 | 0.952 | 16,191.558 | 16,409.080 | 16,228.994 | 0.073 | 0.048 |
ESEM (17 items) | 212.325 ** | 74 | 0.973 | 0.950 | 16,165.936 | 16,533.515 | 16,228.984 | 0.074 | 0.017 |
Item | CFA | ESEM | |||
---|---|---|---|---|---|
FactorLoading | F1 | F2 | F3 | F4 | |
Self-seeking | |||||
S01 | 0.865 | −0.022 | −0.035 | 0.929 | −0.012 |
S02 | 0.889 | 0.134 | 0.049 | 0.772 | 0.015 |
S04 | 0.879 | 0.008 | 0.061 | 0.807 | 0.050 |
Competence Enhancement | |||||
C01 | 0.819 | −0.073 | 0.017 | −0.012 | 0.889 |
C02 | 0.808 | 0.010 | 0.004 | 0.126 | 0.714 |
C03 | 0.767 | 0.146 | −0.049 | −0.045 | 0.682 |
C04 | 0.673 | 0.024 | 0.151 | 0.146 | 0.500 |
Context Exploration | |||||
E01 | 0.882 | −0.015 | 0.777 | 0.179 | −0.003 |
E02 | 0.963 | 0.017 | 0.966 | −0.012 | 0.006 |
E03 | 0.974 | 0.020 | 0.995 | −0.035 | −0.003 |
E04 | 0.918 | 0.013 | 0.905 | −0.017 | 0.053 |
E05 | 0.953 | −0.017 | 0.928 | 0.041 | 0.006 |
E06 | 0.912 | −0.012 | 0.894 | 0.044 | −0.022 |
Role Matching | |||||
R01 | 0.462 | 0.382 | −0.057 | 0.090 | 0.040 |
R02 | 0.651 | 0.678 | 0.006 | 0.024 | −0.017 |
R03 | 0.747 | 0.755 | 0.139 | −0.023 | 0.027 |
R04 | 0.711 | 0.551 | 0.026 | 0.236 | 0.011 |
Factor | M | SD | 1 | 2 | 3 | 4 |
---|---|---|---|---|---|---|
Self-seeking | 4.56 | 1.24 | - | |||
Competence Enhancement | 4.20 | 1.18 | 0.56 ** | - | ||
Context Exploration | 3.82 | 1.86 | 0.62 ** | 0.45 ** | - | |
Role Matching | 5.16 | 0.81 | 0.61 ** | 0.46 ** | 0.27 ** | - |
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Qu, Y. Teaching Sustainable Employability: Examining the Factor Structure of the Perception of Career Development Inventory for Chinese College Students. Sustainability 2023, 15, 9049. https://doi.org/10.3390/su15119049
Qu Y. Teaching Sustainable Employability: Examining the Factor Structure of the Perception of Career Development Inventory for Chinese College Students. Sustainability. 2023; 15(11):9049. https://doi.org/10.3390/su15119049
Chicago/Turabian StyleQu, Yi. 2023. "Teaching Sustainable Employability: Examining the Factor Structure of the Perception of Career Development Inventory for Chinese College Students" Sustainability 15, no. 11: 9049. https://doi.org/10.3390/su15119049
APA StyleQu, Y. (2023). Teaching Sustainable Employability: Examining the Factor Structure of the Perception of Career Development Inventory for Chinese College Students. Sustainability, 15(11), 9049. https://doi.org/10.3390/su15119049