Occupational Deviance Among University Counselors in China: The Negative Predictive Role of Professional Identity and the Moderating Effect of Self-Control
Abstract
1. Introduction
1.1. Occupational Deviance
1.2. Professional Identity and Occupational Deviance
1.3. Self-Control and Occupational Deviance
1.4. Moderating Effect of Self-Control
1.5. The Goal of This Study
2. Methods
2.1. Research Design
2.2. Demographic Characteristics of Participants
2.3. Survey Tools
2.3.1. General Information Questionnaire
2.3.2. Professional Identity Questionnaire
2.3.3. Self-Control Questionnaire
2.3.4. Occupational Deviance Questionnaire
2.3.5. Statistical Analyses
3. Results
3.1. Normality Test and Common Method Bias Assessment
3.2. Descriptive Analysis of Key Variables
3.3. Partial Correlation and Collinearity Analysis
3.4. Moderating Effect Analysis of Self-Control
4. Discussion
4.1. Occupational Deviance Among Counselors Is Observed to Occur at Relatively Low Levels
4.2. Professional Identity Negatively Predicts Occupational Deviance
4.3. The Moderating Role of Self-Control in the Relationship Between Professional Identity and Occupational Deviance
5. Summary
5.1. Research Conclusions
- (1)
- Occupational deviance among counselors is observed to occur at relatively low levels.
- (2)
- Counselors’ professional identity significantly and negatively predicts occupational deviance.
- (3)
- Self-control has a significant moderating effect on the negative relationship between professional identity and occupational deviance, enhancing the negative predictive relationship between these variables.
5.2. Research Limitations
5.3. Research Implications
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Demographic Variables | Form | Number (n) | Percentage (%) |
---|---|---|---|
Gender | Male | 153 | 42.15 |
Female | 210 | 57.85 | |
Age ① | <30 years old | 169 | 46.56 |
30–39 years old | 152 | 41.87 | |
40–49 | 36 | 9.92 | |
≥50 years old | 6 | 1.65 | |
Marital status | Yes | 237 | 65.29 |
No | 126 | 34.71 | |
Years of service | <5 years | 148 | 40.77 |
5–10 years | 113 | 31.13 | |
11–15 years | 63 | 17.36 | |
>15 years | 39 | 10.74 | |
Professional title ② | Assistant | 57 | 15.70 |
Lecturer | 230 | 63.36 | |
Associate Professor | 70 | 19.28 | |
Professor | 6 | 1.66 | |
Student caseload ③ | <200 students | 57 | 15.70 |
200–300 students | 78 | 21.49 | |
>300 students | 228 | 62.81 | |
Add up the total | 363 | 100 |
M ± SD | 1 | 2 | 3 | Collinearity Analysis | ||
---|---|---|---|---|---|---|
VIF Value | Tolerance | |||||
1. Professional identity | 3.447 ± 1.239 | 1 | 4.954 | 0.194 | ||
2. Self-control | 3.954 ± 0.971 | 0.391 ** | 1 | 2.826 | 0.354 | |
3. Occupational deviance | 2.553 ± 1.230 | −0.509 ** | −0.412 ** | 1 | 4.171 | 0.253 |
Model 1 | Model 2 | Model 3 | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
B | SE | t | p | β | B | SE | t | p | β | B | SE | t | p | β | |
Constant | 1.870 | 0.224 | 8.3420 *** | 0.000 | - | 1.787 | 0.224 | 7.982 ** | 0.000 | - | 1.458 | 0.210 | 6.942 *** | 0.000 | - |
Gender | 0.043 | 0.051 | 0.844 | 0.399 | 0.021 | 0.059 | 0.051 | 1.165 | 0.245 | 0.029 | 0.092 | 0.047 | 1.953 | 0.052 | 0.045 |
Age | 0.022 | 0.044 | 0.500 | 0.618 | 0.016 | 0.019 | 0.043 | 0.437 | 0.662 | 0.014 | 0.043 | 0.040 | 1.081 | 0.280 | 0.031 |
Years of service | −0.017 | 0.029 | −0.565 | 0.572 | −0.017 | −0.009 | 0.029 | −0.295 | 0.768 | −0.009 | 0.016 | 0.027 | 0.597 | 0.551 | 0.016 |
Marital status | 0.006 | 0.065 | 0.092 | 0.926 | 0.003 | 0.010 | 0.064 | 0.148 | 0.883 | 0.005 | 0.061 | 0.060 | 1.020 | 0.308 | 0.029 |
Professional title | 0.023 | 0.021 | 1.097 | 0.273 | 0.026 | 0.023 | 0.020 | 1.122 | 0.263 | 0.026 | 0.019 | 0.019 | 1.025 | 0.306 | 0.022 |
Student caseload | 0.006 | 0.030 | 0.210 | 0.834 | 0.005 | 0.022 | 0.030 | 0.740 | 0.460 | 0.019 | 0.025 | 0.028 | 0.896 | 0.371 | 0.021 |
Professional identity | −0.407 | 0.023 | −18.626 ** | 0.000 | −0.404 | −0.491 | 0.038 | −6.059 ** | 0.000 | −0.488 | −0.480 | 0.035 | −7.980 ** | 0.000 | −0.477 |
Self-control | −0.109 | 0.039 | −2.810 ** | 0.005 | −0.109 | −0.111 | 0.036 | −3.125 ** | 0.002 | −0.111 | |||||
Professional identity × Self-control | −0.154 | 0.019 | −8.062 ** | 0.000 | −0.171 | ||||||||||
R2 | 0.815 | 0.819 | 0.847 | ||||||||||||
Adjusted R2 | 0.811 | 0.815 | 0.843 | ||||||||||||
F | F (7,355) = 223.075, p = 0.000 | F (8,354) = 199.968, p = 0.000 | F (9,353) = 217.105, p = 0.000 | ||||||||||||
ΔR2 | 0.815 | 0.004 | 0.028 | ||||||||||||
ΔF | F (7,355) = 223.075, p = 0.000 | F (1,354) = 7.895, p = 0.005 | F (1,353) = 64.995, p = 0.000 |
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Chen, T.; Luan, X.; Dong, S. Occupational Deviance Among University Counselors in China: The Negative Predictive Role of Professional Identity and the Moderating Effect of Self-Control. Behav. Sci. 2025, 15, 1278. https://doi.org/10.3390/bs15091278
Chen T, Luan X, Dong S. Occupational Deviance Among University Counselors in China: The Negative Predictive Role of Professional Identity and the Moderating Effect of Self-Control. Behavioral Sciences. 2025; 15(9):1278. https://doi.org/10.3390/bs15091278
Chicago/Turabian StyleChen, Tiantian, Xianjun Luan, and Shenghong Dong. 2025. "Occupational Deviance Among University Counselors in China: The Negative Predictive Role of Professional Identity and the Moderating Effect of Self-Control" Behavioral Sciences 15, no. 9: 1278. https://doi.org/10.3390/bs15091278
APA StyleChen, T., Luan, X., & Dong, S. (2025). Occupational Deviance Among University Counselors in China: The Negative Predictive Role of Professional Identity and the Moderating Effect of Self-Control. Behavioral Sciences, 15(9), 1278. https://doi.org/10.3390/bs15091278