Research on the Influence of Anxiety Psychology on Unsafe Behavior Among Construction Workers
Abstract
:1. Introduction
2. Literature Review and Theoretical Model
2.1. Unsafe Behaviors and Unsafe Psychology
2.2. Anxiety Psychology and Unsafe Behaviors
2.3. Mediating Roles of Organizational Climate, Safety Competency, and Job Satisfaction
2.4. Moderating Effects of Demographic Characteristics
3. Methodology
3.1. Research Framework and Theoretical Foundations
3.2. Questionnaire Design
3.3. Data Collection
3.4. Data Analysis Tools
4. Model Validation and Result Analysis
4.1. Questionnaire Reliability and Validity Testing
4.1.1. Exploratory Factor Analysis (EFA)
4.1.2. Confirmatory Factor Analysis (CFA)
4.2. Correlation Analysis
4.3. Analysis of Variance
4.4. Regression Analysis
4.4.1. Main Effect Testing
4.4.2. Mediation Effect Testing
4.5. Structural Equation Modeling (SEM)
5. Discussion
5.1. Impact Mechanism of Anxiety Psychology on Unsafe Behaviors
- Negative Correlation Between Anxiety Psychology and Organizational Climate
- Negative Correlation Between Organizational Climate and Unsafe Behaviors
- Negative Correlation Between Anxiety Psychology and Safety Competency
- Negative Correlation Between Safety Competency and Unsafe Behaviors
- Negative Correlation Between Anxiety Psychology and Job Satisfaction
- Negative Correlation Between Job Satisfaction and Unsafe Behaviors
- Positive Correlation Between Anxiety Psychology and Unsafe Behaviors
- Significant Differential Effects of Demographic Variables on Anxiety Psychology and Unsafe Behaviors
5.2. Preventive Measures and Suggestions
5.2.1. External Environmental Control
5.2.2. Internal Self-Regulation
5.2.3. Direct Anxiety Intervention
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Constructs | Label | Measurement Items |
---|---|---|
Anxiety Psychology | A1 | Frequent abnormal heart rate fluctuations during work |
A2 | Frequent elevated blood pressure during work | |
A3 | Frequent rapid breathing rates during work | |
Unsafe Behaviors | B1 | Unsafe behaviors caused by operational loss of control at construction sites |
B2 | Intentional unsafe behaviors due to resentment or emotional instability at construction sites | |
B3 | Unsafe behaviors stemming from lack of safety knowledge | |
B4 | Neglect of personal protective equipment (PPE) usage | |
B5 | Unsafe behaviors induced by external distractions | |
B6 | Unsafe behaviors attributable to hazardous construction environments | |
Organizational Climate | O1 | Well-established safety protocols in the project department or team |
O2 | Regular safety training conducted by the project department or team | |
O3 | Poor safety climate within the project department or team | |
Job Satisfaction | S1 | Dissatisfaction with salary levels |
S2 | Interpersonal conflicts with colleagues or supervisors | |
S3 | Lack of interest in work tasks | |
S4 | Operator dissatisfaction with on-site safety conditions | |
S5 | Operator dissatisfaction with leadership practices | |
Safety Competency | C1 | Unsafe behaviors arising from inadequate job proficiency |
C2 | Unsafe behaviors due to physical fatigue | |
C3 | Unsafe behaviors resulting from insufficient safety awareness |
Category | Item | Frequency | Percentage |
---|---|---|---|
Gender | Male | 186 | 70.7% |
Female | 77 | 29.3% | |
Age | 18–27 | 33 | 4.2% |
27–35 | 42 | 16.0% | |
35–50 | 156 | 67.7% | |
≥50 | 32 | 12.2% | |
Educational background | Junior high school or below | 134 | 73.8% |
Higher school | 54 | 20.5% | |
College degree | 43 | 4.9% | |
Bachelor’s or above | 32 | 0.8% | |
Experience | ≤5 | 62 | 23.6% |
5–10 | 81 | 31.9% | |
10–20 | 88 | 33.5% | |
≥20 | 32 | 11.0% | |
Level of anxiety | Normal | 35 | 13.3% |
Mild | 96 | 36.5% | |
Moderate | 88 | 33.5% | |
Severe | 44 | 16.7% |
Constructs | Items | CITC | Cronbach’s α | KOM Value | Bartlett’s Test of Sphericity (Sig) | Factor Loadings | Eigenvalue | Cumulative Variance Explained |
---|---|---|---|---|---|---|---|---|
Unsafe Behaviors | B1 | 0.660 | 0.952 | 0.940 | 0.000 | 0.909 | 2.449 | 82.092% |
B2 | 0.712 | 0.888 | ||||||
B3 | 0.823 | 0.921 | ||||||
B4 | 0.722 | 0.822 | ||||||
B5 | 0.684 | 0.831 | ||||||
B6 | 0.745 | 0.920 | ||||||
Anxiety Psychology | A1 | 0.714 | 0.912 | 0.854 | 0.000 | 0.833 | 2.641 | 73.953% |
A2 | 0.851 | 0.891 | ||||||
A3 | 0.654 | 0.942 | ||||||
Organizational Climate | O1 | 0.529 | 0.788 | 0.775 | 0.000 | 0.909 | 2.556 | 92.031% |
O2 | 0.634 | 0.921 | ||||||
O3 | 0.772 | 0.941 | ||||||
Job Satisfaction | S1 | 0.582 | 0.884 | 0.712 | 0.000 | 0.898 | 2.779 | 80.892% |
S2 | 0.614 | 0.845 | ||||||
S3 | 0.706 | 0.851 | ||||||
S4 | 0.682 | 0.951 | ||||||
S5 | 0.823 | 0.907 | ||||||
Safety Competency | C1 | 0.732 | 0.850 | 0.738 | 0.000 | 0.927 | 2.582 | 86.986% |
C2 | 0.638 | 0.918 | ||||||
C3 | 0.709 | 0.901 |
Constructs | Items | Std. FL | SMC | S.E | CR | AVE |
---|---|---|---|---|---|---|
Anxiety Psychology | A1 | 0.758 | 0.626 | 0.278 | ||
A2 | 0.811 | 0.638 | 0.334 | 0.891 | 0.628 | |
A3 | 0.845 | 0.577 | 0.291 | |||
Organizational Climate | O1 | 0.732 | 0.612 | 0.264 | 0.842 | 0.667 |
O2 | 0.797 | 0.633 | 0.336 | |||
O3 | 0.767 | 0.512 | 0.285 | |||
Safety Competency | C1 | 0.801 | 0.533 | 0.364 | 0.869 | 0.634 |
C2 | 0.713 | 0.523 | 0.322 | |||
C3 | 0.725 | 0.565 | 0.318 | |||
Job Satisfaction | S1 | 0.811 | 0.561 | 0.285 | 0.823 | 0.629 |
S2 | 0.762 | 0.613 | 0.281 | |||
S3 | 0.765 | 0.541 | 0.326 | |||
S4 | 0.773 | 0.546 | 0.261 | |||
S5 | 0.783 | 0.576 | 0.253 | |||
Unsafe Behaviors | B1 | 0.854 | 0.711 | 0.283 | 0.878 | 0.548 |
B2 | 0.821 | 0.562 | 0.301 | |||
B3 | 0.712 | 0.651 | 0.313 | |||
B4 | 0.756 | 0.638 | 0.345 | |||
B5 | 0.743 | 0.522 | 0.292 | |||
B6 | 0.698 | 0.579 | 0.340 |
Variable | Item | Unsafe Behaviors |
---|---|---|
Anxiety Psychology | Pearson correlation | 0.489 ** |
Significance (two-tailed) | 0.002 | |
Number of cases | 263 | |
Organizational Climate | Pearson correlation | −0.472 ** |
Significance (two-tailed) | 0.002 | |
Number of cases | 263 | |
Safety Competency | Pearson correlation | −0.442 ** |
Significance (two-tailed) | 0.003 | |
Number of cases | 263 | |
Job Satisfaction | Pearson correlation | −0.413 ** |
Significance (two-tailed) | 0.002 | |
Number of cases | 263 |
Constructs | Variable | Ave | F | p | |||
---|---|---|---|---|---|---|---|
A | B | C | D | ||||
Gender | Anxiety psychology | 2.52 | 2.86 | / | / | 10.324 | 0.001 |
Unsafe behaviors | 3.22 | 3.01 | / | / | 2.151 | 0.201 | |
Age | Anxiety psychology | 2.43 | 2.76 | 2.88 | 2.65 | 11.438 | 0.005 |
Unsafe behaviors | 3.35 | 3.56 | 3.77 | 3.84 | 15.146 | 0.004 | |
Educational background | Anxiety psychology | 2.34 | 2.53 | 2.66 | 2.89 | 11.915 | 0.002 |
Unsafe behaviors | 3.73 | 3.63 | 3.55 | 3.34 | 15.355 | 0.003 | |
Experience | Anxiety psychology | 2.75 | 2.68 | 2.52 | 2.50 | 10.825 | 0.003 |
Unsafe behaviors | 3.44 | 3.13 | 3.08 | 3.21 | 2.615 | 0.201 | |
Level of anxiety | Anxiety psychology | 2.35 | 3.44 | 3.56 | 4.62 | 12.131 | 0.001 |
Unsafe behaviors | 2.14 | 3.33 | 3.54 | 4.81 | 2.615 | 0.001 |
Dependent Variable | Dependent Variable: Unsafe Behaviors | |||
---|---|---|---|---|
Model 1 | Model 2 | |||
β | t | β | t | |
Control variable | ||||
Gender | 0.043 | 1.574 | 0.052 | 1.255 |
Age | 0.073 ** | 0.532 | 0.077 ** | 0.487 |
Educational background | −0.136 * | −1.272 | −0.115 * | −1.422 |
Experience | −0.075 | −1.521 | −0.018 | −1.671 |
Level of anxiety | 0.173 ** | 1.921 | 0.133 ** | 1.822 |
Independent variable | ||||
Anxiety psychology | 0.679 *** | 2.922 | ||
R2 | 0.385 | 0.601 | ||
R2 (Adjusted) | 0.363 | 0.586 | ||
F | 2.852 *** | 82.630 *** |
Dependent Variable | Job Satisfaction | Unsafe Behaviors | ||||
---|---|---|---|---|---|---|
Model 3 | Model 4 | Model 5 | ||||
β | t | β | t | β | t | |
Control variable | ||||||
Gender | 0.041 | 1.031 | 0.051 | 1.034 | 0.049 | 0.049 |
Age | 0.071 ** | 0.636 | 0.064 ** | 0.521 | 0.071 ** | 0.071 ** |
Educational background | −0.131 * | −1.221 | −0.130 * | −1.451 | −0.132 * | −0.132 * |
Experience | −0.073 | −1.523 | −0.013 | −1.634 | −0.025 | −0.025 |
Level of anxiety | −0.361 ** | −1.618 | −0.303 ** | −1.728 | −0.315 ** | −1.468 |
Independent variable | ||||||
Anxiety psychology | −0.389 ** | −1.581 | 0.179 ** | 1.621 | ||
Mediating variable | ||||||
Job satisfaction | −0.015 | −0.195 | −0.003 ** | −0419 | ||
R2 | 0.448 | 0.641 | 0.623 | |||
R2 (Adjusted) | 0.435 | 0.632 | 0.618 | |||
F | 3.646 *** | 4.369 *** | 4.139 *** |
Dependent Variable | Organizational Climate | Unsafe Behaviors | ||||
---|---|---|---|---|---|---|
Model 6 | Model 7 | Model 8 | ||||
β | t | β | t | β | t | |
Control variable | ||||||
Gender | 0.033 | 1.035 | 0.055 | 1.039 | 0.044 | 0.044 |
Age | 0.073 ** | 0.631 | 0.061 ** | 0.522 | 0.073 ** | 0.072 ** |
Educational background | −0.133 * | −1.229 | −0.135 * | −1.445 | −0.136 * | −0.134 * |
Experience | −0.069 | −1.517 | −0.019 | −1.644 | −0.021 | −0.021 |
Level of anxiety | −0.359 ** | −1.626 | −0.316 ** | −1.735 | −0.310 ** | −1.465 |
Independent variable | ||||||
Anxiety psychology | −0.383 ** | −1.595 | 0.071 ** | 1.629 | ||
Mediating Variable | ||||||
Organizational climate | −0.013 | −0.191 | −0.002 ** | −0412 | ||
R2 | 0.459 | 0.645 | 0.625 | |||
R2 (Adjusted) | 0.446 | 0.639 | 0.618 | |||
F | 3.655 *** | 4.357 *** | 4.263 *** |
Dependent Variable | Security Capability | Unsafe Behaviors | ||||
---|---|---|---|---|---|---|
Model 9 | Model 10 | Model 11 | ||||
β | t | β | t | β | t | |
Control variable | ||||||
Gender | 0.027 | 1.134 | 0.049 | 1.079 | 0.056 | 0.041 |
Age | 0.064 ** | 0.622 | 0.059 ** | 0.563 | 0.061 ** | 0.063 ** |
Educational background | −0.153 * | −1.169 | −0.121 * | −1.523 | −0.126 * | −0.147 * |
Experience | −0.045 | −1.159 | −0.059 | −1.627 | −0.033 | −0.037 |
Level of anxiety | −0.321 ** | −1.601 | −0.367 ** | −1.715 | −0.356 ** | −1.635 |
Independent variable | ||||||
Anxiety psychology | −0.346 ** | −1.655 | 0.105 * | 1.563 | ||
Mediating Variable | ||||||
Security capability | −0.011 | −0.167 | −0.003 ** | −0.537 | ||
R2 | 0.562 | 0.671 | 0.664 | |||
R2 (Adjusted) | 0.489 | 0.615 | 0.616 | |||
F | 3.378 *** | 4.251 *** | 4.194 *** |
S.E | C.R | p | Normalized Path Efficient | |
---|---|---|---|---|
Organizational climate → O1 | 0.098 | 8.451 | *** | 0.811 |
Organizational climate → O2 | 0.093 | 8.484 | *** | 0.743 |
Organizational climate → O3 | 0.091 | 7.981 | *** | 0.783 |
Security capability → C1 | 0.083 | 7.684 | *** | 0.714 |
Security capability → C2 | 0.078 | 7.757 | *** | 0.818 |
Security capability → C3 | 0.074 | 9.013 | *** | 0.732 |
Job satisfaction → S1 | 0.071 | 9.145 | *** | 0.779 |
Job satisfaction → S2 | 0.066 | 9.367 | *** | 0.755 |
Job satisfaction → S3 | 0.062 | 9.313 | *** | 0.782 |
Job satisfaction → S4 | 0.052 | 9.011 | *** | 0.778 |
Job satisfaction → S5 | 0.051 | 9.112 | *** | 0.821 |
Anxiety psychology → A1 | 0.058 | 9.142 | *** | 0.771 |
Anxiety psychology → A2 | 0.042 | 8.883 | *** | 0.742 |
Anxiety psychology → A3 | 0.039 | 8.734 | *** | 0.821 |
Unsafe behaviors → B1 | 0.045 | 8.678 | *** | 0.777 |
Unsafe behaviors → B2 | 0.041 | 8.618 | *** | 0.735 |
Unsafe behaviors → B3 | 0.038 | 7.457 | *** | 0.803 |
Unsafe behaviors → B4 | 0.037 | 7.562 | *** | 0.796 |
Unsafe behaviors → B5 | 0.036 | 8.542 | *** | 0.838 |
Unsafe behaviors → B6 | 0.049 | 8.533 | *** | 0.757 |
Fitting Index | Values | Recommended Values | Result | |
---|---|---|---|---|
Absolute Fit | X2/df | 2.627 | <3 | Acceptable |
RMSEA | 0.041 | <0.08 | Acceptable | |
GFI | 0.834 | >0.9 | Acceptable | |
RMR | 0.043 | <0.05 | Acceptable | |
Incremental Fit | IFI | 0.925 | >0.9 | Acceptable |
CFI | 0.957 | >0.9 | Acceptable | |
TLI | 0.968 | >0.9 | Acceptable | |
NFI | 0.954 | >0.9 | Acceptable | |
Parsimonious Fit | PGFI | 0.913 | >0.9 | Acceptable |
S.E. | C.R | p | Normalized Path Coefficient | |
---|---|---|---|---|
Organizational climate → Anxiety psychology | 0.063 | −4.423 | *** | −0.358 |
Security capability → Anxiety psychology | 0.071 | −3.270 | *** | −0.142 |
Job satisfaction → Anxiety psychology | 0.068 | −4.713 | * | −0.279 |
Organizational climate → Unsafe behaviors | 0.061 | −3.161 | ** | −0.216 |
Security capability → Unsafe behaviors | 0.071 | −3.586 | *** | −0.197 |
Job satisfaction → Unsafe behaviors | 0.079 | −3.178 | * | −0.178 |
Anxiety psychology → Unsafe behaviors | 0.065 | 3.286 | *** | 0.336 |
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Xiong, A.; Hu, R.; Xu, N.; Huang, D.; Fan, H.; Zhang, Y. Research on the Influence of Anxiety Psychology on Unsafe Behavior Among Construction Workers. Appl. Sci. 2025, 15, 5735. https://doi.org/10.3390/app15105735
Xiong A, Hu R, Xu N, Huang D, Fan H, Zhang Y. Research on the Influence of Anxiety Psychology on Unsafe Behavior Among Construction Workers. Applied Sciences. 2025; 15(10):5735. https://doi.org/10.3390/app15105735
Chicago/Turabian StyleXiong, Aiguo, Rongwei Hu, Na Xu, Durong Huang, Hong Fan, and Yu Zhang. 2025. "Research on the Influence of Anxiety Psychology on Unsafe Behavior Among Construction Workers" Applied Sciences 15, no. 10: 5735. https://doi.org/10.3390/app15105735
APA StyleXiong, A., Hu, R., Xu, N., Huang, D., Fan, H., & Zhang, Y. (2025). Research on the Influence of Anxiety Psychology on Unsafe Behavior Among Construction Workers. Applied Sciences, 15(10), 5735. https://doi.org/10.3390/app15105735