Submitted:
06 March 2026
Posted:
06 March 2026
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Abstract
Keywords:
1. Introduction
2. Theoretical Background and Hypotheses
2.1. Integrative Complexity and Paradoxical Leader Behaviors
2.2. Emotion Regulation Strategies and Paradoxical Leader Behaviors
2.3. Joint Effects of Integrative Complexity and Emotion Regulation Strategies: Capability Configurations as Complementary Resources
3. Materials and Methods
3.1. Sample and Data Collection
3.2. Measures
3.2.1. Integrative Complexity
3.2.2. Emotion Regulation
3.2.3. Paradoxical Leader Behaviors
3.2.4. Control Variables
3.2.5. Common Method Bias
3.3. Analysis Strategy
4. Results
4.1. Reliability and Validity
4.2. Tests of Hypotheses
5. Discussion
5.1. Theoretical Implications
5.2. Practical Implications
5.3. Limitations and Future Research
References
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| IC × CR → PLB | IC × ES → PLB | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Model | χ2 | df | CFI | TLI | RMSEA | SRMR | χ2 | df | CFI | TLI | RMSEA | SRMR |
| M1 1-factor |
2709.054 | 702 | 0.752 | 0.738 | 0.104 | 0.071 | 2649.443 | 629 | 0.729 | 0.713 | 0.110 | 0.081 |
| M2 3-factor |
1826.604 | 696 | 0.860 | 0.851 | 0.078 | 0.055 | 1645.345 | 624 | 0.863 | 0.854 | 0.079 | 0.055 |
| M3 4-factor |
1724.476 | 693 | 0.873 | 0.864 | 0.075 | 0.053 | 1557.136 | 621 | 0.874 | 0.865 | 0.076 | 0.054 |
| M4 7-factor |
1421.823 | 678 | 0.908 | 0.900 | 0.064 | 0.050 | 1228.180 | 606 | 0.916 | 0.908 | 0.062 | 0.046 |
| M5 8-factor |
1317.238 | 671 | 0.920 | 0.912 | 0.060 | 0.047 | 1135.344 | 599 | 0.928 | 0.920 | 0.058 | 0.045 |
| Variables | M | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Gender (Male) | 0.939 | 0.239 | ||||||||||||||||||||||
| 2 | Age | 52.710 | 8.010 | 0.370 | *** | ||||||||||||||||||||
| 3 | Education | 2.630 | 0.866 | -0.053 | -0.079 | ||||||||||||||||||||
| 4 | Job Years (OrgTenure) | 21.390 | 11.061 | 0.170 | ** | 0.431 | *** | -0.080 | |||||||||||||||||
| 5 | Job Years (TotalExperience) | 29.760 | 8.402 | 0.341 | *** | 0.938 | *** | -0.250 | *** | 0.433 | *** | ||||||||||||||
| 6 | Company Size | 2.630 | 1.254 | 0.078 | 0.021 | 0.257 | *** | 0.193 | ** | -0.027 | |||||||||||||||
| 7 | Position | 2.070 | 0.820 | 0.041 | 0.109 | 0.025 | 0.020 | 0.096 | -0.127 | * | |||||||||||||||
| 8 | Num Direct Reports | 10.240 | 18.985 | 0.028 | 0.080 | 0.060 | 0.096 | 0.053 | 0.180 | ** | 0.099 | ||||||||||||||
| 9 | Integrative Complexity | 5.085 | 0.823 | 0.028 | 0.075 | 0.084 | 0.014 | 0.043 | 0.022 | 0.098 | 0.070 | ||||||||||||||
| 10 | Cognitive Reappraisal | 4.852 | 0.886 | -0.039 | 0.066 | 0.089 | -0.001 | 0.045 | -0.008 | 0.095 | 0.097 | 0.758 | *** | ||||||||||||
| 11 | Expressive Suppression | 4.720 | 1.036 | -0.011 | -0.033 | -0.003 | -0.035 | -0.057 | -0.097 | -0.018 | 0.069 | 0.394 | *** | 0.449 | *** | ||||||||||
| 12 | Paradoxical leadership | 5.210 | 0.799 | -0.011 | 0.103 | 0.092 | 0.029 | 0.069 | 0.061 | 0.040 | 0.035 | 0.790 | *** | 0.695 | *** | 0.373 | *** | ||||||||
| Control | IC ×CR | IC ×ES | ||||||||||||||
| Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | ||||||||||||
| Estimate | SE | Estimate | SE | Estimate | SE | Estimate | SE | Estimate | SE | |||||||
| Control | ||||||||||||||||
| Constant | 4.198 | *** | 0.516 | 4.101 | *** | 0.308 | 4.065 | *** | 0.311 | 4.090 | *** | 0.316 | 4.047 | *** | 0.318 | |
| Gender (Male) | -0.198 | 0.223 | -0.148 | 0.134 | -0.151 | 0.135 | -0.203 | 0.136 | -0.187 | 0.137 | ||||||
| Age | 0.023 | 0.020 | 0.010 | 0.012 | 0.010 | 0.012 | 0.007 | 0.012 | 0.008 | 0.013 | ||||||
| Education | 0.061 | 0.068 | 0.007 | 0.041 | 0.009 | 0.041 | 0.021 | 0.042 | 0.026 | 0.042 | ||||||
| Job Years (OrgTenure) | -0.002 | 0.005 | 0.000 | 0.003 | 0.000 | 0.003 | -0.001 | 0.003 | 0.000 | 0.003 | ||||||
| Job Years (TotalExperience) | -0.010 | 0.020 | -0.003 | 0.012 | -0.003 | 0.012 | 0.001 | 0.012 | 0.000 | 0.012 | ||||||
| Company Size | 0.030 | 0.043 | 0.033 | 0.026 | 0.035 | 0.026 | 0.035 | 0.027 | 0.038 | 0.027 | ||||||
| Position | 0.030 | 0.062 | -0.037 | 0.037 | -0.038 | 0.037 | -0.029 | 0.038 | -0.034 | 0.038 | ||||||
| Num Direct Reports | 0.000 | 0.003 | -0.002 | 0.002 | -0.002 | 0.002 | -0.001 | 0.002 | -0.001 | 0.002 | ||||||
| Polynomial terms | ||||||||||||||||
| b1 (IC) | 0.601 | *** | 0.055 | 0.679 | *** | 0.115 | 0.733 | *** | 0.041 | 0.836 | *** | 0.087 | ||||
| b2 (CR or ES) | 0.204 | *** | 0.052 | 0.203 | * | 0.096 | 0.066 | * | 0.032 | 0.007 | 0.063 | |||||
| b3 (IC2) | -0.027 | 0.069 | -0.050 | 0.038 | ||||||||||||
| b4 (IC × CR or IC × ES) | -0.026 | 0.111 | 0.038 | 0.034 | ||||||||||||
| b5 (CR2 or ES2) | 0.019 | 0.061 | -0.005 | 0.020 | ||||||||||||
| R2 ( IC ×CR) | 0.027 | 0.656 | 0.657 | |||||||||||||
| ΔR2 (IC × CR) | 0.628 | *** | 0.002 | |||||||||||||
| ΔR2 ( IC × CR: M3–M1) | 0.630 | *** | ||||||||||||||
| R2 ( IC ×ES) | 0.027 | 0.640 | 0.644 | |||||||||||||
| ΔR2 (IC × ES) | 0.613 | *** | 0.004 | |||||||||||||
| ΔR2 ( IC × ES: M5–M1) | 0.617 | *** | ||||||||||||||
| Response Surface Parameter | ||||||||||||||||
| LOC (X = Y) | ||||||||||||||||
| Slope (b1 + b2) | 0.882 | *** | 0.080 | 0.843 | *** | 0.086 | ||||||||||
| Curvature (b3 + b4 + b5) | -0.034 | 0.034 | -0.017 | 0.038 | ||||||||||||
| LOIC (X = −Y) | ||||||||||||||||
| Slope (b1 − b2) | 0.476 | * | 0.197 | 0.829 | *** | 0.125 | ||||||||||
| Curvature (b3 − b4 + b5) | 0.018 | 0.220 | -0.092 | 0.060 | ||||||||||||
| Simple Slopes | ||||||||||||||||
| CR slope: along IC = −3 | 0.279 | 0.397 | ||||||||||||||
| IC slope: along CR = −3 | 0.756 | * | 0.297 | |||||||||||||
| ES slope: along IC = −3 | -0.107 | 0.157 | ||||||||||||||
| IC slope: along ES = −3 | 0.722 | *** | 0.114 | |||||||||||||
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