Resource Bricolage, Digital Transformation, and Business Model Innovation: Based on the Conditional Process Analysis of Entrepreneurship
Abstract
:1. Introduction
2. Literature Review and Hypotheses
2.1. Resource Bricolage and Business Model Innovation
2.2. Resource Bricolage and Digital Transformation
2.3. Digital Transformation and Business Model Innovation
2.4. The Mediating Role of Digital Transformation
2.5. The Moderating Role of Entrepreneurship
3. Method
3.1. Participants and Procedure
3.1.1. Questionnaire Development and Translation Process
3.1.2. Data Collection
3.2. Measures
4. Results
4.1. Measurement Model
4.2. Hypotheses Test
4.2.1. Mediation Effect
4.2.2. A Moderated Mediation Model
5. Discussion
5.1. Theoretical Implications
5.2. Practical Implications
5.3. Limitations and Further Research
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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Characteristic | Categories | Frequency | Percentage |
---|---|---|---|
Industry | Traditional manufacturing | 64 | 24.33% |
Traditional services | 85 | 32.32% | |
High-tech industries | 56 | 21.29% | |
Commercial and distribution | 42 | 15.97% | |
Others | 16 | 6.08% | |
Number of employees | ≤50 | 52 | 19.77% |
51–200 | 63 | 23.95% | |
201–500 | 70 | 26.62% | |
501–1000 | 45 | 17.11% | |
>1000 | 33 | 12.55% | |
Organizational age (years) | ≤3 | 37 | 14.07% |
3–5 | 60 | 22.81% | |
6–10 | 75 | 28.52% | |
11–15 | 54 | 20.53% | |
>15 | 37 | 14.07% |
Construct | Items | Cronbach’s α | CR | AVE | Factor Loadings Range |
---|---|---|---|---|---|
RB | 8 | 0.940 | 0.941 | 0.666 | 0.766–0.853 |
DT | 6 | 0.912 | 0.914 | 0.641 | 0.738–0.859 |
BMI | 9 | 0.930 | 0.931 | 0.600 | 0.723–0.830 |
ES | 9 | 0.925 | 0.926 | 0.583 | 0.695–0.871 |
Construct | 1 | 2 | 3 | 4 |
---|---|---|---|---|
1. RB | 0.816 | |||
2. DT | 0.418 | 0.801 | ||
3. BMI | 0.464 | 0.602 | 0.775 | |
4. ES | 0.275 | 0.243 | 0.278 | 0.763 |
Construct | 1 | 2 | 3 | 4 |
---|---|---|---|---|
1. RB | - | |||
2. DT | 0.45 | - | ||
3. BMI | 0.498 | 0.654 | - | |
4. ES | 0.297 | 0.271 | 0.302 | - |
χ2/df | RMSEA | SRMR | CFI | NFI | TLI | IFI | NNFI | |
---|---|---|---|---|---|---|---|---|
One-factor model (RB + DT + BMI + ES) | 7.385 | 0.156 | 0.163 | 0.491 | 0.457 | 0.456 | 0.494 | 0.456 |
Two-factor model (RB + DT; BMI + ES) | 5.868 | 0.136 | 0.166 | 0.613 | 0.57 | 0.585 | 0.615 | 0.585 |
Three-factor model (RB + DT; BMI; ES) | 3.162 | 0.091 | 0.112 | 0.829 | 0.769 | 0.816 | 0.83 | 0.816 |
Four-factor model (RB; DT; BMI; ES) | 1.362 | 0.037 | 0.048 | 0.972 | 0.901 | 0.969 | 0.972 | 0.969 |
Criteria | <3 | <0.1 | <0.1 | >0.9 | >0.9 | >0.9 | >0.9 | >0.9 |
M | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | |
---|---|---|---|---|---|---|---|---|---|
1. No. of employees | 2.787 | 1.290 | 1 | ||||||
2. Age of firm | 2.977 | 1.251 | −0.034 | 1 | |||||
3. Industry | 2.471 | 1.194 | −0.056 | −0.082 | 1 | ||||
4. RB | 4.548 | 1.524 | 0.078 | −0.134 * | 0.021 | 1 | |||
5. DT | 4.696 | 1.629 | −0.073 | −0.085 | −0.018 | 0.418 *** | 1 | ||
6. BMI | 4.569 | 1.650 | 0.002 | −0.038 | −0.004 | 0.464 *** | 0.602 *** | 1 | |
7. ES | 5.110 | 1.247 | 0.006 | −0.020 | −0.029 | 0.275 *** | 0.243 *** | 0.278 *** | 1 |
Model 1 BMI | Model 2 DT | Model 3 BMI | |||||||
---|---|---|---|---|---|---|---|---|---|
β | SE | t | β | SE | t | β | SE | t | |
No. of employees | −0.035 | 0.043 | −0.630 | −0.110 | 0.044 | −1.943 | 0.020 | 0.037 | 0.410 |
Age of firm | 0.022 | 0.045 | 0.394 | −0.035 | 0.045 | −0.617 | 0.039 | 0.039 | 0.819 |
Industry | −0.014 | 0.046 | −0.251 | −0.036 | 0.047 | −0.632 | 0.004 | 0.040 | 0.082 |
RB | 0.470 *** | 0.056 | 8.433 | 0.423 *** | 0.057 | 7.449 | 0.259 *** | 0.053 | 4.888 |
DT | 0.499 *** | 0.053 | 9.449 | ||||||
R2 | 0.217 | 0.188 | 0.419 | ||||||
Adjusted R2 | 0.205 | 0.176 | 0.408 | ||||||
F | 17.906 *** | 14.976 *** | 37.085 *** |
BMI | DT | |||||
---|---|---|---|---|---|---|
β | SE | t | β | SE | t | |
No. of employees | 0.058 | 0.054 | 1.084 | −0.089 | 0.063 | −1.417 |
Age of firm | 0.017 | 0.055 | 0.299 | −0.085 | 0.066 | −1.302 |
Industry | −0.008 | 0.058 | −0.132 | −0.033 | 0.068 | −0.479 |
RB | 0.252 *** | 0.059 | 4.258 | 0.450 *** | 0.056 | 8.043 |
ES | 0.147 * | 0.058 | 2.555 | 0.179 ** | 0.067 | 2.650 |
RB × ES | 0.226 *** | 0.045 | 5.000 | 0.350 *** | 0.042 | 8.231 |
DT | 0.338 *** | 0.053 | 6.328 | |||
DT × ES | 0.189 *** | 0.043 | 4.450 | |||
R2 | 0.567 | 0.372 | ||||
Adjusted R2 | 0.552 | 0.354 | ||||
F | 41.625 *** | 25.243 *** |
Effect | SE | t | p | LLCI | ULCI | |
---|---|---|---|---|---|---|
M-1SD | −0.030 | 0.062 | −0.478 | 0.633 | −0.152 | 0.092 |
M | 0.252 | 0.059 | 4.258 | *** | 0.136 | 0.369 |
M+1SD | 0.535 | 0.098 | 5.478 | *** | 0.343 | 0.726 |
Effect | Boot SE | BootLLCI | BootULCI | |
---|---|---|---|---|
M-1SD | 0.001 | 0.010 | −0.021 | 0.023 |
M | 0.152 | 0.031 | 0.096 | 0.221 |
M+1SD | 0.509 | 0.082 | 0.364 | 0.681 |
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Wang, X.; Zhang, Z.; Chun, D. Resource Bricolage, Digital Transformation, and Business Model Innovation: Based on the Conditional Process Analysis of Entrepreneurship. Systems 2025, 13, 355. https://doi.org/10.3390/systems13050355
Wang X, Zhang Z, Chun D. Resource Bricolage, Digital Transformation, and Business Model Innovation: Based on the Conditional Process Analysis of Entrepreneurship. Systems. 2025; 13(5):355. https://doi.org/10.3390/systems13050355
Chicago/Turabian StyleWang, Xinyuan, Zhenyang Zhang, and Dongphil Chun. 2025. "Resource Bricolage, Digital Transformation, and Business Model Innovation: Based on the Conditional Process Analysis of Entrepreneurship" Systems 13, no. 5: 355. https://doi.org/10.3390/systems13050355
APA StyleWang, X., Zhang, Z., & Chun, D. (2025). Resource Bricolage, Digital Transformation, and Business Model Innovation: Based on the Conditional Process Analysis of Entrepreneurship. Systems, 13(5), 355. https://doi.org/10.3390/systems13050355