The Effect of Open Innovation on Manufacturing Firms’ Performance in China: The Moderating Role of Social Capital
Abstract
:1. Introduction
2. Theory and Hypotheses
2.1. Open Innovation and Firm Performance
2.2. The Moderating Role of Social Capital
3. Methods
3.1. Data and Sample
3.2. Measurement of Variables
3.2.1. Dependent Variable
3.2.2. Independent Variables
3.2.3. Moderating Variables
3.2.4. Control Variables
3.3. Regression Model
4. Discussion
4.1. Descriptive Statistics
4.2. Multiple Regression Analysis
4.3. Robustness Tests
5. Discussion and Conclusions
5.1. Research Conclusions
5.2. Theoretical Implications
5.3. Managerial Implications
5.4. Limitations and Directions for Future Research
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variable | Min | Median | Mean | Max | Std. Dev. |
---|---|---|---|---|---|
IOI | 0 | 0 | 0.004 | 1.866 | 0.039 |
OOI | 0 | 0 | 0.92 | 8.970 | 1.33 |
ISC | 0 | 0.006 | 0.013 | 3.096 | 0.049 |
MSC | 0 | 0.295 | 0.318 | 1.081 | 0.152 |
TSC | 0 | 0 | 0.707 | 14 | 1.082 |
ROA | −1.632 | 0.055 | 0.053 | 1.747 | 0.106 |
Size | 7.978 | 9.569 | 9.621 | 11.964 | 0.506 |
Lev | 0.008 | 0.391 | 0.401 | 3.221 | 0.21 |
In_assets | 0 | 0.038 | 0.046 | 0.677 | 0.041 |
Age | 1.386 | 2.944 | 2.944 | 4.143 | 0.286 |
Variable | ROA | |||
---|---|---|---|---|
M1 | M2 | M3 | M4 | |
IOI | 0.0277 (1.23) | 0.0570 (3.08) | ||
IOI2 | −8.2160 ** (−2.39) | |||
OOI | 0.0005 (0.59) | 0.0055 *** (2.69) | ||
OOI2 | −0.0014 *** (−2.82) | |||
Size | 0.0170 *** (6.68) | 0.0170 *** (6.69) | 0.0164 *** (5.86) | 0.0163 *** (5.82) |
Lev | −0.1010 *** (−10.83) | −0.1020 *** (−10.85) | −0.1010 *** (−10.81) | −0.1010 *** (−10.80) |
In_assets | −0.0684 ** (−2.50) | −0.0625 ** (−2.24) | −0.0635 ** (−2.31) | −0.0638 ** (−2.32) |
Age | −0.0029 (−0.81) | −0.0031 (−0.86) | −0.0029 (−0.82) | −0.0031 (−0.87) |
Constant | −0.0575 ** (−2.48) | −0.0570 ** (−2.46) | −0.0524 ** (−2.07) | −0.0520 ** (−2.06) |
Adj-R2 | 0.0565 | 0.0571 | 0.0564 | 0.0571 |
Year | Control | Control | Control | Control |
F Value | 26.43 *** | 23.35 *** | 26.52 *** | 23.37 *** |
Variable | ROA | |||||
---|---|---|---|---|---|---|
M5 | M6 | M7 | M8 | M9 | M10 | |
IOI | 0.0598 *** (3.06) | 0.0464 *** (3.28) | 0.0038 (0.21) | |||
IOI2 | −6.408 * (−1.84) | −8.2262 * (−1.89) | −7.0790 * (−1.66) | |||
OOI | 0.0016 (1.51) | 0.0023 * (1.88) | 0.0052 ** (2.57) | |||
OOI2 | −0.0008 ** (−2.43) | −0.0013 *** (−2.62) | −0.0014 *** (−2.69) | |||
ISC | −0.0782 (−0.95) | −0.0620 (−0.82) | ||||
MSC | −0.0296 *** (−4.26) | −0.0286 *** (−3.84) | ||||
TSC | 0.0012 (1.40) | 0.0019 ** (2.29) | ||||
ISC × IOI | 0.887 (0.88) | |||||
ISC × IOI2 | −1831.3 ** (−2.74) | |||||
MSC × IOI | 0.3830 (1.65) | |||||
MSC × IOI2 | −0.1239 (−0.83) | |||||
TSC × IOI | −0.1780 (−0.95) | |||||
TSC × IOI2 | −0.0518 *** (−3.88) | |||||
ISC × OOI | 0.0149 (0.87) | |||||
ISC × OOI2 | −0.1628 *** (−3.64) | |||||
MSC × OOI | −0.0040 (−0.59) | |||||
MSC × OOI2 | −0.0006 (−0.31) | |||||
TSC × OOI | 0.0016 (1.57) | |||||
TSC × OOI2 | −0.0003 ** (−2.18) | |||||
Adj-R2 | 0.0613 | 0.0597 | 0.0572 | 0.0624 | 0.0593 | 0.0572 |
Year | Control | Control | Control | Control | Control | Control |
F Value | 17.69 *** | 26.52 *** | 18.47 *** | 17.66 *** | 17.77 *** | 16.75 *** |
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Zhu, H.; Lee, J.; Yin, X.; Du, M. The Effect of Open Innovation on Manufacturing Firms’ Performance in China: The Moderating Role of Social Capital. Sustainability 2023, 15, 5854. https://doi.org/10.3390/su15075854
Zhu H, Lee J, Yin X, Du M. The Effect of Open Innovation on Manufacturing Firms’ Performance in China: The Moderating Role of Social Capital. Sustainability. 2023; 15(7):5854. https://doi.org/10.3390/su15075854
Chicago/Turabian StyleZhu, Honghui, Jinmeng Lee, Xiaojun Yin, and Meiling Du. 2023. "The Effect of Open Innovation on Manufacturing Firms’ Performance in China: The Moderating Role of Social Capital" Sustainability 15, no. 7: 5854. https://doi.org/10.3390/su15075854