The Relation between Bio-Industry Performance and Innovation Capacity—Focusing on the Korean Bio-Industry
Abstract
:1. Introduction
2. Innovation Capacity
3. Determinants of Innovation Capability
4. Sample & Methods
4.1. Sample
4.2. Research Design
4.3. Methodology
5. Result
5.1. Descriptive Statistics and Correlation
5.2. Entire Bio-Companies Analysis Results
5.3. External Cooperation and Non-Cooperation Companies Analysis Results
5.4. Analysis Result of the Bio-Industry Classification
6. Discussion
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variable | Mean | Min | Max | SD | ||
---|---|---|---|---|---|---|
Input | R&D | R&D intensity | 6.78 | 0 | 1293 | 60.64 |
Investment in machinery | Facility investment cost | 1629.17 | 0 | 272,700 | 11,430 | |
Human resources | R&D personnel Production personnel Sales and management personnel | 21.26 26.45 25.23 | 0 0 0 | 481 1789 866 | 49.48 100.03 70.52 | |
Collaboration | External cooperation | 0.48 | 0 | 1 | 0.5 | |
Output | sales | 22,814.84 | 1 | 1,818,600 | 110,928 |
R&D Intensity | Facility Investment Cost | R&D Personnel | Production Personnel | Sales and Management Personnel | External Cooperation | Sales | |
---|---|---|---|---|---|---|---|
R&D intensity | 1 | ||||||
Facility investment cost | 0.011 | 1 | |||||
R&D personnel | 0.222 ** | 0.304 ** | 1 | ||||
Production personnel | −0.026 | 0.735 ** | 0.380 ** | 1 | |||
Sales and management personnel | −0.028 | 0.306 ** | 0.529 ** | 0.513 ** | 1 | ||
External cooperation | 0.001 | 0.076 ** | 0.150 ** | 0.088 ** | 0.099 ** | 1 | |
sales | −0.022 | 0.256 ** | 0.413 ** | 0.410 ** | 0.378 ** | 0.043 | 1 |
β | t | p-Value | VIF | |
---|---|---|---|---|
R&D intensity | −0.075 | −3.017 | 0.003 ** | 1.090 |
Facility investment cost | −0.096 | −2.685 | 0.007 ** | 2.230 |
R&D personnel | 0.295 | 9.817 | 0.000 ** | 1.579 |
Production personnel | 0.325 | 8.237 | 0.000 ** | 2.724 |
Sales and management personnel | 0.085 | 2.722 | 0.007 ** | 1.720 |
External cooperation | −0.031 | −1.298 | 0.195 | 1.025 |
R = 0.513, R2 = 0.263, Adj-R2 = 0.260 F = 76.664 **, Durbin-Watson = 1.268, N = 1293 |
β | t | p-Value | VIF | |
---|---|---|---|---|
R&D intensity | −0.211 | −0.529 | 0.000 ** | 1.422 |
Facility investment cost | −0.118 | −2.292 | 0.022 * | 2.388 |
R&D personnel | 0.449 | 9.799 | 0.000 ** | 1.883 |
Production personnel | 0.333 | 5.621 | 0.000 ** | 3.142 |
Sales and management personnel | 0.007 | 0.174 | 0.862 | 1.665 |
External cooperation | ||||
Joint venture | −0.059 | −1.580 | 0.115 | 1.233 |
Joint R&D | −0.003 | −0.084 | 0.933 | 1.550 |
Technical alliance | −0.039 | −1.013 | 0.311 | 1.336 |
Technical personnel exchanges | −0.033 | −0.922 | 0.357 | 1.119 |
R = 0.565, R2 = 0.319, Adj-R2 = 0.309 F = 31.852 **, Durbin-Watson = 1.529, N = 621 |
β | t | p-Value | VIF | |
---|---|---|---|---|
R&D intensity | −0.011 | −0.343 | 0.731 | 1.001 |
Facility investment cost | 0.144 | 2.680 | 0.008 ** | 2.636 |
R&D personnel | −0.105 | −2.052 | 0.041 * | 2.389 |
Production personnel | 0.097 | 1.761 | 0.079 | 2.726 |
Sales and management personnel | 0.443 | 8.384 | 0.000 ** | 2.531 |
R = 0.515, R2 = 0.266, Adj-R2 = 0.260 F = 48.176 **, Durbin-Watson = 1.032, N = 672 |
β | t | p-Value | VIF | |
---|---|---|---|---|
R&D intensity | −0.013 | −0.323 | 0.747 | 1.012 |
Facility investment cost | 0.054 | 1.179 | 0.239 | 1.377 |
R&D personnel | 0.167 | 2.848 | 0.005 ** | 2.230 |
Production personnel | 0.410 | 6.408 | 0.000 ** | 2.648 |
Sales and management personnel | 0.180 | 2.901 | 0.004 ** | 2.504 |
External cooperation | −0.104 | −2.620 | 0.009 ** | 1.025 |
R = 0.710, R2 = 0.504, Adj-R2 = 0.495 F = 54.452 **, Durbin-Watson = 1.381, N = 328 |
β | t | p-Value | VIF | |
---|---|---|---|---|
R&D intensity | −0.347 | −2.387 | 0.018 * | 8.089 |
Facility investment cost | 0.443 | 7.407 | 0.000 ** | 1.372 |
R&D personnel | 0.134 | 0.881 | 0.379 | 8.854 |
Production personnel | −0.045 | −0.565 | 0.573 | 2.435 |
Sales and management personnel | 0.417 | 5.868 | 0.000 ** | 1.939 |
External cooperation | −0.128 | −2.448 | 0.015 | 1.053 |
R = 0.582, R2 = 0.338, Adj-R2 = 0.323 F = 21.640 **, Durbin-Watson = 1.684, N = 261 |
β | t | p-Value | VIF | |
---|---|---|---|---|
R&D intensity | −0.019 | −0.673 | 0.502 | 1.009 |
Facility investment cost | −0.115 | −3.909 | 0.000 ** | 1.129 |
R&D personnel | 0.951 | 30.125 | 0.000 ** | 1.301 |
Production personnel | −0.076 | −2.115 | 0.035 | 1.685 |
Sales and management personnel | −0.019 | −0.611 | 0.542 | 1.277 |
External cooperation | −0.077 | −2.690 | 0.008 ** | 1.077 |
R = 0.896, R2 = 0.803, Adj-R2 = 0.798 F = 174.652 **, Durbin-Watson = 1.638, N = 264 |
β | t | p-Value | VIF | |
---|---|---|---|---|
R&D intensity | −0.109 | −1.125 | 0.264 | 1.153 |
Facility investment cost | −0.129 | −1.409 | 0.163 | 1.031 |
R&D personnel | 0.655 | 5.577 | 0.000 ** | 1.689 |
Production personnel | −0.354 | −2.863 | 0.005 ** | 1.874 |
Sales and management personnel | 0.69 | 0.745 | 0.459 | 1.056 |
External cooperation | 0.62 | 0.653 | 0.516 | 1.116 |
R = 0.574, R2 = 0.329, Adj-R2 = 0.280 F = 6.716 **, Durbin-Watson = 1.494, N = 89 |
β | t | p-Value | VIF | |
---|---|---|---|---|
R&D intensity | −0.031 | −0.724 | 0.470 | 1.023 |
Facility investment cost | −0.088 | −1.104 | 0.272 | 3.546 |
R&D personnel | −0.018 | −0.240 | 0.811 | 3.015 |
Production personnel | 0.654 | 6.795 | 0.000 ** | 5.189 |
Sales and management personnel | 0.367 | 4.376 | 0.000 ** | 3.934 |
External cooperation | −0.105 | −2.465 | 0.015 * | 1.027 |
R = 0.875, R2 = 0.766, Adj-R2 = 0.756 F = 71.598 **, Durbin-Watson = 1.698, N = 138 |
β | t | p-Value | VIF | |
---|---|---|---|---|
R&D intensity | −0.243 | −2.550 | 0.014 * | 1.123 |
Facility investment cost | 0.185 | 1.236 | 0.222 | 2.757 |
R&D personnel | 0.286 | 1.661 | 0.103 | 3.644 |
Production personnel | −0.173 | −1.274 | 0.208 | 2.264 |
Sales and management personnel | 0.593 | 3.918 | 0.000 ** | 2.820 |
External cooperation | −0.040 | −0.402 | 0.689 | 1.193 |
R = 0.755, R2 = 0.570, Adj-R2 = 0.521 F = 11.690 **, Durbin-Watson = 1.210, N = 60 |
β | t | p-Value | VIF | |
---|---|---|---|---|
R&D intensity | −0.138 | −3.363 | 0.003 ** | 1.316 |
Facility investment cost | 0.558 | 9.205 | 0.000 ** | 2.874 |
R&D personnel | 0.151 | 2.943 | 0.008 ** | 2.607 |
Production personnel | 0.070 | 1.606 | 0.124 | 1.492 |
Sales and management personnel | 0.328 | 5.617 | 0.000 ** | 2.664 |
External cooperation | −0.023 | −0.524 | 0.606 | 1.466 |
R = 0.987, R2 = 0.974, Adj-R2 = 0.967 F = 126.963 **, Durbin-Watson = 1.300, N = 27 |
β | t | p-Value | VIF | |
---|---|---|---|---|
R&D intensity | 0.007 | 0.427 | 0.670 | 1.021 |
Facility investment cost | −0.185 | −5.199 | 0.000 ** | 4.976 |
R&D personnel | 0.116 | 6.124 | 0.000 ** | 1.412 |
Production personnel | 1.036 | 28.722 | 0.000 ** | 5.105 |
Sales and management personnel | 0.135 | 6.201 | 0.000 ** | 1.852 |
External cooperation | 0.024 | 1.484 | 0.141 | 1.058 |
R = 0.985, R2 = 0.970, Adj-R2 = 0.968 F = 633.851 **, Durbin-Watson = 1.895, N = 126 |
Industry Classification | Main Factors |
---|---|
Bio-pharmaceutical industry | R&D personnel Production personnel Sales and management personnel External cooperation |
Bio-chemical and bio-energy industry | R&D intensity Facility investment cost Sales and management personnel |
Bio-food industry | Facility investment cost R&D personnel External cooperation |
Bio-environmental industry | R&D personnel Production personnel |
Bio-medical equipment industry | Production personnel Sales and management personnel External cooperation |
Bio-instrument and bio-equipment industry | R&D intensity Sales and management personnel |
Bio-sources industry | R&D intensity Facility investment cost R&D personnel Sales and management personnel |
Bio-service industry | R&D intensity Facility investment cost R&D personnel Production personnel Sales and management personnel |
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Yeon, J.H.; Jang, S.-h. The Relation between Bio-Industry Performance and Innovation Capacity—Focusing on the Korean Bio-Industry. Sustainability 2023, 15, 7116. https://doi.org/10.3390/su15097116
Yeon JH, Jang S-h. The Relation between Bio-Industry Performance and Innovation Capacity—Focusing on the Korean Bio-Industry. Sustainability. 2023; 15(9):7116. https://doi.org/10.3390/su15097116
Chicago/Turabian StyleYeon, Ju Han, and Seung-hwan Jang. 2023. "The Relation between Bio-Industry Performance and Innovation Capacity—Focusing on the Korean Bio-Industry" Sustainability 15, no. 9: 7116. https://doi.org/10.3390/su15097116
APA StyleYeon, J. H., & Jang, S. -h. (2023). The Relation between Bio-Industry Performance and Innovation Capacity—Focusing on the Korean Bio-Industry. Sustainability, 15(9), 7116. https://doi.org/10.3390/su15097116