Two Sides of the Same Coin. University-Industry Collaboration and Open Innovation as Enhancers of Firm Performance
Abstract
:1. Introduction
2. State of the Art
2.1. University-Industry Collaboration
2.2. University-Industry Collaboration and Open Innovation
3. Database, Methods and Variables
3.1. Database Description and Structural Traits
3.2. Variable Construction and Descriptives
3.2.1. Dependent Variable
3.2.2. Independent Variables
3.2.3. Control Variables
3.3. Descriptive and Correlations
4. Econometric Analysis
4.1. Econometric Estimations
4.2. Econometric Results
4.3. Discussion
5. Concluding Remarks
6. Implications and Policy Recommendations
6.1. Theoretical Implications
6.2. Practical Implications
6.3. Limitations and Future Research
6.4. Policy Recommendations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Internal R&D Activities | N | Firms Connected to Universities | Firms Performing Open Innovation | Contact Type | N° Firms Per Contact | Total Contacts | Average Frequency | ||
---|---|---|---|---|---|---|---|---|---|
N | % | N | % | ||||||
Yes | 486 | 315 | 64.81% | 409 | 84.16% | 1. Informal Contacts | 228 | 5161 | 23 |
2. Seminars, conferences and joint publications | 148 | 1679 | 11 | ||||||
No | 422 | 86 | 20.38% | 84 | 19.91% | 3. Consulting | 89 | 388 | 4 |
4. Training and Internships | 238 | 2262 | 10 | ||||||
Total | 908 | 401 | - | 493 | - | 5. Protocols, Partnerships and R&D Projects | 218 | 2097 | 10 |
Performance | N | Firms connected to Universities | Firms performing Open Innovation | Dimension | Inbound | Outbond | Coupled | ||
N | % | N | % | N | N | N | |||
up to 500 k * | 188 | 62 | 32.98% | 52 | 27.66% | Micro and Small (0–49 workers) | 129 | 42 | 31 |
500–1000 k | 216 | 82 | 37.96% | 89 | 41.20% | Medium (50–249 workers) | 142 | 41 | 35 |
1000–3000 k | 238 | 92 | 37.66% | 114 | 47.90% | Large (250 or more workers) | 114 | 35 | 28 |
more than 3000 k | 248 | 158 | 63.71% | 149 | 60.01% | ||||
Total | 890 | 394 | . | 404 | . | Total | 385 | 118 | 94 |
ABBREVIATION | VARIABLE NAME | DESCRIPTION | MEASUREMENT |
---|---|---|---|
performance | Firm performance | turnover + service provision | logarithm of turnover + service provision |
inbound | Inbound knowledge flows | Use of knowledge emerging from external agents | 0 = does not use; 1 = sporadic user; 2 = persistent user |
outbound | Outbound knowledge flows | Externalize excedentary technologies | 0 = inexistent; 1 = sporadic commercialization; 2 = persistent commercialization |
open_innov | Open Innovation | Performs inbound/outbound/coupled strategies | 0 = no; 1 = yes |
skill_int | Skill Intensity | % of engineers over total staff | decimal |
edu_int | Education Intensity | % of undergraduates over total staff | decimal |
firm_uni | Firm contact with university | Linkages with universities | 0 = no; 1 = yes |
u_diversity | Contact diversity | nº of different universities with contact | 0 = 0; 1 = 1; [2,3] = 2; >3 = 3 |
u_type_cont | Contact intensity | Highest complex contact with the universities | 0 = does not contact;1 = informal contacts; 2 = seminars, conferences, joint publications;3 = consultancy; 4 = training, internship; 5 = protocols, partnerships, R&D projects |
u_intensity | Connection level | Overall number of contacts with the universities | 0 = 0; [1,2,3] = 1; [4,5] = 2; [6,7,8,9,10] = 3; [11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30] = 4; >30 = 5 |
size | Firm dimension | nº of employees | number |
age | Years in operation | age | absolute figure |
tec_reg | Economic Sector | Technological regime adapted from Costa and Matias [3] | 1 = supplier dominated; 2 = scale intensive;3 = specialized supplier; 4 = science based |
Min | Max | Mean | S. Dev | (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
(1) performance | 8.558 | 21.901 | 14.386 | 1.527 | 1 | |||||||||||
(2) inbound | 0 | 2 | 0.604 | 0,771 | 0.281 ** | 1 | ||||||||||
(3) outbound | 0 | 2 | 0.176 | 0.476 | 0.072 * | 0.300 ** | 1 | |||||||||
(4) open_innov (oi) | 0 | 1 | 0.454 | 0.498 | 0.267 ** | 0.860 ** | 0.404 ** | 1 | ||||||||
(5) firm_uni | 0 | 1 | 0.443 | 0.497 | 0.271 ** | 0.378 ** | 0.220 ** | 0.364 ** | 1 | |||||||
(6) u_diversity | 0 | 3 | 0.835 | 1.077 | 0.349 ** | 0.413 ** | 0.259 ** | 0.394 ** | 0.870 ** | 1 | ||||||
(7) u_type_cont | 0 | 5 | 1.324 | 1.790 | 0.332 ** | 0.421 ** | 0.276 ** | 0.399 ** | 0.830 ** | 0.901 ** | 1 | |||||
(8) u_intensity | 0 | 5 | 1.824 | 2.220 | 0.319 ** | 0.416 ** | 0.249 ** | 0.410 ** | 0.922 ** | 0.865 ** | 0.847 ** | 1 | ||||
(9) skill_int | 0 | 1 | 0.129 | 0.211 | 0.094 ** | 0.183 ** | 0.297 ** | 0.208 ** | 0.364 ** | 0.427 ** | 0.407 ** | 0.366 ** | 1 | |||
(10) edu_int | 0 | 1 | 0.290 | 0.306 | 0.006 | 0.181 ** | 0.230 ** | 0.191 ** | 0.357 ** | 0.404 ** | 0.383 ** | 0.359 ** | 0.654 ** | 1 | ||
(11) tech_reg | 1 | 4 | 2.067 | 1.207 | −0.058 | 0.049 | 0.137 ** | 0.078 * | 0.198 ** | 0.247 ** | 0.233 ** | 0.207 ** | 0.468 ** | 0.447 ** | 1 | |
(12) age | 3 | 127 | 23.329 | 15.411 | 0.390 ** | 0.090 ** | −0.006 | 0.053 | 0.026 | 0.046 | 0.046 | 0.036 | −0.147 ** | −0.178 ** | −0.190 ** | 1 |
(13) size | 0 | 5884 | 69.014 | 269.447 | 0.485 ** | 0.176 ** | 0.021 | 0.140 ** | 0.154 ** | 0.226 ** | 0.202 ** | 0.189 ** | 0.014 | −0.011 | 0.031 | 0.169 ** |
Variables | Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | Model 7 | Model 8 | Model 9 | Model 10 |
---|---|---|---|---|---|---|---|---|---|---|
inbound | - | 0.343 *** | - | - | - | - | - | - | - | - |
(−0.058) | ||||||||||
outbound | - | −0.046 | - | - | - | - | - | - | - | - |
(−0.095) | ||||||||||
firm_uni | - | - | 0.577 *** | - | - | - | - | - | - | - |
(−0.091) | ||||||||||
u_diversity | - | - | - | 0.362 *** | - | - | - | - | - | - |
(−0.044) | ||||||||||
u_type_cont | - | - | - | - | 0.206 *** | - | - | - | - | - |
(−0.026) | ||||||||||
u_intensity | - | - | - | - | - | 0.158 *** | - | - | - | - |
(−0.02) | ||||||||||
open_innov (oi) | - | - | - | - | - | - | 0.273 ** | 0.204 * | 0.254 ** | 0.214 * |
(−0.115) | (−0.105) | (−0.104) | (−0.11) | |||||||
oi*firm_uni | - | - | - | - | - | - | 0.444 *** | - | - | - |
(−0.131) | ||||||||||
oi*diversity | - | - | - | - | - | - | - | 0.289 *** | - | - |
(−0.055) | ||||||||||
oi*type_contact | - | - | - | - | - | - | - | - | 0.150 *** | - |
(−0.032) | ||||||||||
oi*intensity | - | - | - | - | - | - | - | - | - | 0.125 *** |
(−0.028) | ||||||||||
skill_int | 1.369 *** | 1.315 *** | 1.055 *** | 0.866 *** | 0.916 *** | 0.991 *** | 1.058 *** | 0.979 *** | 1.008 *** | 1.033 *** |
(−0.27) | (−0.279) | (−0.268) | (−0.267) | (−0.267) | (−0.265) | (−0.266) | (−0.264) | (−0.265) | (−0.264) | |
edu_int | −0.074 | −0.299 | −0.284 | −0.376** | −0.348* | −0.331* | −0.216 | −0.264 | −0.243 | −0.231 |
(−0.186) | (−0.188) | (−0.185) | (−0.183) | (−0.183) | (−0.183) | (−0.182) | (−0.18) | (−0.181) | (−0.181) | |
tech_reg | −0.120 *** | −0.087 ** | −0.118 *** | −0.127 *** | −0.125 *** | −0.120 *** | −0.116 *** | −0.119 *** | −0.118 *** | −0.118 *** |
(−0.041) | (−0.041) | (−0.04) | (−0.039) | (−0.039) | (−0.039) | (−0.04) | (−0.039) | (−0.039) | (−0.039) | |
age | 0.032 *** | 0.032 *** | 0.031 *** | 0.030 *** | 0.030 *** | 0.031 *** | 0.031 *** | 0.030 *** | 0.030 *** | 0.030 *** |
(−0.003) | (−0.003) | (−0.003) | (−0.003) | (−0.003) | (−0.003) | (−0.003) | (−0.003) | (−0.003) | (−0.003) | |
size | 0.002 *** | 0.002 *** | 0.002 *** | 0.002 *** | 0.002 *** | 0.002 *** | 0.002 *** | 0.002 *** | 0.002 *** | 0.002 *** |
(0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | |
Constant | 13.550 *** | 13.395 *** | 13.434 *** | 13.490 *** | 13.496 *** | 13.441 *** | 13.421 *** | 13.466 *** | 13.454 *** | 13.439 *** |
(−0.116) | (−0.119) | (−0.115) | (−0.112) | (−0.113) | (−0.113) | (−0.117) | (−0.116) | (−0.117) | (−0.116) | |
Observations | 866 | 834 | 866 | 866 | 866 | 866 | 866 | 866 | 866 | 866 |
R-squared | 0.358 | 0.393 | 0.387 | 0.406 | 0.402 | 0.4 | 0.395 | 0.406 | 0.402 | 0.401 |
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Costa, J.; Neves, A.R.; Reis, J. Two Sides of the Same Coin. University-Industry Collaboration and Open Innovation as Enhancers of Firm Performance. Sustainability 2021, 13, 3866. https://doi.org/10.3390/su13073866
Costa J, Neves AR, Reis J. Two Sides of the Same Coin. University-Industry Collaboration and Open Innovation as Enhancers of Firm Performance. Sustainability. 2021; 13(7):3866. https://doi.org/10.3390/su13073866
Chicago/Turabian StyleCosta, Joana, Ana Rita Neves, and João Reis. 2021. "Two Sides of the Same Coin. University-Industry Collaboration and Open Innovation as Enhancers of Firm Performance" Sustainability 13, no. 7: 3866. https://doi.org/10.3390/su13073866
APA StyleCosta, J., Neves, A. R., & Reis, J. (2021). Two Sides of the Same Coin. University-Industry Collaboration and Open Innovation as Enhancers of Firm Performance. Sustainability, 13(7), 3866. https://doi.org/10.3390/su13073866