An Open System Understanding of Product Innovation: Attention Allocation, External Information Sources, and Absorptive Capacity
Abstract
:1. Introduction
2. Theory and Hypotheses
2.1. Attention Allocation
2.2. External Information Sources
2.3. Absorptive Capacity
3. Methods
3.1. Data
3.2. Variables
3.2.1. Dependent Variable: Product Innovation
3.2.2. Independent Variable: Attention Allocation
3.2.3. Independent Variable: External Information Sources
3.2.4. Independent and Mediating Variable: Absorptive Capacities
3.2.5. Control Variables
4. Results
5. Discussion
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Variables | Mean | S.D. | Min. | Max |
---|---|---|---|---|
Product innovation (binary variable) | 0.24 | 0.43 | 0 | 1 |
Small and medium sized company (dummy) | 0.79 | 0.41 | 0 | 1 |
Firm age (in Year) | 22.75 | 13.12 | 5 | 95 |
Firm size (number of employees) | 227.69 | 1270.93 | 10 | 66,468 |
Diversity of strategic attentions | 0.75 | 0.21 | 0 | 0.90 |
Diversity of external information sources | 0.15 | 0.29 | 0 | 0.88 |
Absorptive capacity | 0.00 | 1.63 | −1.73 | 27.31 |
Variables | 1 | 2 | 3 | 4 | 5 | 6 |
---|---|---|---|---|---|---|
1. Product innovation | ||||||
2. Small and medium sized company (dummy) | −0.24 ** | |||||
3. Firm age (in year) | 0.15 ** | −0.37 ** | ||||
4. Firm size (number of employees) | 0.11 ** | −0.25 ** | 0.14 ** | |||
5. Diversity of strategic attentions | −0.09 ** | −0.13 ** | 0.11 ** | 0.07 ** | ||
6. Diversity of external information sources | 0.27 ** | −0.31** | 0.22 ** | 0.15 ** | 0.21 ** | |
7. Absorptive capacity | 0.46 ** | −0.41 ** | 0.28 ** | 0.40** | 0.19 ** | 0.58 ** |
Variables | Model 1 | Model 2 | Model 3 | Model 4 |
---|---|---|---|---|
(constant) | −0.93 ** | 0.54 ** | −1.07 ** | −1.09 ** |
(0.20) | (0.25) | (0.20) | (0.21) | |
Small and medium sized company (dummy) | −0.94 ** | −1.03 ** | −0.77 ** | −0.30 ** |
(0.10) | (0.11) | (0.11) | (0.11) | |
Firm age (in year) | 0.01 ** | 0.02 ** | 0.01 ** | 0.00 ** |
(0.00) | (0.00) | (0.00) | (0.00) | |
Firm size (number of employees) | 0.00 ** | 0.00 ** | 0.00 ** | −0.00 ** |
(0.00) | (0.00) | (0.00) | (0.00) | |
Diversity of strategic attentions | −1.83 ** | |||
(0.19) | ||||
Diversity of external information sources | 1.45 ** | |||
(0.14) | ||||
Absorptive capacity | 0.87 ** | |||
(0.04) | ||||
Log Likelihood | −1985.85 | −1940.59 | −1931.58 | −1658.65 |
Dependent Variable | |||
---|---|---|---|
Product Innovation (Logistic) | Absorptive Capacity (OLS) | Product Innovation (Logistic) | |
Variables | Model 2 | Model 5 | Model 6 |
(constant) | 0.54 ** | −0.66 ** | 1.52 ** |
(0.25) | (0.14) | (0.28) | |
Small and medium sized company (dummy) | −1.03 ** | −1.00 ** | −0.37 ** |
(0.11) | (0.06) | (0.12) | |
Firm age (in year) | 0.02 ** | 0.02 ** | 0.01 |
(0.00) | (0.00) | (0.00) | |
Firm size (number of employees) | 0.00 ** | 0.00 ** | −0.00 |
(0.00) | (0.00) | (0.00) | |
Diversity of strategic attentions | −1.83 ** | 0.78 ** | −3.27 ** |
(0.19) | (0.11) | (0.23) | |
Absorptive capacity | 1.00 ** | ||
(0.04) | |||
R-square | 0.36 | ||
Log Likelihood | −1940.59 | −1554.86 |
Dependent Variable | |||
---|---|---|---|
Product Innovation (Logistic) | Absorptive Capacity (OLS) | Product Innovation (Logistic) | |
Variables | Model 3 | Model 7 | Model 8 |
(constant) | −1.07 ** | −0.32 ** | −1.07 ** |
(0.20) | (0.09) | (0.21) | |
Small and medium sized company (dummy) | −0.77 ** | −0.64 ** | −0.32 ** |
(0.11) | (0.05) | (0.11) | |
Firm age (in year) | 0.01 ** | 0.01 ** | 0.00 |
(0.00) | (0.00) | (0.00) | |
Firm size (number of employees) | 0.00 ** | 0.00 ** | −0.00 |
(0.00) | (0.00) | (0.00) | |
Diversity of external information sources | 1.45 ** | 2.56 ** | −0.46 ** |
(0.14) | (0.07) | (0.17) | |
Absorptive capacity | 0.92 ** | ||
(0.05) | |||
R-square | 0.51 | ||
Log Likelihood | −1931.58 | −1654.93 |
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Yang, D.; Battulga, A.; Rhee, M. An Open System Understanding of Product Innovation: Attention Allocation, External Information Sources, and Absorptive Capacity. Systems 2022, 10, 172. https://doi.org/10.3390/systems10050172
Yang D, Battulga A, Rhee M. An Open System Understanding of Product Innovation: Attention Allocation, External Information Sources, and Absorptive Capacity. Systems. 2022; 10(5):172. https://doi.org/10.3390/systems10050172
Chicago/Turabian StyleYang, Daegyu, Altantsetseg Battulga, and Mooweon Rhee. 2022. "An Open System Understanding of Product Innovation: Attention Allocation, External Information Sources, and Absorptive Capacity" Systems 10, no. 5: 172. https://doi.org/10.3390/systems10050172