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. 2023 Jul 7;9(7):e17797. doi: 10.1016/j.heliyon.2023.e17797

Table 16.

Moderating effect test of the knowledge base.

Variable Dependent variable: Innovation performance
(1)
β (t)
(2)
β (t)
(3)
β (t)
(4)
β (t)
(5)
β (t)
(6)
β (t)
(7)
β (t)
(8)
β (t)
(9)
β (t)
Independent variable Making technology 0.16** (3.47) 0.15** (3.32)
Interaction term Making technology
*Knowledge base
0.21
*** (4.85)
Independent variable Buying technology 0.22*** (4.94) 0.22*** (4.87)
Interaction term Buying technology
*Knowledge base
−0.09* (−2.10)
Independent variable Novelty-centered business model 0.20*** (4.34) 0.19*** (4.10)
Interaction term Novelty-centered business model
*Knowledge base
0.13** (2.86)
Independent variable Efficiency-centered business model 0.20*** (4.37) 0.20*** (4.33)
Interaction term Efficiency-centered business model
*Knowledge base
0.02 (0.47)
Moderator Knowledge base 0.03 (0.68) 0.04 (0.91) 0.07 (1.56) 0.07 (1.65) 0.00 (0.05) 0.00 (−0.00) 0.02 (0.52) 0.02 (0.44)
Control variable Company age −0.04 (−0.76) −0.03 (−0.60) −0.02 (−0.38) −0.04 (−0.79) −0.03 (−0.72) −0.02 (−0.36) −0.02 (−0.44) −0.02 (−0.41) −0.02 (−0.38)
Company size 0.01 (0.13) 0.00 (0.00) 0.00 (0.06) 0.04 (0.87) 0.04 (0.836) 0.01 (0.154) 0.02 (0.33) 0.01 (0.22) 0.01 (0.25)
Model fit R2 0.00 0.03 0.07 0.05 0.06 0.04 0.06 0.04 0.04
Adj. R2 −0.00 0.02 0.06 0.04 0.05 0.03 0.05 0.03 0.03
△R2 0.00 0.03 0.05 0.05 0.01 0.04 0.02 0.04 0.00
F 0.29 3.39** 7.54*** 6.50*** 6.12*** 5.10*** 5.78*** 5.16** 4.16**

Note: ***P < 0.001, **P < 0.01, and *P < 0.05.