Research Article

IT Usage and Innovation Performance of SMEs in China: A New Perspective

Table 2

Regression results.

VariablesIPFlexibility
Model 1 (OLS)Model 2 (OLS)Model 3 (2SLS)Model 4 (OLS)Model 5 (OLS)Model 6 (OLS)Model 7 (logit)

Constant2.361 (1.542)−0.908 (1.566)−4.779 (1.444)−1.052 (1.563)−1.945 (1.769)−2.067 (1.767)−0.962 (0.940)
Size0.528 (0.166)0.393 (0.166)0.283 (0.177)0.3860.1660.386 (0.166)0.402 (0.166)0.090 (0.081)
Age−0.472 (0.406)−0.395 (0.396)−0.105 (0.411)−0.404 (0.397)−0.403 (0.397)−0.394 (0.396)0.017 (0.178)
State−0.031(0.008)−0.013(0.008)0.018(0.008)−0.011 (0.008)−0.010 (0.008)−0.011 (0.008)−0.025(0.006)
R&D5.565 (0.431)5.136 (0.441)5.814 (0.441)5.033 (0.447)5.008 (0.447)5.028 (0.447)0.924 (0.179)
Technology2.590 (0.483)2.215 (0.482)2.712 (0.472)2.159 (0.481)2.130 (0.482)2.144 (0.485)0.564 (0.222)
Certification0.750 (0.435)0.536 (0.432)0.126 (0.419)0.476 (0.435)0.467 (0.435)0.424 (0.435)0.454 (0.177)
Export0.001 (0.007)0.001 (0.007)−.005 (0.007)0.001 (0.007)0.000 (0.007)−0.001 (0.007)0.000 (0.004)
Financing0.374 (0.239)0.220 (0.235)0.130 (0.215)0.201 (0.235)0.198 (0.236)0.204 (0.236)0.208 (0.110)
Relation0.083 (0.069)0.046 (0.068)0.131 (0.067)0.042 (0.068)0.034 (0.069)0.031 (0.068)0.094 (0.071)
Gender−0.157 (0.685)0.145 (0.674)0.352 (0.653)0.178 (0.671)0.190 (0.672)0.201 (0.674)−0.269 (0.281)
Experience0.054 (0.028)0.044 (0.027)−0.004 (0.025)0.042 (0.027)0.041 (0.027)0.043 (0.027)0.016 (0.012)
ITW0.525 (0.169)0.919 (0.324)0.510 (0.168)0.495 (0.168)0.540 (0.169)0.001 (0.082)
ITF0.540 (0.240)0.968 (0.370)0.450 (0.246)0.444 (0.246)0.440 (0.245)0.798 (0.113)
Flexibility0.766 (0.442)0.796 (0.441)0.777 (0.440)
Human0.110 (0.109)0.096 (0.108)
ITW × Human0.169 (0.100)
ITF × Human−0.077 (0.127)
Industry-fixed effectControlledControlledControlledControlledControlledControlled
City-fixed effectControlledControlledControlledControlledControlledControlled
R2/Pseudo R20.4290.4440.3550.4450.4460.4470.337
F41.7245.7745.2844.4343.27
Wald chi21476.10384.65
N1369136913691369136913691365

Note., , and ; since the key variables in Model 3 are mean data in city-industry level, the industry-fixed effect and city-fixed effect are not included in the model.