Table 2.
The negative binomial regression for technological innovation performance.
| Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | Model 7 | |
|---|---|---|---|---|---|---|---|
| R&D intensity | 0.009 | 0.006 | 0.006 | 0.005 | 0.002 | 0.005 | 0.002 |
| Size | −0.150* | −0.122 | −0.125 | −0.131 | −0.133 | −0.044 | −0.034 |
| Age | 0.044** | 0.073*** | 0.078*** | 0.073*** | 0.080*** | 0.055** | 0.059** |
| SOE | 0.283 | 0.301 | 0.311 | 0.315 | 0.388* | 0.270 | 0.352 |
| R&D subsidy | −0.013 | −0.050 | −0.051 | −0.054 | −0.049 | −0.047 | −0.044 |
| Export | 0.432*** | 0.359*** | 0.369*** | 0.355*** | 0.271** | 0.360*** | 0.274*** |
| ROA | 1.785*** | 1.515** | 1.320** | 1.377** | 0.900 | 1.230* | 0.823 |
| Leverage | −0.357 | −0.118 | −0.095 | −0.140 | −0.216 | −0.075 | −0.166 |
| Degree centrality | 0.152 ** | 0.136* | 0.165* | 0.177** | 0.228** | ||
| Degree centrality squared | −0.007 * | −0.006 | −0.020** | −0.007* | −0.029*** | ||
| Structural holes | 0.095 ** | 0.088* | 0.055 | 0.079* | 0.040 | ||
| Scientific collaboration strength | 0.012 | 0.053 | |||||
| Degree centrality × scientific collaboration strength | 0.290 ** | 0.361** | |||||
| Degree centrality squared × Scientific collaboration strength | -0.033 * | −0.047** | |||||
| Patent stock | −0.414*** | −0.477*** | |||||
| Structural holes × Patent stock | 0.177 ** | 0.234*** | |||||
| Constant | 3.514** | 3.352* | 3.360* | 3.606** | 3.811** | 1.829 | 1.962 |
| Industry | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Year | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| Region | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
| No. of firms | 160 | 135 | 135 | 135 | 130 | 135 | 130 |
| No. of observation | 1,161 | 924 | 924 | 924 | 881 | 924 | 881 |
| Log likelihood | −2, 067.830 | −1, 743.275 | −1, 742.851 | −1, 741.334 | −1, 646.798 | −1, 729.053 | −1, 632.492 |
| Prob > chi2 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
*p < 0.1, **p < 0.05, ***p < 0.01. Due to missing data, the number of firms differs across models.