Heckman selection model estimates
| First stage (1): propensity for innovation | Second stage (2): innovation performance | Second stage (2): innovation turnover | |
|---|---|---|---|
| Variables | Model 1 | Model 2 | Model 3 |
| Propensity of product innovation | |||
| Openness | 0.053*** (0.007) | 0.053*** (0.007) | 0.053*** (0.007) |
| Openness squared | −0.001*** (0.000) | −0.001*** (0.000) | −0.001*** (0.000) |
| Formal training | 0.263 (0.217) | 0.276 (0.223) | 0.296 (0.217) |
| Firms age (log) | 0.014 (0.080) | 0.009 (0.080) | 0.0136 (0.079) |
| Firm size (log) | −0.040 (0.055) | −0.038 (0.055) | −0.028 (0.056) |
| Education level of employees | 0.194 (0.140) | 0.212 (0.150) | 0.238 (0.149) |
| Exports destination | 0.418 (0.272) | 0.425 (0.282) | 0.432 (0.281) |
| R&D expenditure (log) | 0.055*** (0.008) | 0.056*** (0.008) | 0.055*** (0.009) |
| Intellectual property rights | −0.203 (0.144) | −0.207 (0.151) | −0.198 (0.152) |
| Sector dummy | 0.144 (0.130) | 0.147 (0.130) | 0.151 (0.127) |
| Group | −0.104 (0.165) | −0.170 (0.175) | −0.224 (0.163) |
| Constant | −2.053*** (0.406) | −2.068*** (0.421) | −2.132*** (0.418) |
| Innovation performance | |||
| Openness | 0.680** (0.319) | 0.201* (0.108) | |
| Openness squared | −0.007* (0.004) | −0.002* (0.001) | |
| Formal training | 11.000** (5.001) | 2.331** (1.048) | |
| New product marketing | 7.708* (4.532) | 1.113 (0.868) | |
| Marketing innovation | 14.26* (7.682) | 2.229 (1.566) | |
| Firms age (log) | −2.275 (2.612) | −0.237 (0.514) | |
| Firm size (log) | −0.404 (1.971) | 0.702 (0.456) | |
| Education level of employees | 2.619 (4.514) | 0.308 (0.950) | |
| Exports destination | 8.237 (10.183) | 1.624 (2.252) | |
| R&D expenditure (log) | 0.490 (0.332) | 0.125 (0.108) | |
| Intellectual property rights | 0.884 (4.290) | 0.298 (1.078) | |
| Origin of innovation | −9.411 (7.297) | −1.995 (1.373) | |
| Sector dummy | 7.977** (3.915) | 1.010 (0.784) | |
| Constant | 5.563 (19.135) | −5.303 (6.019) | |
| ρ | 0.516* (0.270) | 1.043* (0.619) | |
| σ | 3.217*** (0.082) | 1.718*** (0.200) | |
| Observations | 631 | 631 | 631 |
| Censored | 441 | 441 | |
| Uncensored | 190 | 190 | |
| First stage (1): propensity for innovation | Second stage (2): innovation performance | Second stage (2): innovation turnover | |
|---|---|---|---|
| Variables | Model 1 | Model 2 | Model 3 |
| Openness | 0.053*** (0.007) | 0.053*** (0.007) | 0.053*** (0.007) |
| Openness squared | −0.001*** (0.000) | −0.001*** (0.000) | −0.001*** (0.000) |
| Formal training | 0.263 (0.217) | 0.276 (0.223) | 0.296 (0.217) |
| Firms age (log) | 0.014 (0.080) | 0.009 (0.080) | 0.0136 (0.079) |
| Firm size (log) | −0.040 (0.055) | −0.038 (0.055) | −0.028 (0.056) |
| Education level of employees | 0.194 (0.140) | 0.212 (0.150) | 0.238 (0.149) |
| Exports destination | 0.418 (0.272) | 0.425 (0.282) | 0.432 (0.281) |
| R&D expenditure (log) | 0.055*** (0.008) | 0.056*** (0.008) | 0.055*** (0.009) |
| Intellectual property rights | −0.203 (0.144) | −0.207 (0.151) | −0.198 (0.152) |
| Sector dummy | 0.144 (0.130) | 0.147 (0.130) | 0.151 (0.127) |
| Group | −0.104 (0.165) | −0.170 (0.175) | −0.224 (0.163) |
| Constant | −2.053*** (0.406) | −2.068*** (0.421) | −2.132*** (0.418) |
| Openness | 0.680** (0.319) | 0.201* (0.108) | |
| Openness squared | −0.007* (0.004) | −0.002* (0.001) | |
| Formal training | 11.000** (5.001) | 2.331** (1.048) | |
| New product marketing | 7.708* (4.532) | 1.113 (0.868) | |
| Marketing innovation | 14.26* (7.682) | 2.229 (1.566) | |
| Firms age (log) | −2.275 (2.612) | −0.237 (0.514) | |
| Firm size (log) | −0.404 (1.971) | 0.702 (0.456) | |
| Education level of employees | 2.619 (4.514) | 0.308 (0.950) | |
| Exports destination | 8.237 (10.183) | 1.624 (2.252) | |
| R&D expenditure (log) | 0.490 (0.332) | 0.125 (0.108) | |
| Intellectual property rights | 0.884 (4.290) | 0.298 (1.078) | |
| Origin of innovation | −9.411 (7.297) | −1.995 (1.373) | |
| Sector dummy | 7.977** (3.915) | 1.010 (0.784) | |
| Constant | 5.563 (19.135) | −5.303 (6.019) | |
| 0.516* (0.270) | 1.043* (0.619) | ||
| 3.217*** (0.082) | 1.718*** (0.200) | ||
| Observations | 631 | 631 | 631 |
| Censored | 441 | 441 | |
| Uncensored | 190 | 190 | |
Notes: Clustered standard errors in parentheses. *p<0.10; **p<0.05; ***p<0.01
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