Logistic regression results for product innovation
| Logistic regression results | |
|---|---|
| Dep. Variable: product innovation | Observations: 1,412 pure manufacturers |
| Model: Logit (Method: MLE) | Pseudo R-squ.: 0.664 |
| AIC: 2956.710 | BIC.: 3064.617 |
| converged: True (Interactions = 9) | Log-Likelihood: −1462.4 |
| LL-Null: −4348.8 | LLR p-value: 0.00 |
| Dep. Variable: product innovation | Observations: 1,412 pure manufacturers |
| Model: Logit (Method: MLE) | Pseudo R-squ.: 0.664 |
| AIC: 2956.710 | BIC.: 3064.617 |
| converged: True (Interactions = 9) | Log-Likelihood: −1462.4 |
| LL-Null: −4348.8 | LLR |
| Coef | Std. err | z | P>|z| | [0.025 | 0.975] | OR | |
|---|---|---|---|---|---|---|---|
| Intercept | −7.483 | 0.246 | −30.381 | 0.000 | −7.966 | −7.001 | 0.001 |
| Headquarter cooperation | 0.352 | 0.170 | 2.073 | 0.038 | 0.019 | 0.686 | 1.422 |
| Other firms cooperation | 0.438 | 0.164 | 2.666 | 0.008 | 0.116 | 0.761 | 1.550 |
| Government cooperation | 0.532 | 0.240 | 2.213 | 0.027 | 0.061 | 1.003 | 1.702 |
| Suppliers cooperation | −0.144 | 0.114 | −1.265 | 0.206 | −0.368 | 0.079 | 0.866 |
| Total perc. of funding | 0.004 | 0.001 | 2.693 | 0.007 | 0.001 | 0.006 | 1.004 |
| IPO cooperation | 0.093 | 0.292 | 0.318 | 0.750 | −0.480 | 0.666 | 1.097 |
| Ind. Manuf. sector | 4.106 | 0.122 | 33.542 | 0.000 | 3.866 | 4.346 | 60.703 |
| University cooperation | 0.674 | 0.239 | 2.821 | 0.005 | 0.206 | 1.143 | 1.962 |
| Labs cooperation | 0.659 | 0.189 | 3.480 | 0.001 | 0.288 | 1.030 | 1.933 |
| Customers cooperation | 1.221 | 0.093 | 13.126 | 0.018 | 1.038 | 1.404 | 3.391 |
| Competitors cooperation | 0.457 | 0.137 | 3.352 | 0.001 | 0.190 | 0.725 | 1.579 |
| Clients cooperation | 0.567 | 0.111 | 5.102 | 0.000 | 0.350 | 0.786 | 1.763 |
| Obj.: Incr. mark. share | −0.039 | 0.060 | −0.648 | 0.517 | −0.157 | 0.079 | 0.962 |
| Obj.: Reduce envi. impact | 1.003 | 0.091 | 11.019 | 0.002 | 1.001 | 1.005 | 2,726 |
| R&D Department | 1.484 | 0.106 | 13.981 | 0.000 | 1.276 | 1.692 | 4.411 |
| Obj.: Entry new mark | 0.439 | 0.056 | 7.890 | 0.000 | 0.330 | 0.549 | 1.551 |
| Coef | Std. err | z | P>|z| | [0.025 | 0.975] | OR | |
|---|---|---|---|---|---|---|---|
| Intercept | −7.483 | 0.246 | −30.381 | 0.000 | −7.966 | −7.001 | 0.001 |
| Headquarter cooperation | 0.352 | 0.170 | 2.073 | 0.038 | 0.019 | 0.686 | 1.422 |
| Other firms cooperation | 0.438 | 0.164 | 2.666 | 0.008 | 0.116 | 0.761 | 1.550 |
| Government cooperation | 0.532 | 0.240 | 2.213 | 0.027 | 0.061 | 1.003 | 1.702 |
| Suppliers cooperation | −0.144 | 0.114 | −1.265 | 0.206 | −0.368 | 0.079 | 0.866 |
| Total perc. of funding | 0.004 | 0.001 | 2.693 | 0.007 | 0.001 | 0.006 | 1.004 |
| IPO cooperation | 0.093 | 0.292 | 0.318 | 0.750 | −0.480 | 0.666 | 1.097 |
| Ind. Manuf. sector | 4.106 | 0.122 | 33.542 | 0.000 | 3.866 | 4.346 | 60.703 |
| University cooperation | 0.674 | 0.239 | 2.821 | 0.005 | 0.206 | 1.143 | 1.962 |
| Labs cooperation | 0.659 | 0.189 | 3.480 | 0.001 | 0.288 | 1.030 | 1.933 |
| Customers cooperation | 1.221 | 0.093 | 13.126 | 0.018 | 1.038 | 1.404 | 3.391 |
| Competitors cooperation | 0.457 | 0.137 | 3.352 | 0.001 | 0.190 | 0.725 | 1.579 |
| Clients cooperation | 0.567 | 0.111 | 5.102 | 0.000 | 0.350 | 0.786 | 1.763 |
| Obj.: Incr. mark. share | −0.039 | 0.060 | −0.648 | 0.517 | −0.157 | 0.079 | 0.962 |
| Obj.: Reduce envi. impact | 1.003 | 0.091 | 11.019 | 0.002 | 1.001 | 1.005 | 2,726 |
| R&D Department | 1.484 | 0.106 | 13.981 | 0.000 | 1.276 | 1.692 | 4.411 |
| Obj.: Entry new mark | 0.439 | 0.056 | 7.890 | 0.000 | 0.330 | 0.549 | 1.551 |
Source(s): Authors’ own work
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