Results of regression analysis: Pooled OLS Model
| Variables | Model1 | Model2 | Model3 | Model4 | Model5 | Model6 | Model7 |
|---|---|---|---|---|---|---|---|
| H1: DOI | −2.310*** | −2.181*** | −2.116*** | −2.036*** | −2.049*** | ||
| (0.52) | (0.47) | (0.58) | (0.54) | (0.53) | |||
| H2: DOI (squared) | 9.094*** | 10.174*** | |||||
| (2.44) | (2.57) | ||||||
| Institutional Distance | −0.013*** | −0.007 | −0.007* | −0.005 | |||
| (0.00) | (0.00) | (0.00) | (0.00) | ||||
| H3: DOI × Institutional Distance | 0.065 | −0.035 | |||||
| (0.04) | (0.05) | ||||||
| Control variables | |||||||
| Concentration of client nationality | −0.029 | −0.034 | 0.052 | −0.062 | −0.051 | −0.034 | 0.040 |
| (0.13) | (0.12) | (0.11) | (0.12) | (0.12) | (0.11) | (0.11) | |
| Foreign client transaction structure | 0.206 | 0.165 | 0.214* | 0.239* | 0.184 | 0.236** | 0.208* |
| (0.13) | (0.12) | (0.12) | (0.13) | (0.12) | (0.12) | (0.12) | |
| Domestic client transaction structure | 0.177 | 0.290** | 0.237* | 0.166 | 0.275** | 0.297** | 0.206** |
| (0.14) | (0.14) | (0.12) | (0.12) | (0.13) | (0.13) | (0.10) | |
| Concentration in technology area | 1.193* | 0.628 | 0.680 | 0.867 | 0.515 | 0.430 | 0.639 |
| (0.65) | (0.66) | (0.62) | (0.67) | (0.66) | (0.67) | (0.59) | |
| Number of patent claims per application | −0.001 | −0.004 | −0.006 | −0.001 | −0.004 | −0.007 | −0.005 |
| (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | |
| Number of pages per application | 0.006 | 0.010 | 0.009 | 0.007 | 0.010 | 0.012* | 0.008 |
| (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | |
| Patent registration rate | −0.052 | 0.120 | 0.124 | −0.022 | 0.120 | 0.111 | 0.130 |
| (0.31) | (0.31) | (0.28) | (0.30) | (0.30) | (0.30) | (0.28) | |
| Number of patent attorneys | 0.046 | 0.037 | 0.029 | 0.050 | 0.040 | 0.028 | 0.037 |
| (0.04) | (0.04) | (0.04) | (0.04) | (0.04) | (0.04) | (0.04) | |
| Turnover rate | 0.064 | 0.017 | 0.017 | 0.057 | 0.017 | 0.004 | 0.024 |
| (0.18) | (0.17) | (0.17) | (0.18) | (0.17) | (0.17) | (0.17) | |
| Organizational age | −0.067** | −0.087*** | −0.058* | −0.072** | −0.088*** | −0.081*** | −0.058* |
| (0.03) | (0.03) | (0.03) | (0.03) | (0.03) | (0.03) | (0.03) | |
| Domestic and foreign technological distance | −0.100 | −0.078 | −0.074 | −0.099 | −0.080 | −0.093 | −0.067 |
| (0.14) | (0.14) | (0.13) | (0.14) | (0.14) | (0.14) | (0.12) | |
| Constant | −0.072 | 0.014 | −0.127 | −0.070 | 0.008 | −0.012 | −0.138 |
| (0.00) | (0.22) | (0.23) | (0.22) | (0.22) | (0.21) | (0.23) | |
| Observations | 430 | 430 | 430 | 430 | 430 | 430 | 430 |
| Firms | 48 | 48 | 48 | 48 | 48 | 48 | 48 |
| F value | 13.97*** | 26.47*** | 22.44*** | 16.54*** | 26.70*** | 25.30*** | 29.18*** |
| R-squared | 0.495 | 0.535 | 0.559 | 0.507 | 0.537 | 0.542 | 0.562 |
| Adjusted R-squared | 0.472 | 0.512 | 0.537 | 0.483 | 0.514 | 0.517 | 0.537 |
| Year dummies | YES | YES | YES | YES | YES | YES | YES |
| F test | 0.5678 | 0.7725 | 0.6456 | 0.7268 | 0.8180 | 0.6514 | 0.7347 |
| BP test | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| Hausman test | 0.1212 | 0.3409 | 0.1905 | 0.3544 | 0.4979 | 0.2796 | 0.3843 |
| Variables | Model1 | Model2 | Model3 | Model4 | Model5 | Model6 | Model7 |
|---|---|---|---|---|---|---|---|
| −2.310*** | −2.181*** | −2.116*** | −2.036*** | −2.049*** | |||
| (0.52) | (0.47) | (0.58) | (0.54) | (0.53) | |||
| 9.094*** | 10.174*** | ||||||
| (2.44) | (2.57) | ||||||
| Institutional Distance | −0.013*** | −0.007 | −0.007* | −0.005 | |||
| (0.00) | (0.00) | (0.00) | (0.00) | ||||
| 0.065 | −0.035 | ||||||
| (0.04) | (0.05) | ||||||
| Control variables | |||||||
| Concentration of client nationality | −0.029 | −0.034 | 0.052 | −0.062 | −0.051 | −0.034 | 0.040 |
| (0.13) | (0.12) | (0.11) | (0.12) | (0.12) | (0.11) | (0.11) | |
| Foreign client transaction structure | 0.206 | 0.165 | 0.214* | 0.239* | 0.184 | 0.236** | 0.208* |
| (0.13) | (0.12) | (0.12) | (0.13) | (0.12) | (0.12) | (0.12) | |
| Domestic client transaction structure | 0.177 | 0.290** | 0.237* | 0.166 | 0.275** | 0.297** | 0.206** |
| (0.14) | (0.14) | (0.12) | (0.12) | (0.13) | (0.13) | (0.10) | |
| Concentration in technology area | 1.193* | 0.628 | 0.680 | 0.867 | 0.515 | 0.430 | 0.639 |
| (0.65) | (0.66) | (0.62) | (0.67) | (0.66) | (0.67) | (0.59) | |
| Number of patent claims per application | −0.001 | −0.004 | −0.006 | −0.001 | −0.004 | −0.007 | −0.005 |
| (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | |
| Number of pages per application | 0.006 | 0.010 | 0.009 | 0.007 | 0.010 | 0.012* | 0.008 |
| (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | (0.01) | |
| Patent registration rate | −0.052 | 0.120 | 0.124 | −0.022 | 0.120 | 0.111 | 0.130 |
| (0.31) | (0.31) | (0.28) | (0.30) | (0.30) | (0.30) | (0.28) | |
| Number of patent attorneys | 0.046 | 0.037 | 0.029 | 0.050 | 0.040 | 0.028 | 0.037 |
| (0.04) | (0.04) | (0.04) | (0.04) | (0.04) | (0.04) | (0.04) | |
| Turnover rate | 0.064 | 0.017 | 0.017 | 0.057 | 0.017 | 0.004 | 0.024 |
| (0.18) | (0.17) | (0.17) | (0.18) | (0.17) | (0.17) | (0.17) | |
| Organizational age | −0.067** | −0.087*** | −0.058* | −0.072** | −0.088*** | −0.081*** | −0.058* |
| (0.03) | (0.03) | (0.03) | (0.03) | (0.03) | (0.03) | (0.03) | |
| Domestic and foreign technological distance | −0.100 | −0.078 | −0.074 | −0.099 | −0.080 | −0.093 | −0.067 |
| (0.14) | (0.14) | (0.13) | (0.14) | (0.14) | (0.14) | (0.12) | |
| Constant | −0.072 | 0.014 | −0.127 | −0.070 | 0.008 | −0.012 | −0.138 |
| (0.00) | (0.22) | (0.23) | (0.22) | (0.22) | (0.21) | (0.23) | |
| Observations | 430 | 430 | 430 | 430 | 430 | 430 | 430 |
| Firms | 48 | 48 | 48 | 48 | 48 | 48 | 48 |
| 13.97*** | 26.47*** | 22.44*** | 16.54*** | 26.70*** | 25.30*** | 29.18*** | |
| 0.495 | 0.535 | 0.559 | 0.507 | 0.537 | 0.542 | 0.562 | |
| Adjusted | 0.472 | 0.512 | 0.537 | 0.483 | 0.514 | 0.517 | 0.537 |
| Year dummies | YES | YES | YES | YES | YES | YES | YES |
| 0.5678 | 0.7725 | 0.6456 | 0.7268 | 0.8180 | 0.6514 | 0.7347 | |
| BP test | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| Hausman test | 0.1212 | 0.3409 | 0.1905 | 0.3544 | 0.4979 | 0.2796 | 0.3843 |
Note(s): Robust standard errors in parentheses
***p < 0.01, **p < 0.05, *p < 0.1
Source(s): Authors’ work
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