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. 1996 Nov 12;93(23):12725–12730. doi: 10.1073/pnas.93.23.12725

Table 6.

Determinants of patent output at the firm level

Model
1 2 3 4
Intercept 5.159* 5.292* 4.252* 4.037*
(1.032) (1.042) (0.859) (0.839)
Percent of coauthorships 7.340* 6.897* 5.137* 4.493*
 with universities (1.611) (1.680) (1.789) (1.759)
Papers per research dollar 0.005 0.061*
(0.006) (0.026)
Firm dummies Yes Yes
Time trend −0.227* −0.231* −0.203** −0.211*
(0.045) (0.045) (0.038) (0.037)
RMSE 0.987 0.987 0.777 0.754
R-squared 0.293 0.301 0.611 0.638
Intercept 4.043* 2.380* 2.551* 2.515*
(1.358) (1.198) (1.146) (1.118)
Percent of publications by 2.052 3.897* 3.358* 3.236*
 top 10 authors (1.489) (1.717) (1.646) (1.613)
Percent of coauthorships 4.870* 4.305*
 with universities (1.749) (1.726)
Papers per research dollar 0.056*
(0.002)
Firm dummies Yes Yes Yes
Time trend −0.142* −0.129* −0.179* −0.187*
(0.048) (0.036) (0.039) (0.038)
RMSE 1.093 0.792 0.757 0.738
R-squared 0.132 0.595 0.635 0.658

Ordinary least-squares regression. Dependent variable: Important patents per research dollar. 1980–1988 data, 84 observations. Standard errors are in parentheses. RMSE, root mean squared error. 

*

, Significant at 5% level. 

**

, Significant at 10% level.