This article presents an alternative specification of knowledge produc
tion and derives a structural econometric model with some desirable pr
operties. I provide a simple and less data-intensive framework for emp
irical studies of the relationship between firm performance and R&D. T
he main empirical finding are as follows: (i) R&D has a positive effec
t on performance, (ii) the appropriable part of knowledge capital depr
eciates at a rate of,2, (iii) there are significant spillover effects
of R&D across lines of business within a firm, and (iv) there are sign
ificant spillovers in R&D across firms that belong to the same interlo
cking group of firms.