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Understanding the Inputs into Innovation: Do Cities Substitute for Internal Firm Resources?

Chris Forman
Georgia Institute of Technology - College of Management

Avi Goldfarb
University of Toronto - Joseph L. Rotman School of Management

Shane M. Greenstein
Northwestern University - Kellogg School of Management; National Bureau of Economic Research (NBER)


January 2007


Abstract:     
We examine whether there is a tradeoff between employing internal (firm) resources and purchased external (local) resources in process innovation. We draw on a rich data set of Internet investments by 86,879 U.S. establishments to examine decisions to invest in advanced Internet technology. We show that the marginal contribution of internal resources is greater outside of a major urban area than inside one. Agglomeration is less important for firms with highly capable IT workers. When firms invest in innovative processes they act as if resources available in cities are partial substitutes for both establishment-level and firm-level internal resources.

Keywords: innovation, agglomeration, localization of substitution, internal and external resources

JEL Classifications: R30, O33, L86

Working Paper Series

Date posted: May 03, 2006 ; Last revised: March 05, 2007

Suggested Citation

Forman, Chris, Goldfarb, Avi and Greenstein, Shane M., Understanding the Inputs into Innovation: Do Cities Substitute for Internal Firm Resources? (January 2007). Available at SSRN: http://ssrn.com/abstract=898696


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Contact Information

Avi Goldfarb (Contact Author)
University of Toronto - Joseph L. Rotman School of Management ( email )
105 St. George Street
Toronto, Ontario M5S 3E6 Canada
416-946-8604 (Phone)
416-978-5433 (Fax)
Chris Forman
Georgia Institute of Technology - College of Management ( email )
800 West Peachtree St., NW
Atlanta, GA 30308-1149
United States
Shane M. Greenstein
Northwestern University - Kellogg School of Management ( email )
2001 Sheridan Road
Evanston, IL 60208
United States
National Bureau of Economic Research (NBER)
1050 Massachusetts Avenue
Cambridge, MA 02138
United States
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