IDEAS home Printed from
MyIDEAS: Login to save this paper or follow this series

Innovation, Reallocation and Growth

  • William Kerr

    (Harvard University)

  • Ufuk Akcigit

    (University of Pennsylvania)

  • Nicholas Bloom

    (Stanford University)

  • Daron Acemoglu

    (Massachusetts Institute of Technology)

We build a micro-founded model with endogenous firm innovation and growth. This enables us to examine the forces jointly driving innovation, productivity and reallocation. We estimate this using simulated methods of moments on detailed US Census micro data on output, R&D and patenting, obtaining a good fit to the micro-data. We also validate our model by showing a good fit between the predicted impact for R&D tax credits and skilled labor supply policies in our model to the actual data on previous episodes of these policies. Finally, we run a number of simulations on common industrial support policy. We find that a general entry subsidy increases growth rates by about 0.2%, but an R&D tax credit targeted at incumbent firms increases growth by almost 0.5%. In contrast, subsidizing fixed-costs of production helps to support failing incumbents, reducing entry by more innovative firms, and lowering growth by over 0.4%. This highlights the importance of evaluating the impact of industrial policies on both incumbents and potential entrants in a general equilibrium model.

If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.

File URL:
Download Restriction: no

Paper provided by Society for Economic Dynamics in its series 2012 Meeting Papers with number 1137.

in new window

Date of creation: 2012
Date of revision:
Handle: RePEc:red:sed012:1137
Contact details of provider: Postal: Society for Economic Dynamics Marina Azzimonti Department of Economics Stonybrook University 10 Nicolls Road Stonybrook NY 11790 USA
Web page:

More information through EDIRC

References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:

as in new window
  1. Paul M Romer, 1999. "Increasing Returns and Long-Run Growth," Levine's Working Paper Archive 2232, David K. Levine.
  2. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-51, March.
  3. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages S71-102, October.
  4. Lucia Foster & John Haltiwanger & C. J. Krizan, 2006. "Market Selection, Reallocation, and Restructuring in the U.S. Retail Trade Sector in the 1990s," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 748-758, November.
  5. Foster, Lucia & Haltiwanger, John C. & Syverson, Chad, 2005. "Reallocation, Firm Turnover, and Efficiency: Selection on Productivity or Profitability?," IZA Discussion Papers 1705, Institute for the Study of Labor (IZA).
  6. Hall, Bronwyn H & Ziedonis, Rosemarie Ham, 2001. "The Patent Paradox Revisited: An Empirical Study of Patenting in the U.S. Semiconductor Industry, 1979-1995," RAND Journal of Economics, The RAND Corporation, vol. 32(1), pages 101-28, Spring.
  7. Blundell, Richard & Griffith, Rachel & Windmeijer, Frank, 2002. "Individual effects and dynamics in count data models," Journal of Econometrics, Elsevier, vol. 108(1), pages 113-131, May.
  8. Rasmus Lentz & Dale T. Mortensen, 2005. "An Empirical Model of Growth Through Product Innovation," NBER Working Papers 11546, National Bureau of Economic Research, Inc.
  9. Ufuk Akcigit & Douglas Hanley & Nicolas Serrano-Velarde, 2013. "Back to Basics: Basic Research Spillovers, Innovation Policy and Growth," PIER Working Paper Archive 13-051, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
  10. Tor Jakob Klette & Samuel Kortum, 2002. "Innovating Firms and Aggregate Innovation," NBER Working Papers 8819, National Bureau of Economic Research, Inc.
  11. Bronwyn H. Hall & Adam B. Jaffe & Manuel Trajtenberg, 2001. "The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools," NBER Working Papers 8498, National Bureau of Economic Research, Inc.
  12. Austan Goolsbee, 1998. "Does Government R&D Policy Mainly Benefit Scientists and Engineers?," NBER Working Papers 6532, National Bureau of Economic Research, Inc.
  13. Richard J. Rosen, 1991. "Research and Development with Asymmetric Firm Sizes," RAND Journal of Economics, The RAND Corporation, vol. 22(3), pages 411-429, Autumn.
  14. Zvi Griliches, 1998. "Patent Statistics as Economic Indicators: A Survey," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 287-343 National Bureau of Economic Research, Inc.
  15. Tether, B. S., 1998. "Small and large firms: sources of unequal innovations?," Research Policy, Elsevier, vol. 27(7), pages 725-745, November.
  16. Chiara Criscuolo & Ralf Martin & Henry G. Overman & John Van Reenen, 2012. "The Causal Effects of an Industrial Policy," CEP Discussion Papers dp01113, Centre for Economic Performance, LSE.
  17. Jones, Charles I, 1995. "R&D-Based Models of Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 103(4), pages 759-84, August.
  18. Bartelsman, Eric & Haltiwanger, John C. & Scarpetta, Stefano, 2009. "Cross-Country Differences in Productivity: The Role of Allocation and Selection," IZA Discussion Papers 4578, Institute for the Study of Labor (IZA).
  19. Chang-Tai Hsieh & Peter Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," Working Papers 09-04, Center for Economic Studies, U.S. Census Bureau.
  20. Hopenhayn, Hugo A, 1992. "Entry, Exit, and Firm Dynamics in Long Run Equilibrium," Econometrica, Econometric Society, vol. 60(5), pages 1127-50, September.
  21. Leonid Kogan & Dimitris Papanikolaou & Amit Seru & Noah Stoffman, 2012. "Technological Innovation, Resource Allocation, and Growth," NBER Working Papers 17769, National Bureau of Economic Research, Inc.
  22. Akcigit, Ufuk & Kerr, William R., 2013. "Growth through heterogeneous innovations," Research Discussion Papers 28/2013, Bank of Finland.
  23. Ericson, Richard & Pakes, Ariel, 1995. "Markov-Perfect Industry Dynamics: A Framework for Empirical Work," Review of Economic Studies, Wiley Blackwell, vol. 62(1), pages 53-82, January.
  24. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-65, June.
  25. Lucia Foster & Cheryl Grim, 2010. "Characteristics of the Top R&D Performing Firms in the U.S.: Evidence from the Survey of Industrial R&D," Working Papers 10-33, Center for Economic Studies, U.S. Census Bureau.
  26. repec:fth:harver:1473 is not listed on IDEAS
  27. Cohen, Wesley M & Klepper, Steven, 1996. "A Reprise of Size and R&D," Economic Journal, Royal Economic Society, vol. 106(437), pages 925-51, July.
  28. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-70, May.
  29. Diego Restuccia & Richard Rogerson, 2007. "Policy Distortions and Aggregate Productivity with Heterogeneous Plants," NBER Working Papers 13018, National Bureau of Economic Research, Inc.
  30. Hopenhayn, Hugo & Rogerson, Richard, 1993. "Job Turnover and Policy Evaluation: A General Equilibrium Analysis," Journal of Political Economy, University of Chicago Press, vol. 101(5), pages 915-38, October.
  31. John Haltiwanger & Ron S. Jarmin & Javier Miranda, 2013. "Who Creates Jobs? Small versus Large versus Young," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 347-361, May.
  32. Daniel McFadden, 1987. "A Method of Simulated Moments for Estimation of Discrete Response Models Without Numerical Integration," Working papers 464, Massachusetts Institute of Technology (MIT), Department of Economics.
  33. John Haltiwanger & Ron S. Jarmin & Javier Miranda, 2010. "Who Creates Jobs? Small vs. Large vs. Young," Working Papers 10-17, Center for Economic Studies, U.S. Census Bureau.
  34. Xu Yi & Nezih Guner & Gustavo Ventura, 2005. "Macroeconomic Implications of Size Dependent Policies," 2005 Meeting Papers 530, Society for Economic Dynamics.
  35. Daniel J. Wilson, 2009. "Beggar Thy Neighbor? The In-State, Out-of-State, and Aggregate Effects of R&D Tax Credits," The Review of Economics and Statistics, MIT Press, vol. 91(2), pages 431-436, May.
  36. Samuel Kortum & Josh Lerner, 2000. "Assessing the Contribution of Venture Capital to Innovation," RAND Journal of Economics, The RAND Corporation, vol. 31(4), pages 674-692, Winter.
  37. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth Through Creative Destruction," Scholarly Articles 12490578, Harvard University Department of Economics.
  38. Lee, Chang-Yang & Sung, Taeyoon, 2005. "Schumpeter's legacy: A new perspective on the relationship between firm size and R&D," Research Policy, Elsevier, vol. 34(6), pages 914-931, August.
  39. Natarajan Balasubramanian & Jagadeesh Sivadasan, 2008. "What Happens When Firms Patent? New Evidence from U.S. Economic Census Data," Working Papers 08-03, Center for Economic Studies, U.S. Census Bureau.
  40. Cohen, Wesley M & Klepper, Steven, 1992. "The Anatomy of Industry R&D Intensity Distributions," American Economic Review, American Economic Association, vol. 82(4), pages 773-99, September.
  41. Zoltan Acs & David Audretsch, 1990. "Innovation and Small Firms," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011131, June.
  42. Acs, Zoltan J & Audretsch, David B, 1988. "Innovation in Large and Small Firms: An Empirical Analysis," American Economic Review, American Economic Association, vol. 78(4), pages 678-90, September.
  43. Charles I. Jones, 2011. "Misallocation, Economic Growth, and Input-Output Economics," NBER Working Papers 16742, National Bureau of Economic Research, Inc.
  44. Pakes, Ariel & Pollard, David, 1989. "Simulation and the Asymptotics of Optimization Estimators," Econometrica, Econometric Society, vol. 57(5), pages 1027-57, September.
  45. William Kerr & Shihe Fu, 2008. "The survey of industrial R&D—patent database link project," The Journal of Technology Transfer, Springer, vol. 33(2), pages 173-186, April.
  46. Marco Corsino & Giuseppe Espa & Rocco Micciolo, 2011. "R&D, firm size and incremental product innovation," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(5), pages 423-443.
Full references (including those not matched with items on IDEAS)

This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

When requesting a correction, please mention this item's handle: RePEc:red:sed012:1137. See general information about how to correct material in RePEc.

For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Christian Zimmermann)

If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

If references are entirely missing, you can add them using this form.

If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.

If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.

Please note that corrections may take a couple of weeks to filter through the various RePEc services.

This information is provided to you by IDEAS at the Research Division of the Federal Reserve Bank of St. Louis using RePEc data.