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Estimating Production Functions When Productivity Change Is Endogenous

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Author Info
Marc-Andreas Muendler (University of California, San Diego)

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Abstract

Production function estimation with micro-data shows that a persistent unobserved variable varies within firm or plant over time but resists treatment and may cause biases. This paper presents an estimation model of the firm under endogenous productivity change. The model implies that (i) the so-far untreated effect stems from firms' planned efficiency responses to the competitive environment and that (ii) a suit- able proxy to productivity is investment interacted with a sector-level competition variable. An application to Brazilian manufacturing firm data shows that this proxy and multivariate extensions yield coefficient estimates with considerably less noise in bootstraps than alternative proxies, while reducing the difference to fixed-effects estimation and remedying commonly suspected biases. Whereas productivity change is measured consistently, scale economies are not identified when produc- tivity and price are endogenous.

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Paper provided by Department of Economics, UC San Diego in its series University of California at San Diego, Economics Working Paper Series with number 2004-05.

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Date of creation: 29 Sep 2004
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Handle: RePEc:cdl:ucsdec:2004-05

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Keywords: Productivity;

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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.:
  1. Klette, Tor Jakob & Griliches, Zvi, 1996. "The Inconsistency of Common Scale Estimators When Output Prices Are Unobserved and Endogenous," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(4), pages 343-61, July-Aug.. [Downloadable!] (restricted)
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  2. G. Steven Olley & Ariel Pakes, 1992. "The Dynamics of Productivity in the Telecommunications Equipment Industry," NBER Working Papers 3977, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  3. Tybout, James & de Melo, Jamie & Corbo, Vittorio, 1991. "The effects of trade reforms on scale and technical efficiency : New evidence from Chile," Journal of International Economics, Elsevier, vol. 31(3-4), pages 231-250, November. [Downloadable!] (restricted)
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  4. Levinsohn, James, 1993. "Testing the imports-as-market-discipline hypothesis," Journal of International Economics, Elsevier, vol. 35(1-2), pages 1-22, August. [Downloadable!] (restricted)
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  5. Zvi Griliches & Jacques Mairesse, 1995. "Production Functions: The Search for Identification," Harvard Institute of Economic Research Working Papers 1719, Harvard - Institute of Economic Research.
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  6. Ariel Pakes, 1991. "Dynamic Structural Models: Problems and Prospects. Mixed Continuous Discrete Controls and Market Interactions," Cowles Foundation Discussion Papers 984, Cowles Foundation, Yale University. [Downloadable!]
  7. Nickell, Stephen J, 1996. "Competition and Corporate Performance," Journal of Political Economy, University of Chicago Press, vol. 104(4), pages 724-46, August. [Downloadable!] (restricted)
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  8. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-97, November. [Downloadable!] (restricted)
  9. Ericson, Richard & Pakes, Ariel, 1995. "Markov-Perfect Industry Dynamics: A Framework for Empirical Work," Review of Economic Studies, Blackwell Publishing, vol. 62(1), pages 53-82, January. [Downloadable!] (restricted)
  10. Richard Blundell & Stephen Bond, 2000. "GMM Estimation with persistent panel data: an application to production functions," Econometric Reviews, Taylor and Francis Journals, vol. 19(3), pages 321-340. [Downloadable!] (restricted)
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  11. Pedro Cavalcanti Ferreira & JosÈ Luiz Rossi, 2003. "New Evidence from Brazil on Trade Liberalization and Productivity Growth," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 44(4), pages 1383-1405, November. [Downloadable!] (restricted)
  12. Simeon Djankov & Bernard Hoekman, 2000. "Market discipline and corporate efficiency: evidence from Bulgaria," Canadian Journal of Economics, Canadian Economics Association, vol. 33(1), pages 190-212, February. [Downloadable!] (restricted)
  13. Tybout, James R. & Westbrook, M. Daniel, 1995. "Trade liberalization and the dimensions of efficiency change in Mexican manufacturing industries," Journal of International Economics, Elsevier, vol. 39(1-2), pages 53-78, August. [Downloadable!] (restricted)
  14. Benjamin E. Hermalin, 1992. "The Effects of Competition on Executive Behavior," RAND Journal of Economics, The RAND Corporation, vol. 23(3), pages 350-365, Autumn. [Downloadable!] (restricted)
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  15. Schmidt, Klaus M, 1997. "Managerial Incentives and Product Market Competition," Review of Economic Studies, Blackwell Publishing, vol. 64(2), pages 191-213, April. [Downloadable!] (restricted)
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  16. Pavcnik, Nina, 2002. "Trade Liberalization, Exit, and Productivity Improvement: Evidence from Chilean Plants," Review of Economic Studies, Blackwell Publishing, vol. 69(1), pages 245-76, January.
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  17. Harrison, Ann E., 1994. "Productivity, imperfect competition and trade reform : Theory and evidence," Journal of International Economics, Elsevier, vol. 36(1-2), pages 53-73, February. [Downloadable!] (restricted)
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Cited by:
(explanations, 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.)

  1. Robert Breunig & Marn-Heong Wong, 2004. "Australia's Firm-level Productivity - a New Perspective," Econometric Society 2004 Australasian Meetings 177, Econometric Society. [Downloadable!]
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  2. Robert Breunig & Marn-Heong Wong, 2007. "A Richer Understanding of Australia’s Productivity Performance in the 1990s: Improved estimates based upon firm-level panel data," CEPR Discussion Papers 545, Centre for Economic Policy Research, Research School of Social Sciences, Australian National University. [Downloadable!]
    Other versions:
  3. David Greenstreet, 2007. "Exploiting Sequential Learning to Estimate Establishment-Level Productivity Dynamics and Decision Rules," Economics Series Working Papers 345, University of Oxford, Department of Economics. [Downloadable!]
  4. Ulrich Doraszelski & Jordi Jaumandreu, 2007. "R&D and productivity : estimating production functions when productivity is endogenous," Economics Working Papers we078652, Universidad Carlos III, Departamento de Economía. [Downloadable!]
    Other versions:
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