Estimating Production Functions Using Inputs to Control for Unobservables
We introduce a new method for conditioning out serially correlated unobserved shocks to the production technology by building ideas first developed in Olley and Pakes (1996). Olley and Pakes show how to use investment to control for correlation between input levels and the unobserved firm-specific productivity process. We prove that like investment, intermediate inputs (those inputs which are typically subtracted out in a value-added production function) can also solve this simultaneity problem. We highlight three potential advantages to using an intermediate inputs approach relative to investment. Our results indicate that these advantages are empirically important.
|Date of creation:||Aug 2000|
|Date of revision:|
|Publication status:||published as Levinsohn, James and Amil Petrin. "Estimating Production Functions Using Inputs To Control For Unobservables," Review of Economic Studies, 2003, v70(2,Apr), 317-341.|
|Contact details of provider:|| Postal: National Bureau of Economic Research, 1050 Massachusetts Avenue Cambridge, MA 02138, U.S.A.|
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- George S Olley & Ariel Pakes, 1992.
"The Dynamics Of Productivity In The Telecommunications Equipment Industry,"
92-2, Center for Economic Studies, U.S. Census Bureau.
- 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.
- 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.
- Basu, S. & Fernald, J.G., 1993.
"Are Apparent Productive Spillovers a Figment of Specification Error,"
93-22, Michigan - Center for Research on Economic & Social Theory.
- Basu, Susanto & Fernald, John G., 1995. "Are apparent productive spillovers a figment of specification error?," Journal of Monetary Economics, Elsevier, vol. 36(1), pages 165-188, August.
- Susanto Basu & John G. Fernald, 1994. "Are apparent productive spillovers a figment of specification error?," International Finance Discussion Papers 463, Board of Governors of the Federal Reserve System (U.S.).
- Susanto Basu & John G. Fernald, 1995. "Are Apparent Productive Spillovers a Figment of Specification Error?," NBER Working Papers 5073, National Bureau of Economic Research, Inc.
- Ariel Pakes & Steven Olley, 1994.
"A Limit Theorem for a Smooth Class of Semiparametric Estimators,"
Cowles Foundation Discussion Papers
1066, Cowles Foundation for Research in Economics, Yale University.
- Pakes, Ariel & Olley, Steven, 1995. "A limit theorem for a smooth class of semiparametric estimators," Journal of Econometrics, Elsevier, vol. 65(1), pages 295-332, January.
- Z, Griliches & Jacques Mairesse, 1997.
"Production Functions : The Search for Identification,"
97-30, Centre de Recherche en Economie et Statistique.
- Zvi Griliches & Jacques Mairesse, 1995. "Production Functions: The Search for Identification," NBER Working Papers 5067, National Bureau of Economic Research, Inc.
- Zvi Griliches & Jacques Mairesse, 1995. "Production Functions: The Search for Identification," Harvard Institute of Economic Research Working Papers 1719, Harvard - Institute of Economic Research.
- 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.
- Tybout, James & de Melo, Jaime & Corbo, Vittorio, 1990. "The effects of trade reforms on scale and technical efficiency : new evidence from Chile," Policy Research Working Paper Series 481, The World Bank.
- Dunne, T. & Roberts, M.J. & Samuelson, L., 1988.
"Pattenrs Of Firm Entry And Exit In U.S. Manufacturing Industries,"
1-88-2, Pennsylvania State - Department of Economics.
- Timothy Dunne & Mark J. Roberts & Larry Samuelson, 1988. "Patterns of Firm Entry and Exit in U.S. Manufacturing Industries," RAND Journal of Economics, The RAND Corporation, vol. 19(4), pages 495-515, Winter.
- Roberts, Mark J & Tybout, James R, 1997. "The Decision to Export in Colombia: An Empirical Model of Entry with Sunk Costs," American Economic Review, American Economic Association, vol. 87(4), pages 545-64, September.
- Levinsohn, J. & Petrin, A., 1999. "When Industries Become More Productive, Do Firms?: Investigating Productivity Dynamics," Working Papers 445, Research Seminar in International Economics, University of Michigan.
- Robinson, Peter M, 1988. "Root- N-Consistent Semiparametric Regression," Econometrica, Econometric Society, vol. 56(4), pages 931-54, July.
- repec:fth:michin:445 is not listed on IDEAS
- James Levinsohn & Amil Petrin, 1999. "When Industries Become More Productive, Do Firms?," NBER Working Papers 6893, National Bureau of Economic Research, Inc.
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