Estimating fixed-effect panel stochastic frontier models by model transformation
AbstractTraditional panel stochastic frontier models do not distinguish between unobserved individual heterogeneity and inefficiency. They thus force all time-invariant individual heterogeneity into the estimated inefficiency. Greene (2005) proposes a true fixed-effect stochastic frontier model which, in theory, may be biased by the incidental parameters problem. The problem usually cannot be dealt with by model transformations owing to the nonlinearity of the stochastic frontier model. In this paper, we propose a class of panel stochastic frontier models which create an exception. We show that first-difference and within-transformation can be analytically performed on this model to remove the fixed individual effects, and thus the estimator is immune to the incidental parameters problem. Consistency of the estimator is obtained by either N-->[infinity] or T-->[infinity], which is an attractive property for empirical researchers.
Download InfoIf 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.
As the access to this document is restricted, you may want to look for a different version under "Related research" (further below) or search for a different version of it.
Bibliographic InfoArticle provided by Elsevier in its journal Journal of Econometrics.
Volume (Year): 157 (2010)
Issue (Month): 2 (August)
Contact details of provider:
Web page: http://www.elsevier.com/locate/jeconom
Stochastic frontier models Fixed effects Panel data;
Other versions of this item:
- Wang, Hung-Jen & Ho, Chia-Wen, 2009. "Estimating fixed-effect panel stochastic frontier models by model transformation," MPRA Paper 31081, University Library of Munich, Germany.
- C16 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Econometric and Statistical Methods; Specific Distributions
- C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
- C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
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.:
- Gilchrist, S. & Himmelberg, C.P., 1995.
"Evidence on the Role of Cash Flow for Investment,"
95-29, Columbia - Graduate School of Business.
- Simon Gilchrist & Charles P. Himmelberg, 1993. "Evidence on the role of cash flow for investment," Finance and Economics Discussion Series 93-7, Board of Governors of the Federal Reserve System (U.S.).
- Simon Gilchrist & Charles P. Himmelberg, 1995. "Evidence on the Role of Cash Flow for Investment," Working Papers 95-01, New York University, Leonard N. Stern School of Business, Department of Economics.
- Hayashi, Fumio, 1985. "Corporate finance side of the Q theory of investment," Journal of Public Economics, Elsevier, vol. 27(3), pages 261-280, August.
- Robert E. Carpenter & Steven M. Fazzari & Bruce C. Petersen, 1994. "Inventory (Dis)Investment, Internal Finance Fluctuations, and the Business Cycle," Macroeconomics 9401001, EconWPA.
- Steven N. Kaplan & Luigi Zingales, 2000.
"Investment-Cash Flow Sensitivities Are Not Valid Measures Of Financing Constraints,"
The Quarterly Journal of Economics,
MIT Press, vol. 115(2), pages 707-712, May.
- Steven N. Kaplan & Luigi Zingales, 2000. "Investment-Cash Flow Sensitivities are not Valid Measures of Financing Constraints," NBER Working Papers 7659, National Bureau of Economic Research, Inc.
- Antonio Alvarez & Christine Amsler & Luis Orea & Peter Schmidt, 2006.
"Interpreting and Testing the Scaling Property in Models where Inefficiency Depends on Firm Characteristics,"
Journal of Productivity Analysis,
Springer, vol. 25(3), pages 201-212, 06.
- Peter Schmidt & Antonio Alvarez & Christine Amsler, 2004. "Interpreting and testing the scaling property in models where inefficiency depends on firm characteristics," Econometric Society 2004 Far Eastern Meetings 520, Econometric Society.
- Robert E. Carpenter & Steven M. Fazzari & Bruce C. Petersen, 1994. "Inventory Investment, Internal-Finance Fluctuation, and the Business Cycle," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 25(2), pages 75-138.
- Nan-Kuang Chen & Hung-Jen Wang, 2008. "Identifying the Demand and Supply Effects of Financial Crises on Bank Credit—Evidence from Taiwan," Southern Economic Journal, Southern Economic Association, vol. 75(1), pages 26-49, July.
- Hung-jen Wang & Peter Schmidt, 2002.
"One-Step and Two-Step Estimation of the Effects of Exogenous Variables on Technical Efficiency Levels,"
Journal of Productivity Analysis,
Springer, vol. 18(2), pages 129-144, September.
- Wang, Hung-jen & Schmidt, Peter, 2001. "One-step and two-step estimation of the effects of exogenous variables on technical efficiency levels," MPRA Paper 31075, University Library of Munich, Germany, revised Mar 2002.
- Battese, George E., 1992. "Frontier production functions and technical efficiency: a survey of empirical applications in agricultural economics," Agricultural Economics, Blackwell, vol. 7(3-4), pages 185-208, October.
- Chirinko, Robert S, 1993. "Business Fixed Investment Spending: Modeling Strategies, Empirical Results, and Policy Implications," Journal of Economic Literature, American Economic Association, vol. 31(4), pages 1875-1911, December.
- Cornwell, Christopher & Schmidt, Peter, 1992. "Models for Which the MLE and the Conditional MLE Coincide," Empirical Economics, Springer, vol. 17(1), pages 67-75.
- Kumbhakar, Subal C., 1990. "Production frontiers, panel data, and time-varying technical inefficiency," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 201-211.
- Reifschneider, David & Stevenson, Rodney, 1991. "Systematic Departures from the Frontier: A Framework for the Analysis of Firm Inefficiency," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 32(3), pages 715-23, August.
- Robert S. Chirinko, 1993.
"Business fixed investment spending: a critical survey of modeling strategies, empirical results, and policy implications,"
Research Working Paper
93-01, Federal Reserve Bank of Kansas City.
- Robert S. Chirinko, 1992. "Business Fixed Investment Spending: A Critical survey of Modeling Strategies, Empirical Results, and Policy Implications," Working Papers 9213, Harris School of Public Policy Studies, University of Chicago.
- Schmidt, Peter & Sickles, Robin C, 1984. "Production Frontiers and Panel Data," Journal of Business & Economic Statistics, American Statistical Association, vol. 2(4), pages 367-74, October.
- Caudill, Steven B & Ford, Jon M & Gropper, Daniel M, 1995. "Frontier Estimation and Firm-Specific Inefficiency Measures in the Presence of Heteroscedasticity," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(1), pages 105-11, January.
- Mark Gertler & Simon Gilchrist, 1991.
"Monetary Policy, Business Cycles and the Behavior of Small Manufacturing Firms,"
NBER Working Papers
3892, National Bureau of Economic Research, Inc.
- Gertler, Mark & Gilchrist, Simon, 1994. "Monetary Policy, Business Cycles, and the Behavior of Small Manufacturing Firms," The Quarterly Journal of Economics, MIT Press, vol. 109(2), pages 309-40, May.
- Mark Gertler & Simon Gilchrist, 1993. "Monetary policy, business cycles and the behavior of small manufacturing firms," Finance and Economics Discussion Series 93-4, Board of Governors of the Federal Reserve System (U.S.).
- Greene, William, 2005. "Reconsidering heterogeneity in panel data estimators of the stochastic frontier model," Journal of Econometrics, Elsevier, vol. 126(2), pages 269-303, June.
- Jondrow, James & Knox Lovell, C. A. & Materov, Ivan S. & Schmidt, Peter, 1982. "On the estimation of technical inefficiency in the stochastic frontier production function model," Journal of Econometrics, Elsevier, vol. 19(2-3), pages 233-238, August.
- Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 2000. "Investment-Cash Flow Sensitivities Are Useful: A Comment On Kaplan And Zingales," The Quarterly Journal of Economics, MIT Press, vol. 115(2), pages 695-705, May.
- Caudill, Steven B. & Ford, Jon M., 1993. "Biases in frontier estimation due to heteroscedasticity," Economics Letters, Elsevier, vol. 41(1), pages 17-20.
- Kumbhakar,Subal C. & Lovell,C. A. Knox, 2003. "Stochastic Frontier Analysis," Cambridge Books, Cambridge University Press, number 9780521666633, October.
- Kindleberger,, 2008. "Financial Crises," Cambridge Books, Cambridge University Press, number 9780521068710, October.
- Wang, Hung-Jen, 2003. "A Stochastic Frontier Analysis of Financing Constraints on Investment: The Case of Financial Liberalization in Taiwan," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(3), pages 406-19, July.
- Thomas Triebs & Subal C. Kumbhakar, 2012. "Management Practice in Production," Ifo Working Paper Series Ifo Working Paper No. 129, Ifo Institute for Economic Research at the University of Munich.
- Fioramanti, Marco, 2011. "Knock-on effect of non-manufacturing regulation on manufacturing sectors efficiency and productivity," MPRA Paper 32237, University Library of Munich, Germany.
- Llorca, Manuel & Orea, Luis & Pollitt, Michael, 2013. "Efficiency and Environmental Factors in the US Electricity Transmission Industry," Cambridge Working Papers in Economics 1318, Faculty of Economics, University of Cambridge.
- Guilherme Berse Rodrigues Lambais & Marcelo Marques De Magalhães & José Maria Ferreira Jardim Da Silveira, 2014. "Land Reform And Technical Efficiency: Panel Data Evidence From Northeastern Brazil," Anais do XL Encontro Nacional de Economia [Proceedings of the 40th Brazilian Economics Meeting] 200, ANPEC - Associação Nacional dos Centros de Pósgraduação em Economia [Brazilian Association of Graduate Programs in Economics].
- Alejandro Esteller-Moré, 2011. "Is the tax administration just a money machine? Empirical evidence on redistributive politics," Economics of Governance, Springer, vol. 12(3), pages 275-299, September.
- Hsu, Chih-Chiang & Lin, Chang-Ching & Yin, Shou-Yung, 2012. "Estimation of a panel stochastic frontier model with unobserved common shocks," MPRA Paper 37313, University Library of Munich, Germany.
- Diego A. Restrepo-Tobón & Subal C. Kumbhakar & Kai Sun, 2013. "Are U.S. Commercial Banks Too Big?," DOCUMENTOS DE TRABAJO CIEF 010943, UNIVERSIDAD EAFIT.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Zhang, Lei).
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.