Measurement errors in a spatial context
Measurement error in an independent variable is one reason why OLS estimates may not be consistent. However, as shown by Dagenais (1994), in some circumstances the OLS bias may be ameliorated somewhat given the presence of serially correlated disturbances, and OLS may prove superior to standard techniques used to correct for serial correlation. This paper considers the case of cross-sectional regression models with measurement errors in the explanatory variables and with spatial dependence. The study focuses on the evidence provided by an empirical illustration and Monte Carlo experiments examining measurement error impact in the presence of autoregressive error processes and autoregressive spatial lags.
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- Daniel Griffith & Jean Paelinck, 2007. "An equation by any other name is still the same: on spatial econometrics and spatial statistics," The Annals of Regional Science, Springer, vol. 41(1), pages 209-227, March.
- Bernard Fingleton & Julie Le Gallo, 2008. "Estimating spatial models with endogenous variables, a spatial lag and spatially dependent disturbances: Finite sample properties," Papers in Regional Science, Wiley Blackwell, vol. 87(3), pages 319-339, 08.
- Stanislav Stakhovych & Tammo H.A. Bijmolt, 2009. "Specification of spatial models: A simulation study on weights matrices," Papers in Regional Science, Wiley Blackwell, vol. 88(2), pages 389-408, 06.
- Jonathan R. W. Temple, 1998. "Robustness tests of the augmented Solow model," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 13(4), pages 361-375.
- Grether, D M & Maddala, G S, 1973.
"Errors in Variables and Serially Correlated Disturbances in Distributed Lag Models,"
Econometric Society, vol. 41(2), pages 255-62, March.
- Grether, David M. & Maddala, G. S., . "Errors in Variables and Serially Correlated Disturbances in Distributed Lag Models," Working Papers 6, California Institute of Technology, Division of the Humanities and Social Sciences.
- Sandy Dall'erba & Julie Le Gallo, 2008.
"Regional convergence and the impact of European structural funds over 1989-1999: A spatial econometric analysis,"
Papers in Regional Science,
Wiley Blackwell, vol. 87(2), pages 219-244, 06.
- Sandy Dall'erba & Julie Le Gallo, 2003. "Regional Convergence And The Impact Of European Structural Funds Over 1989-1999: A Spatial Econometric Analysis," Urban/Regional 0310005, EconWPA, revised 12 Feb 2004.
- Dagenais, Marcel G., 1994. "Parameter estimation in regression models with errors in the variables and autocorrelated disturbances," Journal of Econometrics, Elsevier, vol. 64(1-2), pages 145-163.
- Kelejian, Harry H & Prucha, Ingmar R, 1999. "A Generalized Moments Estimator for the Autoregressive Parameter in a Spatial Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(2), pages 509-33, May.
- Lung-Fei Lee, 2004. "Asymptotic Distributions of Quasi-Maximum Likelihood Estimators for Spatial Autoregressive Models," Econometrica, Econometric Society, vol. 72(6), pages 1899-1925, November.
- Peter Kennedy, 2003. "A Guide to Econometrics, 5th Edition," MIT Press Books, The MIT Press, edition 5, volume 1, number 026261183x, June.
- J. Barkley Rosser, 2009. "Introduction," Chapters, in: Handbook of Research on Complexity, chapter 1 Edward Elgar.
- Kelejian, Harry H. & Prucha, Ingmar R., 2007. "HAC estimation in a spatial framework," Journal of Econometrics, Elsevier, vol. 140(1), pages 131-154, September.
- Luc Anselin & Nancy Lozano-Gracia, 2008. "Errors in variables and spatial effects in hedonic house price models of ambient air quality," Empirical Economics, Springer, vol. 34(1), pages 5-34, February.
- Bernard Fingleton, 2003. "Increasing returns: evidence from local wage rates in Great Britain," Oxford Economic Papers, Oxford University Press, vol. 55(4), pages 716-739, October.
- N. Gregory Mankiw & David Romer & David N. Weil, 1990.
"A Contribution to the Empirics of Economic Growth,"
NBER Working Papers
3541, National Bureau of Economic Research, Inc.
- Baltagi, Badi H. & Liu, Long, 2009. "Spatial lag test with equal weights," Economics Letters, Elsevier, vol. 104(2), pages 81-82, August.
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