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Estimation et tests en présence d'erreurs de mesure sur les variables explicatives : vérification empirique par la méthode de simulation Monte Carlo

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Author Info
Francois-Éric Racicot () (Département des sciences administratives, Université du Québec (Outaouais), LRSP et Chaire d'information financière et organisationnelle)

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Abstract

In this paper we present two new estimators which are robust in the presence of errors in variables. These estimators are much less erratic than their classic counterparts: The Durbin and Pal estimators. These new estimators are based upon sample moments of order greater than two. They may be viewed as special instrumental variable estimators where the instruments are obtained by taking powers of the explanatory variables. Data from Statistics Canada on consumer finances are used to evaluate the performance of our estimators. Monte Carlo simulations show that their biases are less than those of ordinary lest squares. Our estimators may be viewed as a special case of generalized method of moments (GMM). Consequently they take part in the actual trend of research in financial econometrics. Financial econometrics might benefit greatly form our new estimators in applying them to well known models, as the CAPM where the market portfolio which is essential to the empirical verification of this model is contaminated by important measurement errors. Risk premia measures which are related to this portfolio might be corrected by our estimators, this in the context of the generalized method of moments (GMM).

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File URL: http://www.repad.org/ca/qc/uq/uqo/dsa/FERCRGESG2000.pdf
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Publisher Info
Paper provided by Département des sciences administratives, UQO in its series RePAd Working Paper Series with number UQO-DSA-wp022008.

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Length: 48 pages
Date of creation: 05 Jan 2000
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Handle: RePEc:pqs:wpaper:022008

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Related research
Keywords: Errors in variables instrumental variable estimators bias Monte Carlo simulations generalized method of moments.

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  1. Kim, Jooseop & Alderman, Harold & Orazem, Peter F, 1999. "Can Private School Subsidies Increase Enrollment for the Poor? The Quetta Urban Fellowship Program," World Bank Economic Review, Oxford University Press, vol. 13(3), pages 443-65, September.
  2. Grischa Perino, 2008. "The merits of new pollutants and how to get them when patents are granted," Environmental & Resource Economics, European Association of Environmental and Resource Economists, vol. 40(3), pages 313-327, July. [Downloadable!] (restricted)
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  3. Maia David & Bernard Sinclair-Desgagné, 2005. "Environmental Regulation and the Eco-Industry," Journal of Regulatory Economics, Springer, vol. 28(2), pages 141-155, 09. [Downloadable!] (restricted)
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  4. Paul Glewwe & Michael Kremer & Sylvie Moulin & Eric Zitzewitz, 2000. "Retrospective vs. Prospective Analyses of School Inputs: The Case of Flip Charts in Kenya," NBER Working Papers 8018, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  5. Cory Koedel & Julian Betts, 2007. "Re-Examining the Role of Teacher Quality In the Educational Production Function," Working Papers 0708, Department of Economics, University of Missouri. [Downloadable!]
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