Zaman, Asad (1995): On the inconsistency of the Breusch-Pagan test. Published in: Journal of Economic and Social Research , Vol. 1, No. 2 (2000): pp. 1-11.
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Abstract
The Breusch-Pagan Lagrange Multiplier test for heteroskedascity is supposedly able to detect heteroskedasticity which is an arbitrary function of some set of regressors. We will show that in fact it detects only linear functions. The test is inconsistent for general alternatives, in the sense that its power does not go to 1 as the sample size increases (and in fact, can be arbitrarily low). Since in fact the Breusch-Pagan test is essentially an F test in a special model, we also give necessary and sufficient conditions for the consistency of the F test under misspecification.
Item Type: | MPRA Paper |
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Original Title: | On the inconsistency of the Breusch-Pagan test |
Language: | English |
Keywords: | heteroskedasticity; Breusch-Pagan test; test consistency; F test |
Subjects: | C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C12 - Hypothesis Testing: General |
Item ID: | 9904 |
Depositing User: | Asad Zaman |
Date Deposited: | 12 Aug 2008 01:03 |
Last Modified: | 28 Sep 2019 01:44 |
References: | Bickel, P. J. (1978), ‘Using residuals robustly I: Tests for heteroscedasticity, nonlinearity’, Annals of Statistics 6, 266–291. Breusch, T. & Pagan, A. (1979), ‘A simple test of heteroskedasticity and random coefficient variation’, Econometrica 47, 1287–1294. Chesher, A. (1984), ‘Testing for neglected heterogeneity’, Econometrica 52, 865–872. Dutta, J. & Zaman, A. (1990), What do tests for heteroskedasticity detect?, Technical Report 9022, Center for Operations Research and Econometrics, Universite Catholique de Louvain, Belgium. Koenker, R. (1981), ‘A note on studentizing a test for heteroskedasticity’, Journal of Econometrics 17, 107–112. White, H. (1980), ‘A heteroskedasticity consistent covariance matrix estimator and a direct test for heteroskedasticity’, Econometrica 48, 817– 838. Zaman, A. (1996), Statistical Foundations for Econometric Techniques, Academic Press, New York |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/9904 |