A note on the use of quantile regression in beta convergence analysis
AbstractWe discuss how to interpret conflicting results obtained by the use of quantile regression methods in growth regression tests of Î²-convergence hypothesis and the results obtained by nonparametric methods. We show that the assumption of linearity may cause the non-rejection of the Î²-convergence hypothesis by quantile regression. We also show that using a nonparametric form of quantile regression, we can reject the hypothesis of Î²-convergence and confirm the results of divergence and formation of convergence clubs. We illustrate the discussion by using the conflicting results on convergence found in the dataset of per-capita income of Brazilian municipalities between 1970 and 1996.
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Bibliographic InfoArticle provided by AccessEcon in its journal Economics Bulletin.
Volume (Year): 3 (2007)
Issue (Month): 52 ()
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Other versions of this item:
- Laurini, Márcio P., 2007. "A note on the use of quantile regression in beta convergence analysis," Insper Working Papers wpe_95, Insper Working Paper, Insper Instituto de Ensino e Pesquisa.
- C5 - Mathematical and Quantitative Methods - - Econometric Modeling
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.:
- Mello, Marcelo & Perrelli, Roberto, 2003. "Growth equations: a quantile regression exploration," The Quarterly Review of Economics and Finance, Elsevier, vol. 43(4), pages 643-667.
- Andrade, Eduardo. & Laurini, Márcio & Pedro L. Valls Pereira & Madalozzo, Regina., 2003.
"Convergence Clubs Among Brazilian Municipalities,"
Insper Working Papers
wpe_36, Insper Working Paper, Insper Instituto de Ensino e Pesquisa.
- Andrew B. Bernard & Steven N. Durlauf, 1994.
"Interpreting Tests of the Convergence Hypothesis,"
NBER Technical Working Papers
0159, National Bureau of Economic Research, Inc.
- Hardle, W., 1992.
"Applied Nonparametric Methods,"
9206, Tilburg - Center for Economic Research.
- HÄRDLE, Wolfgang, 1992. "Applied nonparametric methods," CORE Discussion Papers 1992003, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Hardle, W., 1992. "Applied Nonparametric Methods," Papers 9204, Catholique de Louvain - Institut de statistique.
- Hardle, W., 1992. "Applied Nonparametric Methods," Discussion Paper 1992-6, Tilburg University, Center for Economic Research.
- Wolfgang Hardle & Oliver Linton, 1994. "Applied Nonparametric Methods," Cowles Foundation Discussion Papers 1069, Cowles Foundation for Research in Economics, Yale University.
- Oliver LINTON, .
"Applied nonparametric methods,"
Statistic und Oekonometrie
9312, Humboldt Universitaet Berlin.
- Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
- Romer, Paul M, 1986.
"Increasing Returns and Long-run Growth,"
Journal of Political Economy,
University of Chicago Press, vol. 94(5), pages 1002-37, October.
- Quah, Danny, 1997. "Empirics for Growth and Distribution: Stratification, Polarization, and Convergence Clubs," CEPR Discussion Papers 1586, C.E.P.R. Discussion Papers.
- Friedman, Milton, 1992. "Do Old Fallacies Ever Die?," Journal of Economic Literature, American Economic Association, vol. 30(4), pages 2129-32, December.
- Koenker,Roger, 2005.
Cambridge University Press, number 9780521608275, April.
- Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
- Quah, Danny T, 1997. " Empirics for Growth and Distribution: Stratification, Polarization, and Convergence Clubs," Journal of Economic Growth, Springer, vol. 2(1), pages 27-59, March.
- Bosch, Ronald J. & Ye, Yinyu & Woodworth, George G., 1995. "A convergent algorithm for quantile regression with smoothing splines," Computational Statistics & Data Analysis, Elsevier, vol. 19(6), pages 613-630, June.
- Robert J. Barro, 1989.
"Economic Growth in a Cross Section of Countries,"
NBER Working Papers
3120, National Bureau of Economic Research, Inc.
- Koenker, Roger, 2000. "Galton, Edgeworth, Frisch, and prospects for quantile regression in econometrics," Journal of Econometrics, Elsevier, vol. 95(2), pages 347-374, April.
- Andrade, Eduardo & Laurini, Márcio & Madalozzo, Regina & Pedro L. Valls Pereira, 2002. "Testing Convergence Across Municipalities in Brazil Using Quantile Regression," Insper Working Papers wpe_25, Insper Working Paper, Insper Instituto de Ensino e Pesquisa.
- Raul A. Barreto & Anthony W. Hughes, 2004. "Under Performers and Over Achievers: A Quantile Regression Analysis of Growth," The Economic Record, The Economic Society of Australia, vol. 80(248), pages 17-35, 03.
- T. W. Swan, 1956. "ECONOMIC GROWTH and CAPITAL ACCUMULATION," The Economic Record, The Economic Society of Australia, vol. 32(2), pages 334-361, November.
- MÃ¡rcio Laurini & Eduardo Andrade, 2004.
"Income Convergence Clubs for Brazilian Municipalities: a Non-Parametric Analysis,"
Econometric Society 2004 Latin American Meetings
51, Econometric Society.
- Marcio Laurini & Eduardo Andrade & Pedro L. Valls Pereira, 2005. "Income convergence clubs for Brazilian Municipalities: a non-parametric analysis," Applied Economics, Taylor & Francis Journals, vol. 37(18), pages 2099-2118.
- Miles, W., 2004. "Human Capital and Economic Growth: A Quantile Regression Approach," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 4(2).
- Swan, Trevor W, 2002. "Economic Growth," The Economic Record, The Economic Society of Australia, vol. 78(243), pages 375-80, December.
- Azariadis, Costas & Drazen, Allan, 1990. "Threshold Externalities in Economic Development," The Quarterly Journal of Economics, MIT Press, vol. 105(2), pages 501-26, May.
- Túlio Cravo & Guilherme Resende, 2013. "Economic growth in Brazil: a spatial filtering approach," The Annals of Regional Science, Springer, vol. 50(2), pages 555-575, April.
- Marta Simões & João Sousa Andrade & Adelaide Duarte, 2012. "Convergence and Growth: Portugal in the EU 1986-2010," GEMF Working Papers 2012-13, GEMF - Faculdade de Economia, Universidade de Coimbra.
- Takahashi, Kazushi, 2013. "Pro-poor growth or poverty trap? : estimating intergenerational income mobility in rural Philippines," IDE Discussion Papers 382, Institute of Developing Economies, Japan External Trade Organization(JETRO).
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