Ando, Tomohiro and Bai, Jushan (2014): A simple new test for slope homogeneity in panel data models with interactive effects.
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Abstract
We consider the problem of testing for slope homogeneity in high-dimensional panel data models with cross-sectionally correlated errors. We consider a Swamy-type test for slope homogeneity by incorporating interactive fixed effects. We show that the proposed test statistic is asymptotically normal. Our test allows the explanatory variables to be correlated with the unobserved factors, factor loadings, or with both. Monte Carlo simulations demonstrate that the proposed test has good size control and good power.
Item Type: | MPRA Paper |
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Original Title: | A simple new test for slope homogeneity in panel data models with interactive effects |
English Title: | A simple new test for slope homogeneity in panel data models with interactive effects |
Language: | English |
Keywords: | Cross-sectional dependence, Endogenous predictors, Slope homogeneity |
Subjects: | C - Mathematical and Quantitative Methods > C1 - Econometric and Statistical Methods and Methodology: General > C12 - Hypothesis Testing: General C - Mathematical and Quantitative Methods > C2 - Single Equation Models ; Single Variables > C23 - Panel Data Models ; Spatio-temporal Models |
Item ID: | 60994 |
Depositing User: | Tomohiro Ando |
Date Deposited: | 29 Dec 2014 20:32 |
Last Modified: | 27 Sep 2019 16:44 |
References: | Ando, T. & Bai, J. (2014) Asset pricing with a general multifactor structure. Journal of Financial Econometrics, forthcoming. Bai, J. (2009) Panel data models with interactive fixed effects. Econometrica 77, 1229-1279. Bai, J. & Ng, S. (2002) Determining the number of factors in approximate factor models. Econometrica 70, 191-221. Blomquist, J. & Westerlund, J. (2013) Testing slope homogeneity in large panels with serial correlation. Economics Letters 121, 374-378 Carhart, M. M. (1997) On persistence in mutual fund performance. Journal of Finance 52, 57-82. Connor, G. & Korajczyk, R. (1986) Performance measurement with the arbitrage pricing theory: a new framework for analysis. Journal of Financial Economics 15, 3730-3794. Fama, E. & French, K. (1992) The cross-section of expected stock returns. Journal of Finance 47, 427-465. Lintner, J. (1965) The Valuation of Risk Assets and the Selection of Risky Investments in Stock Portfolios and Capital Budgets. Review of Economics and Statistics, 47, 13-37 Pesaran, M. H. & Yamagata, T. (2008) Testing slope homogeneity in large panels. Journal of Econometrics 142, 50-93. Pesaran, H., Smith, R. & Im, K. S. (1996) Dynamic linear models for heterogenous panels. In: Matyas, L. & Sevestre, P. (Eds.), Econometrics of Panel Data: A Handbook of the Theory with Applications, second revised edition. Kluwer Academic Publishers, Dordrecht, 145-195. Phillips, P. C. B. & Sul, D. (2003) Dynamic panel estimation and homogeneity testing under cross section dependence. Econometrics Journal 6, 217-259. Sharpe, W.F. (1964) Capital Asset Prices: A Theory of Market Equilibrium under Conditions of Risk. Journal of Finance 19, 425-442. Song, M. (2013) Essays on Large Panel Data Analysis. Ph.D. Thesis, Columbia University. Su, L. & Chen, Q. (2013) Testing homogeneity in panel data models with interactive fixed effects. Econometric Theory 29, 1079-1135. Swamy, P. A. V. B. (1970). Efficient inference in a random coefficient regression model. Econometrica 38, 311-323. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/60994 |
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A simple new test for slope homogeneity in panel data models with interactive effects. (deposited 21 Dec 2014 09:52)
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