Specification test for panel data models with interactive fixed effects

In this paper, we propose a consistent nonparametric test for linearity in panel data models with interactive fixed effects. To construct the test statistic, we need to estimate the model under the null hypothesis of linearity and then obtain the restricted residuals. We show that after being approp...

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Main Authors: SU, Liangjun, JIN, Sainan, ZHANG, Yonghui
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2015
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Online Access:https://ink.library.smu.edu.sg/soe_research/1499
https://ink.library.smu.edu.sg/context/soe_research/article/2498/viewcontent/SpecificationTestPanelDataModelsInteractiveFixedEff_2012.pdf
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spelling sg-smu-ink.soe_research-24982020-04-01T02:48:26Z Specification test for panel data models with interactive fixed effects SU, Liangjun JIN, Sainan ZHANG, Yonghui In this paper, we propose a consistent nonparametric test for linearity in panel data models with interactive fixed effects. To construct the test statistic, we need to estimate the model under the null hypothesis of linearity and then obtain the restricted residuals. We show that after being appropriately centered and standardized, the test statistic is asymptotically normally distributed both under the null hypothesis and a sequence of Pitman local alternatives. To improve the finite sample performance, we propose a bootstrap procedure to obtain the bootstrap p-values. A small set of Monte Carlo simulations illustrates that our test performs well in finite samples. An application to an economic growth data indicates significant nonlinear relationships between economic growth, initial income level and capital accumulation. 2015-05-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/soe_research/1499 info:doi/10.1016/j.jeconom.2014.06.018 https://ink.library.smu.edu.sg/context/soe_research/article/2498/viewcontent/SpecificationTestPanelDataModelsInteractiveFixedEff_2012.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Economics eng Institutional Knowledge at Singapore Management University Common factors Cross-sectional dependence Economic Growth Interactive fixed effects Linearity Panel data models Specification test Econometrics Economics
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Common factors
Cross-sectional dependence
Economic Growth
Interactive fixed effects
Linearity
Panel data models
Specification test
Econometrics
Economics
spellingShingle Common factors
Cross-sectional dependence
Economic Growth
Interactive fixed effects
Linearity
Panel data models
Specification test
Econometrics
Economics
SU, Liangjun
JIN, Sainan
ZHANG, Yonghui
Specification test for panel data models with interactive fixed effects
description In this paper, we propose a consistent nonparametric test for linearity in panel data models with interactive fixed effects. To construct the test statistic, we need to estimate the model under the null hypothesis of linearity and then obtain the restricted residuals. We show that after being appropriately centered and standardized, the test statistic is asymptotically normally distributed both under the null hypothesis and a sequence of Pitman local alternatives. To improve the finite sample performance, we propose a bootstrap procedure to obtain the bootstrap p-values. A small set of Monte Carlo simulations illustrates that our test performs well in finite samples. An application to an economic growth data indicates significant nonlinear relationships between economic growth, initial income level and capital accumulation.
format text
author SU, Liangjun
JIN, Sainan
ZHANG, Yonghui
author_facet SU, Liangjun
JIN, Sainan
ZHANG, Yonghui
author_sort SU, Liangjun
title Specification test for panel data models with interactive fixed effects
title_short Specification test for panel data models with interactive fixed effects
title_full Specification test for panel data models with interactive fixed effects
title_fullStr Specification test for panel data models with interactive fixed effects
title_full_unstemmed Specification test for panel data models with interactive fixed effects
title_sort specification test for panel data models with interactive fixed effects
publisher Institutional Knowledge at Singapore Management University
publishDate 2015
url https://ink.library.smu.edu.sg/soe_research/1499
https://ink.library.smu.edu.sg/context/soe_research/article/2498/viewcontent/SpecificationTestPanelDataModelsInteractiveFixedEff_2012.pdf
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