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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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 |
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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 |
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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. |
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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 |
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Institutional Knowledge at Singapore Management University |
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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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