Joint tests for dynamic and spatial effects in short dynamic panel data models with fixed effects and heteroskedasticity

Simple and reliable tests are proposed for testing the existence of dynamic and/or spatial effects in fixed-effects panel data models with small T and possibly heteroskedastic errors. The tests are constructed based on the adjusted quasi scores (AQS), which correct the conditional quasi scores given...

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Main Author: YANG, Zhenlin
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Language:English
Published: Institutional Knowledge at Singapore Management University 2021
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Online Access:https://ink.library.smu.edu.sg/soe_research/2523
https://ink.library.smu.edu.sg/context/soe_research/article/3522/viewcontent/AQST_SDPD_Feb2016.pdf
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spelling sg-smu-ink.soe_research-35222022-01-27T04:12:38Z Joint tests for dynamic and spatial effects in short dynamic panel data models with fixed effects and heteroskedasticity YANG, Zhenlin Simple and reliable tests are proposed for testing the existence of dynamic and/or spatial effects in fixed-effects panel data models with small T and possibly heteroskedastic errors. The tests are constructed based on the adjusted quasi scores (AQS), which correct the conditional quasi scores given the initial differences to account for the effect of initial values. To improve the finite sample performance, standardized AQS tests are also derived, which are shown to have much improved finite sample properties. All the proposed tests are robust against nonnormality, but some are not robust against cross-sectional heteroskedasticity (CH). A different type of adjustments is made on the AQS functions, leading to a set of tests that are fully robust against unknown CH. Monte Carlo results show excellent finite sample performance of the standardized versions of the AQS tests. 2021-01-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/soe_research/2523 info:doi/10.1007/s00181-020-01935-y https://ink.library.smu.edu.sg/context/soe_research/article/3522/viewcontent/AQST_SDPD_Feb2016.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Economics eng Institutional Knowledge at Singapore Management University Adjusted quasi scores Dynamic effect Fixed effects Heteroskedasticity Initial conditions free Nonnormality Short panels Tests Spatial effects Econometrics
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Adjusted quasi scores
Dynamic effect
Fixed effects
Heteroskedasticity
Initial conditions free
Nonnormality
Short panels
Tests
Spatial effects
Econometrics
spellingShingle Adjusted quasi scores
Dynamic effect
Fixed effects
Heteroskedasticity
Initial conditions free
Nonnormality
Short panels
Tests
Spatial effects
Econometrics
YANG, Zhenlin
Joint tests for dynamic and spatial effects in short dynamic panel data models with fixed effects and heteroskedasticity
description Simple and reliable tests are proposed for testing the existence of dynamic and/or spatial effects in fixed-effects panel data models with small T and possibly heteroskedastic errors. The tests are constructed based on the adjusted quasi scores (AQS), which correct the conditional quasi scores given the initial differences to account for the effect of initial values. To improve the finite sample performance, standardized AQS tests are also derived, which are shown to have much improved finite sample properties. All the proposed tests are robust against nonnormality, but some are not robust against cross-sectional heteroskedasticity (CH). A different type of adjustments is made on the AQS functions, leading to a set of tests that are fully robust against unknown CH. Monte Carlo results show excellent finite sample performance of the standardized versions of the AQS tests.
format text
author YANG, Zhenlin
author_facet YANG, Zhenlin
author_sort YANG, Zhenlin
title Joint tests for dynamic and spatial effects in short dynamic panel data models with fixed effects and heteroskedasticity
title_short Joint tests for dynamic and spatial effects in short dynamic panel data models with fixed effects and heteroskedasticity
title_full Joint tests for dynamic and spatial effects in short dynamic panel data models with fixed effects and heteroskedasticity
title_fullStr Joint tests for dynamic and spatial effects in short dynamic panel data models with fixed effects and heteroskedasticity
title_full_unstemmed Joint tests for dynamic and spatial effects in short dynamic panel data models with fixed effects and heteroskedasticity
title_sort joint tests for dynamic and spatial effects in short dynamic panel data models with fixed effects and heteroskedasticity
publisher Institutional Knowledge at Singapore Management University
publishDate 2021
url https://ink.library.smu.edu.sg/soe_research/2523
https://ink.library.smu.edu.sg/context/soe_research/article/3522/viewcontent/AQST_SDPD_Feb2016.pdf
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