A simple panel unit root test in the presence of cross‐section dependence
Простой панельный тест на единичный корень в присутствии межсекторной зависимости
2007-03-01
SCID: 54.1/qhc6zg9b
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Monte Carlo experimentsaverage CADF statisticcross-section dependencecross-sectionally augmented Dickey–Fuller (CADF)panel unit root test
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Abstract (AI)
Abstract A number of panel unit root tests that allow for cross‐section dependence have been proposed in the literature that use orthogonalization type procedures to asymptotically eliminate the cross‐dependence of the series before standard panel unit root tests are applied to the transformed series. In this paper we propose a simple alternative where the standard augmented Dickey–Fuller (ADF) regressions are augmented with the cross‐section averages of lagged levels and first‐differences of the individual series. New asymptotic results are obtained both for the individual cross‐sectionally augmented ADF (CADF) statistics and for their simple averages. It is shown that the individual CADF statistics are asymptotically similar and do not depend on the factor loadings. The limit distribution of the average CADF statistic is shown to exist and its critical values are tabulated. Small sample properties of the proposed test are investigated by Monte Carlo experiments. The proposed test is applied to a panel of 17 OECD real exchange rate series as well as to log real earnings of households in the PSID data. Copyright © 2007 John Wiley & Sons, Ltd.
Key Findings
1
Augmenting individual ADF regressions with cross-section averages of lagged levels and first-differences provides a simple alternative to orthogonalization for handling cross-sectional dependence in panel unit root tests.
2
Individual CADF statistics are asymptotically similar and do not depend on the factor loadings.
3
Monte Carlo experiments investigate the small-sample properties of the proposed test, and the test is applied to 17 OECD real exchange rates and PSID household log real earnings.
4
New asymptotic results are derived for individual cross-sectionally augmented ADF (CADF) statistics and for their simple averages.
5
The average CADF statistic has a well-defined limit distribution and critical values are tabulated for practical use.
Research Object
Panel time series subjected to unit root testing in the presence of cross-section dependence
Research Subject
Performance and asymptotic properties of a cross-sectionally augmented ADF (CADF) panel unit root test—including individual CADF statistics, their simple averages, limit distribution, critical values, and small-sample behavior under cross-section dependence
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2007-03-01
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