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Stability Tests for Heterogeneous Panel Data

Author

Listed:
  • Felix Chan

    (School of Economics and Finance, Curtin University of Technology)

  • Tommaso Mancini-Griffoli

    (Swiss National Bank, Paris School of Economics (PSE), CEPREMAP)

  • Laurent L. Pauwels

    (Hong Kong Monetary Authority, Graduate Institute of International Studies, Geneva)

Abstract

This paper proposes a new test for structural stability in panels by extending the testing procedure proposed in the seminal work of Andrews (2003) originally developed for time series. The test is robust to non-normal, heteroskedastic and serially correlated errors, and, importantly, allows for the number of post break observations to be small. Moreover, the test accommodates the possibility of a break affecting only some - and not all - individuals of the panel. Under mild assumptions the test statistic is shown to be asymptotically normal, thanks to the cross sectional dimension of panel data. This greatly facilitates the calculation of critical values with respect to the test's time series counterpart. Monte Carlo experiments show that the test has good size and power under a wide range of circumstances. Finally, the test is illustrated in practice, in a brief study of the euro's effect on trade.

Suggested Citation

  • Felix Chan & Tommaso Mancini-Griffoli & Laurent L. Pauwels, 2008. "Stability Tests for Heterogeneous Panel Data," Working Papers 092008, Hong Kong Institute for Monetary Research.
  • Handle: RePEc:hkm:wpaper:092008
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    References listed on IDEAS

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    1. Jean Imbs & Haroon Mumtaz & Morten O. Ravn & Hélène Rey, 2005. "PPP Strikes Back: Aggregation And the Real Exchange Rate," The Quarterly Journal of Economics, Oxford University Press, vol. 120(1), pages 1-43.
    2. Jushan Bai & Serena Ng, 2002. "Determining the Number of Factors in Approximate Factor Models," Econometrica, Econometric Society, vol. 70(1), pages 191-221, January.
    3. Andrew K. Rose, 1999. "One Money, One Market: Estimating the Effect of Common Currencies on Trade," NBER Working Papers 7432, National Bureau of Economic Research, Inc.
    4. Baldwin, Richard E., 2006. "The euro's trade effects," Working Paper Series 594, European Central Bank.
    5. Berger, Helge & Nitsch, Volker, 2008. "Zooming out: The trade effect of the euro in historical perspective," Journal of International Money and Finance, Elsevier, vol. 27(8), pages 1244-1260, December.
    6. De Wachter, Stefan & Tzavalis, Elias, 2012. "Detection of structural breaks in linear dynamic panel data models," Computational Statistics & Data Analysis, Elsevier, vol. 56(11), pages 3020-3034.
    7. Chihwa Kao & Lorenzo Trapani & Giovanni Urga, 2007. "Modelling and Testing for Structural Changes in Panel Cointegration Models with Common and Idiosyncratic Stochastic Trend," Center for Policy Research Working Papers 92, Center for Policy Research, Maxwell School, Syracuse University.
    8. Flam, Harry & Nordström, Håkan, 2006. "Trade Volume Effects of the Euro: Aggregate and Sector Estimates," Seminar Papers 746, Stockholm University, Institute for International Economic Studies.
    9. Jushan Bai & Pierre Perron, 1998. "Estimating and Testing Linear Models with Multiple Structural Changes," Econometrica, Econometric Society, vol. 66(1), pages 47-78, January.
    10. Sergio Nardis & Claudio Vicarelli, 2003. "Currency unions and trade: The special case of EMU," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 139(4), pages 625-649, December.
    11. Alejandro Micco & Ernesto Stein & Guillermo Ordoñez, 2003. "The currency union effect on trade: early evidence from EMU," Economic Policy, CEPR;CES;MSH, vol. 18(37), pages 315-356, October.
    12. Andrews, Donald W K, 1993. "Tests for Parameter Instability and Structural Change with Unknown Change Point," Econometrica, Econometric Society, vol. 61(4), pages 821-856, July.
    13. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    14. Sergio Nardis, 2004. "Currency unions and trade: The special case of EMU," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 140(3), pages 625-649, September.
    15. David Barr & Francis Breedon & David Miles, 2003. "Life on the outside: economic conditions and prospects outside euroland," Economic Policy, CEPR;CES;MSH, vol. 18(37), pages 573-613, October.
    16. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, vol. 74(4), pages 967-1012, July.
    17. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    18. Hansen, Bruce E., 2000. "Testing for structural change in conditional models," Journal of Econometrics, Elsevier, vol. 97(1), pages 93-115, July.
    19. Andrews, Donald W K & Ploberger, Werner, 1994. "Optimal Tests When a Nuisance Parameter Is Present Only under the Alternative," Econometrica, Econometric Society, vol. 62(6), pages 1383-1414, November.
    20. Jerry Coakley & Ana-Maria Fuertes & Ron Smith, 2002. "A Principal Components Approach to Cross-Section Dependence in Panels," 10th International Conference on Panel Data, Berlin, July 5-6, 2002 B5-3, International Conferences on Panel Data.
    21. Han, Aaron K & Park, Daekeun, 1989. "Testing for Structural Change in Panel Data: Application to a Study of U.S. Foreign Trade in Manufacturing Goods," The Review of Economics and Statistics, MIT Press, vol. 71(1), pages 135-142, February.
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    Cited by:

    1. Chiu, Yi-Bin & Lee, Chien-Chiang & Sun, Chia-Hung, 2010. "The U.S. trade imbalance and real exchange rate: An application of the heterogeneous panel cointegration method," Economic Modelling, Elsevier, vol. 27(3), pages 705-716, May.
    2. Qian, Junhui & Su, Liangjun, 2016. "Shrinkage estimation of common breaks in panel data models via adaptive group fused Lasso," Journal of Econometrics, Elsevier, vol. 191(1), pages 86-109.

    More about this item

    Keywords

    Structural Change; Instability; Cross Sectionally Dependent Errors; Heterogeneous Panels; Monte Carlo; Euro Effect on Trade;

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection

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