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Testing for Cointegration Using the Johansen Methodology when Variables are Near-Integrated

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  • Pär Österholm
  • Erik Hjalmarsson

Abstract

We investigate the properties of Johansen's (1988, 1991) maximum eigenvalue and trace tests for cointegration under the empirically relevant situation of near-integrated variables. Using Monte Carlo techniques, we show that in a system with near-integrated variables, the probability of reaching an erroneous conclusion regarding the cointegrating rank of the system is generally substantially higher than the nominal size. The risk of concluding that completely unrelated series are cointegrated is therefore non-negligible. The spurious rejection rate can be reduced by performing additional tests of restrictions on the cointegrating vector(s), although it is still substantially larger than the nominal size.

Suggested Citation

  • Pär Österholm & Erik Hjalmarsson, 2007. "Testing for Cointegration Using the Johansen Methodology when Variables are Near-Integrated," IMF Working Papers 2007/141, International Monetary Fund.
  • Handle: RePEc:imf:imfwpa:2007/141
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    1. By May Khamis & Alfredo M. Leone, 2001. "Can Currency Demand Be Stable Under a Financial Crisis? The Case of Mexico," IMF Staff Papers, Palgrave Macmillan, vol. 48(2), pages 1-6.
    2. Huizinga, John & Mishkin, Frederic S., 1986. "Monetary policy regime shifts and the unusual behavior of real interest rates," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 24(1), pages 231-274, January.
    3. Syed Basher & Joakim Westerlund, 2007. "Is there really a unit root in the inflation rate? More evidence from panel data models," Applied Economics Letters, Taylor & Francis Journals, vol. 15(3), pages 161-164.
    4. Ms. Eliane A. Cardoso, 1998. "Virtual Deficits and the Patinkin Effect," IMF Working Papers 1998/041, International Monetary Fund.
    5. Eliana Cardoso, 1998. "Virtual Deficits and the Patinkin Effect," IMF Staff Papers, Palgrave Macmillan, vol. 45(4), pages 619-646, December.
    6. Kwiatkowski, Denis & Phillips, Peter C. B. & Schmidt, Peter & Shin, Yongcheol, 1992. "Testing the null hypothesis of stationarity against the alternative of a unit root : How sure are we that economic time series have a unit root?," Journal of Econometrics, Elsevier, vol. 54(1-3), pages 159-178.
    7. Wright, Jonathan H, 2000. "Confidence Sets for Cointegrating Coefficients Based on Stationarity Tests," Journal of Business & Economic Statistics, American Statistical Association, vol. 18(2), pages 211-222, April.
    8. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
    9. Zivot, Eric & Andrews, Donald W K, 2002. "Further Evidence on the Great Crash, the Oil-Price Shock, and the Unit-Root Hypothesis," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 25-44, January.
    10. Crowder, William J & Hoffman, Dennis L, 1996. "The Long-Run Relationship between Nominal Interest Rates and Inflation: The Fisher Equation Revisited," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 28(1), pages 102-118, February.
    11. Andersson, Michael K. & Gredenhoff, Mikael P., 1999. "On the maximum likelihood cointegration procedure under a fractional equilibrium error," Economics Letters, Elsevier, vol. 65(2), pages 143-147, November.
    12. Jhy‐Lin Wu & Show‐Lin Chen, 2001. "Mean Reversion of Interest Rates in the Eurocurrency Market," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 63(4), pages 459-473, September.
    13. repec:bla:scandj:v:103:y:2001:i:1:p:127-45 is not listed on IDEAS
    14. Campbell, John Y. & Yogo, Motohiro, 2006. "Efficient tests of stock return predictability," Journal of Financial Economics, Elsevier, vol. 81(1), pages 27-60, July.
    15. Phillips, Peter C B, 1988. "Regression Theory for Near-Integrated Time Series," Econometrica, Econometric Society, vol. 56(5), pages 1021-1043, September.
    16. Elliott, Graham & Rothenberg, Thomas J & Stock, James H, 1996. "Efficient Tests for an Autoregressive Unit Root," Econometrica, Econometric Society, vol. 64(4), pages 813-836, July.
    17. Markku Lanne, 2001. "Near unit root and the relationship between inflation and interest rates: A reexamination of the Fisher effect," Empirical Economics, Springer, vol. 26(2), pages 357-366.
    18. Johansen, Soren, 1995. "Likelihood-Based Inference in Cointegrated Vector Autoregressive Models," OUP Catalogue, Oxford University Press, number 9780198774501.
    19. Helge Bremnes & Oystein Gjerde & Frode Sattem, 2001. "Linkages among Interest Rates in the United States, Germany and Norway," Scandinavian Journal of Economics, Wiley Blackwell, vol. 103(1), pages 127-145, March.
    20. Stock, James H., 1991. "Confidence intervals for the largest autoregressive root in U.S. macroeconomic time series," Journal of Monetary Economics, Elsevier, vol. 28(3), pages 435-459, December.
    21. Taylor, Mark P. & Sarno, Lucio, 1998. "The behavior of real exchange rates during the post-Bretton Woods period," Journal of International Economics, Elsevier, vol. 46(2), pages 281-312, December.
    22. repec:bla:jfinan:v:43:y:1988:i:5:p:1095-1112 is not listed on IDEAS
    23. Gonzalo, Jesus & Lee, Tae-Hwy, 1998. "Pitfalls in testing for long run relationships," Journal of Econometrics, Elsevier, vol. 86(1), pages 129-154, June.
    24. Culver, Sarah E & Papell, David H, 1997. "Is There a Unit Root in the Inflation Rate? Evidence from Sequential Break and Panel Data Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 12(4), pages 435-444, July-Aug..
    25. Wallace, Myles S & Warner, John T, 1993. "The Fisher Effect and the Term Structure of Interest Rates: Tests of Cointegration," The Review of Economics and Statistics, MIT Press, vol. 75(2), pages 320-324, May.
    26. Song, Frank M & Wu, Yangru, 1997. "Hysteresis in Unemployment: Evidence from 48 U.S. States," Economic Inquiry, Western Economic Association International, vol. 35(2), pages 235-243, April.
    27. Junttila, Juha, 2001. "Testing an Augmented Fisher Hypothesis for a Small Open Economy: The Case of Finland," Journal of Macroeconomics, Elsevier, vol. 23(4), pages 577-599, October.
    28. Debabrata Bagchi & Georgios E. Chortareas & Stephen M. Miller, 2004. "The Real Exchange Rate in Small, Open, Developed Economies: Evidence from Cointegration Analysis," The Economic Record, The Economic Society of Australia, vol. 80(248), pages 76-88, March.
    29. By Gunnar Jonsson, 2001. "Inflation, Money Demand, and Purchasing Power Parity in South Africa," IMF Staff Papers, Palgrave Macmillan, vol. 48(2), pages 1-2.
    30. Lee, Hsiu-Yun & Wu, Jyh-Lin, 2001. "Mean Reversion of Inflation Rates: Evidence from 13 OECD Countries," Journal of Macroeconomics, Elsevier, vol. 23(3), pages 477-487, July.
    31. Markku Lanne, 2000. "Near unit roots, cointegration, and the term structure of interest rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(5), pages 513-529.
    32. Brigitte Granville & Sushanta Mallick, 2004. "Fisher hypothesis: UK evidence over a century," Applied Economics Letters, Taylor & Francis Journals, vol. 11(2), pages 87-90.
    33. Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-1580, November.
    34. Aaron Smallwood & Stefan Norrbin, 2004. "Estimating cointegrating vectors using near unit root variables," Applied Economics Letters, Taylor & Francis Journals, vol. 11(12), pages 781-784.
    35. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    36. Par Osterholm, 2004. "Killing four unit root birds in the US economy with three panel unit root test stones," Applied Economics Letters, Taylor & Francis Journals, vol. 11(4), pages 213-216.
    37. Song, Frank M. & Wu, Yangru, 1998. "Hysteresis in unemployment: Evidence from OECD countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 38(2), pages 181-192.
    38. repec:bla:obuest:v:63:y:2001:i:4:p:459-73 is not listed on IDEAS
    39. Cavanagh, Christopher L. & Elliott, Graham & Stock, James H., 1995. "Inference in Models with Nearly Integrated Regressors," Econometric Theory, Cambridge University Press, vol. 11(5), pages 1131-1147, October.
    40. Graham Elliott, 1998. "On the Robustness of Cointegration Methods when Regressors Almost Have Unit Roots," Econometrica, Econometric Society, vol. 66(1), pages 149-158, January.
    41. Wu, Yangru & Zhang, Hua, 1996. "Mean Reversion in Interest Rates: New Evidence from a Panel of OECD Countries," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 28(4), pages 604-621, November.
    42. repec:cup:etheor:v:11:y:1995:i:5:p:1131-47 is not listed on IDEAS
    43. Malley, James R & Moutos, Thomas, 1996. "Unemployment and Consumption," Oxford Economic Papers, Oxford University Press, vol. 48(4), pages 584-600, October.
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    Keywords

    WP; integrating vector;

    JEL classification:

    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Statistical Simulation Methods: General
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models

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