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Forecasting the USD/COP Exchange Rate: A Random Walk a Variable Drift

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  • Peter Rowland

Abstract

This study develops three exchange rate models as well as a simple statistical model defined as a random walk with a variable drift. The exchange rate models all use the purchasing power parity hypothesis to account for the long-term relationships between prices and the exchange rate, together with error correction models to represent any shortterm dynamics. The models are estimated for the USD/COP rate of exchange, and their forecast performance is compared to that of a simple random walk as well as to that of the random walk with a variable drift term.Two of the models are shown to outperform the simple random walk on the 12 and 24 -months forecasting horizont. However, all the models are outperformed by the random walk with a variable drift, where the drift term is estimated using a Kalman filter. The results suggest that fundamnetal modles might only be a useful tool for forecasting of the exchange rate in the very long run.

Suggested Citation

  • Peter Rowland, 2003. "Forecasting the USD/COP Exchange Rate: A Random Walk a Variable Drift," Borradores de Economia 253, Banco de la Republica de Colombia.
  • Handle: RePEc:bdr:borrec:253
    DOI: 10.32468/be.253
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    1. Kim, Benjamin J. C. & Mo, Soowon, 1995. "Cointegration and the long-run forecast of exchange rates," Economics Letters, Elsevier, vol. 48(3-4), pages 353-359, June.
    2. Kenneth Rogoff, 1996. "The Purchasing Power Parity Puzzle," Journal of Economic Literature, American Economic Association, vol. 34(2), pages 647-668, June.
    3. Richard Meese & Kenneth Rogoff, 1983. "The Out-of-Sample Failure of Empirical Exchange Rate Models: Sampling Error or Misspecification?," NBER Chapters, in: Exchange Rates and International Macroeconomics, pages 67-112, National Bureau of Economic Research, Inc.
    4. Edison, Hali J & Klovland, Jan Tore, 1987. "A Quantitative Reassessment of the Purchasing Power Parity Hypothesis: Evidence from Norway and the United Kingdom," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 2(4), pages 309-333, October.
    5. Ronald Macdonald & Mark P. Taylor, 1992. "Exchange Rate Economics: A Survey," IMF Staff Papers, Palgrave Macmillan, vol. 39(1), pages 1-57, March.
    6. Cutler, David M & Poterba, James M & Summers, Lawrence H, 1990. "Speculative Dynamics and the Role of Feedback Traders," American Economic Review, American Economic Association, vol. 80(2), pages 63-68, May.
    7. Sven W. Arndt & J. David Richardson, 1987. "Real-Financial Linkages Among Open Economies," NBER Working Papers 2230, National Bureau of Economic Research, Inc.
    8. MacDonald, Ronald & Taylor, Mark P., 1994. "The monetary model of the exchange rate: long-run relationships, short-run dynamics and how to beat a random walk," Journal of International Money and Finance, Elsevier, vol. 13(3), pages 276-290, June.
    9. Frankel, Jeffrey A & Froot, Kenneth A, 1990. "Chartists, Fundamentalists, and Trading in the Foreign Exchange Market," American Economic Review, American Economic Association, vol. 80(2), pages 181-185, May.
    10. Lyons, Richard K., 1995. "Tests of microstructural hypotheses in the foreign exchange market," Journal of Financial Economics, Elsevier, vol. 39(2-3), pages 321-351.
    11. Cumby, Robert E. & Modest, David M., 1987. "Testing for market timing ability : A framework for forecast evaluation," Journal of Financial Economics, Elsevier, vol. 19(1), pages 169-189, September.
    12. George Tawadros, 2001. "The predictive power of the monetary model of exchange rate determination," Applied Financial Economics, Taylor & Francis Journals, vol. 11(3), pages 279-286.
    13. Peter Rowland & Hugo Oliveros, 2003. "Colombian Purchasing Power Parity Analysed Using A Framework of Multivariate Cointegration," Borradores de Economia 2150, Banco de la Republica.
    14. Dornbusch, Rudiger, 1976. "Expectations and Exchange Rate Dynamics," Journal of Political Economy, University of Chicago Press, vol. 84(6), pages 1161-1176, December.
    15. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    16. Paul R. Milgrom, 1978. "Rational Expectations," Discussion Papers 406, Northwestern University, Center for Mathematical Studies in Economics and Management Science.
    17. Taylor, Mark P. & Allen, Helen, 1992. "The use of technical analysis in the foreign exchange market," Journal of International Money and Finance, Elsevier, vol. 11(3), pages 304-314, June.
    18. 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.
    19. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    20. Frankel, Jeffrey A, 1981. "On the Mark: Reply [On the Mark: A Theory of Floating Exchange Rates Based on Real Interest Differential]," American Economic Review, American Economic Association, vol. 71(5), pages 1075-1082, December.
    21. Bilson, John F. O., 1979. "The deutsche mark/dollar rate : A monetary analysis," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 11(1), pages 59-101, January.
    22. Sweeney, Richard J, 1986. "Beating the Foreign Exchange Market," Journal of Finance, American Finance Association, vol. 41(1), pages 163-182, March.
    23. Isard,Peter, 1995. "Exchange Rate Economics," Cambridge Books, Cambridge University Press, number 9780521466004, October.
    24. Robert P. Flood & Mark P. Taylor, 1996. "Exchange Rate Economics: What's Wrong with the Conventional Macro Approach?," NBER Chapters, in: The Microstructure of Foreign Exchange Markets, pages 261-302, National Bureau of Economic Research, Inc.
    25. Frankel, Jeffrey A, 1979. "On the Mark: A Theory of Floating Exchange Rates Based on Real Interest Differentials," American Economic Review, American Economic Association, vol. 69(4), pages 610-622, September.
    26. Hooper, Peter & Morton, John, 1982. "Fluctuations in the dollar: A model of nominal and real exchange rate determination," Journal of International Money and Finance, Elsevier, vol. 1(1), pages 39-56, January.
    27. Brunner, Karl & Meltzer, Allan H., 1979. "Policies for employment, prices, and exchange rates," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 11(1), pages 1-7, January.
    28. Meese, Richard A. & Rogoff, Kenneth, 1983. "Empirical exchange rate models of the seventies : Do they fit out of sample?," Journal of International Economics, Elsevier, vol. 14(1-2), pages 3-24, February.
    29. Johansen, Soren, 1995. "Likelihood-Based Inference in Cointegrated Vector Autoregressive Models," OUP Catalogue, Oxford University Press, number 9780198774501.
    30. Peter Rowland & Hugo OLiveros C., 2003. "Colombian Purchasing Power Parity Analysed Using a Framework of Multivariate Cointegration," Borradores de Economia 252, Banco de la Republica de Colombia.
    31. Bela Balassa, 1964. "The Purchasing-Power Parity Doctrine: A Reappraisal," Journal of Political Economy, University of Chicago Press, vol. 72(6), pages 584-584.
    32. Rudiger Dornbusch, 1985. "Purchasing Power Parity," NBER Working Papers 1591, National Bureau of Economic Research, Inc.
    33. Leonardo Villar & Hernán Rincón, 2000. "The Colombian Economy In The Nineties: Capital Flows And Foreign Exchange Regimes," Borradores de Economia 3575, Banco de la Republica.
    34. Isard,Peter, 1995. "Exchange Rate Economics," Cambridge Books, Cambridge University Press, number 9780521460477, October.
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