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Random Walk or A Run: Market Microstructure Analysis of the Foreign Exchange Rate Movements based on Conditional Probability

Author Info

Listed author(s):
  • Yuko Hashimoto
  • Takatoshi Ito
  • Takaaki Ohnishi
  • Misako Takayasu
  • Hideki Takayasu
  • Tsutomu Watanabe

Abstract

Using tick-by-tick data of the dollar-yen and euro-dollar exchange rates recorded in the actual transaction platform, a "run" -- continuous increases or decreases in deal prices for the past several ticks -- does have some predictable information on the direction of the next price movement. Deal price movements, that are consistent with order flows, tend to continue a run once it started i.e., conditional probability of deal prices tend to move in the same direction as the last several times in a row is higher than 0.5. However, quote prices do not show such tendency of a run. Hence, a random walk hypothesis is refuted in a simple test of a run using the tick by tick data. In addition, a longer continuous increase of the price tends to be followed by larger reversal. The findings suggest that those market participants who have access to real-time, tick-by-tick transaction data may have an advantage in predicting the exchange rate movement. Findings here also lend support to the momentum trading strategy.

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File URL: http://www.nber.org/papers/w14160.pdf
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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 14160.

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Date of creation: Jul 2008
Publication status: published as Yuko Hashimoto & Takatoshi Ito & Takaaki Ohnishi & Misako Takayasu & Hideki Takayasu & Tsutomu Watanabe, 2012. "Random walk or a run. Market microstructure analysis of foreign exchange rate movements based on conditional probability," Quantitative Finance, vol 12(6), pages 893-905.
Handle: RePEc:nbr:nberwo:14160
Note: IFM ME
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Keywords:

Find related papers by JEL classification:

  • F31 - International Economics - - International Finance - - - Foreign Exchange
  • F33 - International Economics - - International Finance - - - International Monetary Arrangements and Institutions
  • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets

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References listed on IDEAS
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  1. Charles Goodhart & Takatoshi Ito & Richard Payne, 1995. "One Day in June, 1994: A Study of the Working of Reuters 2000-2 Electronic Foreign Exchange Trading System," NBER Technical Working Papers 0179, National Bureau of Economic Research, Inc.
  2. Takatoshi Ito & Richard K. Lyons & Michael T. Melvin, 1998. "Is There Private Information in the FX Market? The Tokyo Experiment," Journal of Finance, American Finance Association, vol. 53(3), pages 1111-1130, 06.
  3. Foster, F Douglas & Viswanathan, S, 1993. " Variations in Trading Volume, Return Volatility, and Trading Costs: Evidence on Recent Price Formation Models," Journal of Finance, American Finance Association, vol. 48(1), pages 187-211, March.
  4. Ito, Takatoshi & Hashimoto, Yuko, 2006. "Intraday seasonality in activities of the foreign exchange markets: Evidence from the electronic broking system," Journal of the Japanese and International Economies, Elsevier, vol. 20(4), pages 637-664, December.
  5. Mizuno, Takayuki & Kurihara, Shoko & Takayasu, Misako & Takayasu, Hideki, 2003. "Analysis of high-resolution foreign exchange data of USD-JPY for 13 years," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 324(1), pages 296-302.
  6. Andersen, Torben G. & Bollerslev, Tim, 1997. "Intraday periodicity and volatility persistence in financial markets," Journal of Empirical Finance, Elsevier, vol. 4(2-3), pages 115-158, June.
  7. Goodhart, Charles A. E. & Payne, Richard G., 1996. "Microstructural dynamics in a foreign exchange electronic broking system," Journal of International Money and Finance, Elsevier, vol. 15(6), pages 829-852, December.
  8. Lillo Fabrizio & Farmer J. Doyne, 2004. "The Long Memory of the Efficient Market," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 8(3), pages 1-35, September.
  9. 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.
  10. Anat R. Admati, Paul Pfleiderer, 1988. "A Theory of Intraday Patterns: Volume and Price Variability," Review of Financial Studies, Society for Financial Studies, vol. 1(1), pages 3-40.
  11. David A. Hsieh & Allan W. Kleidon, 1996. "Bid-Ask Spreads in Foreign Exchange Markets: Implications for Models of Asymmetric Information," NBER Chapters,in: The Microstructure of Foreign Exchange Markets, pages 41-72 National Bureau of Economic Research, Inc.
  12. Takatoshi Ito & Yuko Hashimoto, 2008. "Price Impacts of Deals and Predictability of the Exchange Rate Movements," NBER Chapters,in: International Financial Issues in the Pacific Rim: Global Imbalances, Financial Liberalization, and Exchange Rate Policy (NBER-EASE Volume 17), pages 177-217 National Bureau of Economic Research, Inc.
  13. Richard K. Lyons, 1996. "Foreign Exchange Volume: Sound and Fury Signifying Nothing?," NBER Chapters,in: The Microstructure of Foreign Exchange Markets, pages 183-208 National Bureau of Economic Research, Inc.
  14. Goodhart, Charles A. E. & O'Hara, Maureen, 1997. "High frequency data in financial markets: Issues and applications," Journal of Empirical Finance, Elsevier, vol. 4(2-3), pages 73-114, June.
  15. Vicentiu Covrig & Michael Melvin, 2005. "Tokyo insiders and the informational efficiency of the yen|dollar exchange rate," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 10(2), pages 185-193.
  16. Charles Goodhart & Takatoshi Ito & Richard Payne, 1996. "One Day in June 1993: A Study of the Working of the Reuters 2000-2 Electronic Foreign Exchange Trading System," NBER Chapters,in: The Microstructure of Foreign Exchange Markets, pages 107-182 National Bureau of Economic Research, Inc.
  17. Jeffrey A. Frankel & Giampaolo Galli & Alberto Giovannini, 1996. "The Microstructure of Foreign Exchange Markets," NBER Books, National Bureau of Economic Research, Inc, number fran96-1, June.
  18. Fukuda, Shin-ichi & Hoshi, Takeo & Ito, Takatoshi & Rose, Andrew, 2006. "International Finance," Journal of the Japanese and International Economies, Elsevier, vol. 20(4), pages 455-458, December.
  19. Lyons, Richard K., 1997. "A simultaneous trade model of the foreign exchange hot potato," Journal of International Economics, Elsevier, vol. 42(3-4), pages 275-298, May.
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Blog mentions

As found by EconAcademics.org, the blog aggregator for Economics research:
  1. In praise of belief in efficient markets
    by chris dillow in Stumbling and Mumbling on 2009-02-13 11:14:47
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Cited by:

  1. Evans, Kevin & Speight, Alan, 2010. "International macroeconomic announcements and intraday euro exchange rate volatility," Journal of the Japanese and International Economies, Elsevier, vol. 24(4), pages 552-568, December.
  2. Zapart, Christopher A., 2015. "Econophysics: A challenge to econometricians," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 419(C), pages 318-327.
  3. Rechenthin, Michael & Street, W. Nick, 2013. "Using conditional probability to identify trends in intra-day high-frequency equity pricing," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 392(24), pages 6169-6188.
  4. Schmidt, Anatoly B., 2009. "Detrending the realized volatility in the global FX market," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(9), pages 1887-1892.

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