Random walk or a run. Market microstructure analysis of foreign exchange rate movements based on conditional probability

Author

Hashimoto, Yuko and Ito, Takatoshi and Ohnishi, Takaaki and Takayasu, Misako and Takayasu, Hideki and Watanabe, Tsutomu

Abstract

Using tick-by-tick data for the dollar--yen and euro--dollar exchange rates recorded on 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 is started. Indeed, conditional probabilities of a run continuing in the same direction after several consecutive observations exceed 0.5. However, quote prices do not show such a run tendency. Hence, a random walk hypothesis is refuted in a simple test of a run using tick-by-tick data. In addition, a longer continuous increase of the price tends to be followed by a 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 exchange rate movements. The findings reported here also lend support to the momentum trading strategy.