About any longer period of time, You can find rarely a statistically important autocorrelation in high frequency returns. If there was, then the above could well be applicable which would dampen the effect. Picture that this trade is really a CFD or even a forex with USDEUR. I use a https://www.youtube.com/watch?v=qMmsQ4kKgY4