It's a bit more subtle than that, because there are feedback loops in the system. When a signal or factor spreads, it does so at multiple time horizons.

e.g. If I have a good signal at predicting horizon 1 day, then it is in my interest to have many people trading it at horizon > 1 day, as they will push the price in my direction.