← Research logMicrostructure & Flow
KILLED · already priced
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Order flow is long-memory, trade signs are positively autocorrelated for hours (Lillo-Farmer). So recent net flow predicts continued same-direction pressure.

The sign autocorrelation decays as a slow power law:

$$ C(\tau) = \langle \epsilon_t\,\epsilon_{t+\tau}\rangle \sim \tau^{-\gamma},\ \ \gamma<1 $$

Estimate sign-ACF, trade continuation on persistent net flow, costs + latency applied.

Sign ACF long-memoryconfirmed
Price impact of predictable flowpermanent ≈ 0
Net continuation edge−
KILLED
The long memory is real but price does not drift with it: market makers anticipate the autocorrelated flow and absorb it (the famous "efficiency despite predictable flow"). Predictable order flow, unpredictable price. Killed.
Predictable order flow is not predictable returns, liquidity providers price the predictability out. The market can be efficient even when flow is forecastable.

We publish the failures too.

This is one of 100+ documented hypotheses. Browse the full lab notebook, or see the strategies that survived into production.