← 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.