We analyze how contribution to price discovery varies in the cross-section of HFTs.
HFTs collectively account for 14% of the trade-related price discovery.
Of this, 10% is accounted for by aggressive HFTs.
Aggressive HFTs also trade in the direction of future price changes.
HFT strategies that rely on aggressive trades have limited scalability.