We study performance and competition among high-frequency traders (HFTs). We construct measures of latency and find that differences in relative latency account for large differences in HFTs' trading performance. HFTs that improve their latency rank due to colocation upgrades see improved...

We exploit an optional colocation upgrade at NASDAQ OMX Stockholm to assess how speed affects market liquidity. Liquidity improves for the overall market and even for noncolocated trading entities. We find that the upgrade is pursued mainly by participants who engage in market making. Those that...

This is the internet appendix for "How Aggressive are High-Frequency Traders". The paper "How Aggressive are High-Frequency Traders" to which these Appendices apply is available at the following URL: "http://ssrn.com/abstract=2326446" http://ssrn.com/abstract=2326446

We study order aggressiveness of market-making high-frequency traders (HFTs), opportunistic HFTs, and non-HFTs. We find that market-making HFTs follow their own group's previous order submissions more than they follow other traders' orders. Opportunistic HFTs and non-HFTs tend to split market...