The study looked at how trading activity affects liquidity in financial markets. By analyzing data from trading messages, the researchers found that when bid-ask spreads are wider, high-frequency traders provide more liquidity after trades. They also discovered that more trades lead to less liquidity, suggesting that trades may contain private information and make market makers hesitant to provide liquidity.