“…This study contributes to the existing literature in three important ways. First, the impact of HFT on market quality has attracted substantial interest in the past several years (Brogaard, ; Hendershott, Jones and Menkveld, ; Angel, ; Brogaard, Hendershott and Riordan, ; Goldstein, Kumar and Graves, ; Jarnecic and Snape, ; Laughlin, Aguirre and Grundfest, ; Scholtus, van Dijk and Frijns, ; Aitken, Cumming and Zhan, ; O'Hara, ; Manahov, ; Aitken, Aspris, Foley and Harris, ; Hirschey, ). Parallel with this, a vibrant literature exists on trading activity around macroeconomic announcements (Ederington and Lee, ; Fleming and Remolona ; Balduzzi, Elton and Green, ; Flannery and Protopapadakis, ; Andersen, Bollerslev, Diebold and Vega, ; Erenburg, Kurov and Lasser, ; Tetlock, ).…”