The consensus in monetary policy circles that the Fed’s large-scale asset purchases, known as quantitative easing (QE), have significantly reduced long-term yields is due in part to event studies, which show that long-term yields decline on QE announcement days. However, little attention has been given to whether these announcement effects are identified. This paper contributes to the literature by investigating whether announcement effects associated with the QE announcements used in the literature are identified. The analysis shows that none of announcement effects satisfy the strict requirements for identification. At best, event-studies provide modest evidence that QE reduces long-term yields.