For purposes of the analysis, we define day 0 as the effective date of the rating announcement. We define the event window as the 21-day trading period centered on day 0 and the estimation window as the 255-day trading period following the end of the event window. We further define an abnormal return as the actual ex post return of the insurance security over the event window minus the predicted normal return of the security over the event window.