A spectral analysis of two-day changes in sea ice extent is performed to determine whether events at synoptic time-scales have significant contributions to sea ice loss with respect to red noise. Several significant periods are found at synoptic time-scales, at 5, 6, 8, 10, and 16 days. A Butterworth filter is then applied to high-pass periods shorter than 18 days to isolate the abrupt sea ice loss events corresponding to these high frequencies and compile a set of significant events. Defining the top 1% of the high-pass filtered two-day decrease in sea ice extent, there is found to be two annual maxima: July and December, and only summer cases (June-August) are retained for the present study. Composite sea level pressure of the 25 cases reveals the presence of a 998 hPa mean surface cyclone, which varies in strength from 999 to 978 hPa. While there is always a cyclone, there is often, but not always, a nearby anticyclone that can further enhance the pressure gradient over the sea ice loss region.