Kulldorff's Spatial Scan Statistic is a cluster detection method that scans a geographical area to find regions with higher than expected disease rates. It uses a moving circular or elliptical window of varying sizes to systematically test for the presence of clusters. The statistic compares the observed number of cases within the window to what would be expected under a null hypothesis of random distribution.