I refine the test for clustering of Patton and Weller (2022) to allow for cluster switching. In a multivariate panel … setting, clustering on timeaverages produces consistent estimators of means and group assignments. Once switching is … introduced, we lose the consistency. In fact, under switching the time-averaged k-means clustering converges to equal …