A method, including assigning, to each tier in a storage system comprising multiple tiers, a respective range of priority scores, and calculating a compression ratio for a file stored on one of the multiple tiers. Using the compression ratio, a priority score is calculated for the file, and the file is migrated to the tier whose assigned range of priority scores includes the calculated priority score.