I've tried compressing an icon and it ended up being larger than the original:

    FILENAME.      ORIGINAL SIZE  UPDATED SIZE  SIZE IMPROVEMENT  FILE TYPE
    128-light.png  920 Bytes      1.83 KB       -104.02%          PNG

It would be nice to at least say that the compression didn't go well :)