What does capping a character's level actually mean for the character?

Something ive been wondering since ive started properly taking part in TA.

What exactly gets nerfed when an event or TA is capped at common/uncommon etc? The level of the abilities? The stats? Are equipment and upgrades carried over?

What exactly is my character losing?