Comment by Treffynnon

No, actually the collective of player isn't team in this case.

Not all players will be on the same team, but they still participate in the league so I disagree with this example terminology shift.

You would end up with a slightly more generalised naming like this in my opinion:

- athletes - teams - leagues

In this particular case there are no suitable collective terms.