Speaking from experience, you can't even expect native speakers to know all the collective forms. Worse, in some cases the collective form may cause confusion if the collective is the singular of a different table (players in a team, teams in a league, doing a fantasy football league app).
Using the plural, your schema would be player -> team -> league. Using your system, it would be team -> league -> sport. Good luck explaining that to a new hire.