Research questionHow can live MOBA matchmaking reduce team imbalance across modes when players have little target-mode history?Matchmaking must estimate player strength and form balanced teams even when players have limited history in the queued mode. This is especially difficult when skill distributions differ across modes and extreme skill segments have few examples.