Characterize the appropriate design of participant feedback in automated officiating
Determine how much algorithmic feedback participants in challenge-based automated officiating systems should receive, in what form, and at what point during play, in order to shape participant understanding and behavior appropriately.
References
This raises a broader Sports HCI design question: how much algorithmic feedback should participants receive, in what form, and at what point in play?
— When the Strike Zone Becomes Algorithmic: Umpire Judgment and Player Challenge Decisions under AI Review
(2609.25525 - Lee et al., 22 Sep 2026) in Section 7.1, “Real-Time Feedback and Player Calibration”