Motivated by recent controversy over biases associated with algorithmic decision-making, we embarked on studying various stakeholders’ perceptions related to potential in verdicts from human-based and algorithm-based judging. In an empirical study conducted the domain of gymnastics judging, found that, while our informants viewed both human- AI-based judging systems as being subject (of differe...