Digital evaluation, with its efficiency and speed, is transforming assessment practices across educational institutions. On-screen marking, a key component of this shift, offers numerous advantages. Alongside these benefits, ethical considerations need careful attention to ensure fairness, transparency, and responsible implementation. Bias and Algorithmic Fairness: One major concern lies in the potential for bias within on-screen...












