Instructors would evaluate clarity of reasoning, structure of speech, and ability to adapt when prompted with follow-up questions. Replaying voice submissions can reveal hesitation, uncertainty, or strong conceptual understanding. Tracking common misunderstandings across many voice answers works like analytics logs, showing where course material needs improvement. Patterns in revisions or re-recorded notes highlight learning progress over time. Even tone and pacing can hint at confidence versus guesswork. Over time, these signals help refine assessments to be more human and applied.