Automating assessment of design exams: A case study of novelty evaluation

•A support to reduce effort of pedagogues in large-scale to evaluate novelty in mass examination.•To identify features for evaluating novelty in mass examination of design education.•To design an expert system to evaluate novelty from image-based solutions.•To evaluate performance of the model to optimize trust in it.