In the coming years, the proliferation of artificial intelligence (AI) will lead to changes and challenges to many traditional practices in school music and beyond, particularly related to student assessment and grading. At the same time, the AI revolution may also facilitate new and exciting directions for assessment and differentiation in music…

Despite the ubiquity and complexity of grading, there is limited contemporary research on grading students in schools. There is, however, an outpouring of publications and consultants promoting new approaches. Many eliminate effort and behavior scores, remove the zero, adopt a four-point system, advocate rubrics, or promote their own software…