Automated assessment — machine scoring and feedback at scale — is covered by automated-grading, aiawe-automated-writing-evaluation, psyscore-essay-scoring-zpd-feedback, and cotal-formative-assessment-scoring-2026: LLM-based scoring generalizes across domains when prompt-engineered with human-in-the-loop refinement and assessment-validity alignment.