This paper proposes using Evidence-Centered Design (ECD) as a framework for principled prompt engineering in educational applications of large language models (LLMs). It maps ECD models to prompt design components and presents a workflow for ECD-based prompt engineering, demonstrating its effectiveness in automated scoring tasks.