Real-World Alignment

Figure 40.1 Evaluating AI workflows reveals learning beyond final products.

CLUSTER 40 — LANDING PAGE

Evaluating the AI Communication Process, Not Just the Product

Introduction

Final drafts reveal only part of student learning. AI-assisted communication requires evaluation of the process as well as the product.

Process-Oriented Assessment

Evaluating workflows allows instructors to assess:

• Judgment and revision
• Ethical awareness
• Verification practices

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Figure 40.2 Process evaluation strengthens instructional insight.

Why Process Matters

Focusing only on outputs obscures learning and encourages shortcuts. Process-based evaluation reinforces accountability.

Figure 40.3 Learning is revealed through process, not polish.

Key Takeaway

Assessing process provides a more accurate picture of AI learning.