Higher Ed Business Strategy

This demo showcases Feedback Aide in a practical higher-education scenario: a Business Strategy & Innovation course where students study strategic frameworks through case studies, while honing their business communication skills. In this course, the professor found teaching assistants gave inconsistent comments, with some students benefitting from in-depth suggestions for improvement and others not. Feedback Aide helps the professor ensure consistent scoring and meaningful feedback across all graders.

Responses 1 and 2 in the demo illustrate distinct levels of mastery. Compare the suggested improvements between Response 1 and Response 2 to see how Feedback Aide handles higher and lower quality responses.

How do I use this demo?

1. Start by choosing a response and then clicking 'Generate Feedback'.
2. Feedback Aide now scores the response: Review both the rubric and the 'Feedback to learner' to see the evaluation and suggestions for improvement.
3. The human grader has final say. Interact with the rubric to adjust scores and edit the feedback to the learner as needed.

What is an analytic rubric?

Score by dimension. See deeper patterns.
With analytic rubrics, each aspect of a learner’s response—like structure, clarity, evidence, or grammar—is scored independently. That means more granular insight, better feedback, and stronger reliability across scorers.

Feedback Aide’s essay grading AI applies your rubric criteria as-is—no model training required. Just define your scoring dimensions, and let the scoring engine take care of the rest.

• Fine-tune scoring for each skill or trait
• Maintain transparency and traceability in results
• Fully customizable to your rubric format