Higher Ed Business Strategy & Innovation

This demo shows how Feedback Aide plugs into a real higher-ed use case where the learner is asked to evaluate the impact of innovation strategy as an enabler long-term competitive advantage.

Feedback Aide supports efficient grading while also preserving the depth of individualized response. It helps professors and teaching assistants ensure that all students receive meaningful feedback, while also creating consistency in scoring across classrooms and grading teams. Responses 1 and 2 show varying degrees of mastery, as can be seen by the feedback.

How do I use this demo?

1. Start by clicking 'Generate Feedback' for each response.
2. After these are scored by Feedback Aide, review the 'Summary of feedback' to see the justifications behind the scores.
3. Need to change something? Use Manual Grading to fine-tune the feedback, then click 'Save/Submit scores' when you’re ready.

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