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In addition to revising assessments that focus on relational pedagogies; offer students authenticity, flexibility, and variety; and emphasize reflection, faculty can use generative AI to generate ideas on assessments that align with their course outcomes.

In these examples, we prompted Claude.ai with the following:

“We’d like to explore the idea of faculty using gen A.I. to design assessments. If I gave you a learning outcome, could you design three similar assessments—one that is vulnerable to having students use A.I. to complete it, one that might mitigate A.I. use, and one that requires students A.I. for part of the assignment?”

We asked Claude.ai to use a learning outcome that might appear in a 2nd-year course on organizational behaviour (that a student, by the end of the course, will be able to “analyze the impact of different leadership styles on employee motivation and productivity in diverse organizational settings”) and to develop three assessments:

  1. One that is vulnerable to having students use AI to complete it
  2. One that might mitigate generative AI use by students
  3. One that requires students use AI for part of the assignment

We edited these only slightly to provide examples of both how instructors could use generative AI for lesson planning and assessment design, but also how assignments can be adjusted to account for individual instructors’ comfort levels and preferences around student gen AI use.

Vulnerable Students’ AI Use

The assignment that is vulnerable to having students use AI to complete starts, “Write a 1500-word essay analyzing the impact of different leadership styles on employee motivation and productivity in diverse organizational settings. Your essay should…” You can read the full output below or download the “Vulnerable” example as a PDF.

 

Full Example

Mitigates Students’ AI Use

The assignment that starts with, “You will be presented with a detailed case study of a fictional organization facing leadership challenges. Analyze the case study and answer the following questions…” You can read the full output below or download the “Mitigated” example as a PDF.

 

Full Example

Requires Students’ AI Use

The assessment that requires students use AI for part of the assignment starts with, “Use a generative AI tool (e.g., Copilot) to produce a 500-word analysis of how autocratic, democratic, and laissez-faire leadership styles impact employee motivation and productivity in a tech startup environment…” You can read the full output below or download the “Integrated” example as a PDF.

 

Full Example

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Generative Artificial Intelligence in Teaching and Learning Copyright © 2025 by abbedrosezqi5 and Dalhousie University Centre for Learning and Teaching is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License, except where otherwise noted.

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