6.3 Active Learning With AI
In addition to faculty modelling the use of AI, students can use AI to augment active learning activities in the classroom. AI can enhance learning by empowering students to explore complex concepts independently, engage in interactive Q&A sessions, and collaborate on projects. By using AI in active learning across different modes of course delivery, students can explore AI’s features and functions, receive real-time feedback, and gain experiences with AI use to reflect on.
Active Learning With AI
How can students use AI in your classroom to support and enhance their learning. You could invite students to use AI as a/n:
- Idea and design aid – brainstorm an idea, create an image
- Critical thinking partner – make an analogy; share a different perspective
- Editing and feedback partner – get feedback on ideas, structure, grammar, etc.
- Research aid – Locate a resource, summarize research on a topic
- Personalized learning – break down a complex topic, create questions to be answered
- Group work support – Creating meeting notes, creating template documents, develop a process
Learn more
Learn more about various approaches to student use of AI in the post, A Spectrum of AI Learning Tasks (Faculty Learning Hub).
Student Uses of AI Across Modes of Delivery
AI can facilitate active learning by encouraging students to use AI for learning tasks that are relevant to your course. Here are some ideas and examples:
Learn More
Learn more about Active Learning with AI and Supporting Class Learning Activities with AI (Faculty Learning Hub).
Disclosing AI Use in Learning Tasks
Asking students to document learning while using AI shows you what students have learned and how they apply AI. It keeps students accountable, encourages them to reflect on their learning, and helps you gauge what uses of AI support learning effectively and what needs improvement. This process also creates a clear record of the learning journey and can be used as a reference in the future.
Use these ideas to guide students in disclosing the use of AI in active learning.
Documenting AI Use for Brainstorming, Conversations, and Process
Activities can be documented by:
- Screenshots
- Prompts and outputs
- Description of use
- Student reflections
- Completed checklist
- Ideas for Introducing Active Learning with AI
Documenting AI Use for Source Information
Are you inviting students to quote, paraphrase, or summarize information acquired from generative AI? The use of AI as an information source can be disclosed through APA or IEEE citations and references.
The Generative AI Toolkit for Students provides examples of how to cite and reference AI as an information source.
Activity or Project Documentation
AI can create commonly used structured documents like reporting documents. Students can use Copilot to rapidly create other forms of project and activity documentation, such as timelines, meeting notes, templates, and activity roles and responsibilities.
Project Documentation Power Prompt, adapted by Dr. Phillipa Hardman (2024)
Using the information from the activity or project, create the following documentation:
- Timeline: State how long each task within each project stage will take, based on the activity information provided. For each approximation, provide a rationale.
- Status report: Create a brief status report document with suggested milestones and checkpoints to monitor the activity or project and report to my professor.
- Meeting notes: Create a brief meeting notes template for group work discussion and decisions.
- Roles and responsibilities: Create a list of roles and responsibilities for the activity or project.
- Review checklist: Create a checklist to use for each milestone.
Give me all outputs as tables so they can be used as templates.
[Insert activity or project information]
Learn more
Learn more about documentation of AI in the post, Describe and Document AI Use (Faculty Learning Hub).
Introducing AI-Supported Activities in Class
Here are some ideas to consider when guiding and supporting AI use in class by students.
Introduce or review MS Copilot
Explain its purpose and how it will be used in the course. For example, “Today, we’re going to start [or continue] using Microsoft Copilot, a tool that will help us with various tasks throughout the course. It’s designed to assist you, but remember, it’s not a replacement for your own critical thinking and creativity.”
Show what students should do first
Show how to prompt effectively and interpret feedback. For example, “Let’s walk through a sample activity using Copilot. I’ll show you how to input a prompt and interpret the feedback. This will help you understand how to use the tool effectively and what to watch out for.”
Set clear expectations and instructions
Clarify how and when to use Copilot, including any limitations and prohibitions. For example, “Copilot is here to support you, but using it as a supplementary tool is important. Always verify the information it provides and use your own judgment.” Establish clear rules for AI use to prevent distractions.
Provide prior access to instructions and materials
Ensure students access necessary resources, including user guides and support channels. For example, “I’ve uploaded all the relevant materials to eConestoga, including a user guide for Copilot. If you have any technical issues, please get in touch with the support team.” If students opt out of using Copilot, explain alternatives. For example, “If you prefer not to use Copilot, you can complete the assignment using traditional research methods and submit your work directly to me for feedback.”
Permit students to explore (in groups)
Encourage students to explore the use of Copilot in class under clear guidance, instructions, and support. Allow students to work in groups using Copilot. As a class, create a checklist for using Copilot that includes tips like “Always verify AI-generated content for accuracy” and “Be aware of potential biases in AI outputs.”
Remind students about AI’s weaknesses
Emphasize that AI is not infallible by discussing its limitations, such as potential biases and inaccuracies. Give students an idea of what weaknesses they might discover in the learning task with AI.
Consider diverse students and the “requirement” of AI
Ensure that participation in AI-related activities is voluntary and comfortable for all students. Provide additional support and resources for students who may need extra help with instructions or technology, ensuring inclusivity and equal learning opportunities. Give students an opt-out option if they prefer not to use AI.
College Procedure
Follow the Course Delivery Procedure requirements to ensure all AI-related activity requirements and class materials are uploaded to the eConestoga LMS before class.
Assessing Appropriate AI-Supported Learning Activities
Many different learning activities could be AI-enabled. How will you choose one for your class? Use this rubric to help assess the quality and impact of an AI-supported class activity on student learning. Consider whether other criteria apply to your teaching context as well.
Rubric for Evaluating AI-Supported Learning Activities
Criteria |
Excellent (4) |
Good (3) |
Fair (2) |
Poor (1) |
Alignment with Outcomes |
The activity is aligned with learning outcomes and enhances student understanding. |
The activity is mostly aligned with learning outcomes and contributes to student understanding. |
The activity has some alignment with learning outcomes but may not fully support student understanding. |
The activity is not aligned with learning outcomes and does not support student understanding. |
Engagement |
The activity is highly engaging and motivates students to participate actively. |
The activity is engaging and encourages student participation. |
The activity is engaging but may be too complex or not fully capture the student’s interest. |
The activity is not engaging, may be too complex, and fails to motivate student participation. |
Accessibility |
The activity is accessible to all students, including those with disabilities. |
Activity is mostly accessible but may have minor barriers for some students. |
Some accessibility issues may hinder the participation of some students in the activity. |
The activity is not accessible and excludes students with disabilities. |
Feedback and Support |
The activity provides timely and constructive feedback to students, supporting their learning. |
The activity provides feedback to students but may not be as timely or constructive. |
The activity provides limited feedback to students, which may not fully support their learning. |
Activity does not provide feedback to students, hindering their learning. |
Ethical Considerations |
The activity adheres to ethical standards and promotes fairness and inclusivity. |
The activity mostly adheres to ethical standards but may have minor issues. |
The activity has some ethical issues that need to be addressed. |
The activity does not adhere to ethical standards and may promote unfairness or exclusivity. |
Activity Documentation |
The activity is easy, feasible, and clear for students to document and describe their use of AI, providing comprehensive evidence of learning. |
The activity is mostly feasible and clear for students to document and describe their use of AI, with minor challenges in providing evidence of learning. |
The activity is somewhat feasible but may be challenging for students to document and describe their use of AI to provide evidence of learning. |
The activity is challenging for students to document and describe their use of AI to provide evidence of learning. |
Rubric for Evaluating AI-Supported Learning Activities |
Reflecting on Active Learning with AI in the Classroom
Reflection: One Faculty Member’s Perspective
Read GenAI as a Learning Partner in Class by Dorina Grossu (Faculty Learning Hub)
- How can I introduce generative AI to your students at the beginning of the semester to set the stage for its use in class?
- What challenging questions can I ask your students during class to encourage them to use generative AI for research and analysis, as described in the Process step?
- How can I use ed tech tools to facilitate student engagement and feedback when they use generative AI to find answers?
- How can I help students reflect on their use of generative AI to deepen their understanding and ensure they are critically evaluating the information?
- What boundaries must be set to promote academic integrity and ensure that students’ own cognitive efforts are assessed?