We found 82 results that contain "ai incorporation"
Posted on: GenAI & Education
Posted by
8 months ago
MSU University Communications has posted a great resource on guidelines for using generative AI. This guide is a great place to start exploring potential uses of AI in your instructional practice. Further, this guide offers some descriptions and explanations of terms you may have encountered, but are not fully sure of the meaning. You will want to keep this guide as a resource to share with others who are interested in AI, but don't know where to begin -https://comms.msu.edu/resources/use-of-ai -
Posted on: #iteachmsu
Posted by
over 1 year ago
Use AI to generate rubrics.
To create a rubric for just about anything, I find Chat GPT to be very useful. I use iterations of the following prompts, with specifics for each rubric I need to generate:
"In table form create a rubric with four cut-points ranging from "Not Present" to "Exemplary." There should be XXX number of categories: Category 1, Category 2, Category 3, etc... Leave a column on the left for notes or comments.
Typically, using that prompt as a starting point will lead Chat GPT to creating a workable first draft of a rubric.
ChatGPT provided some other things to consider as you prepare your prompt or modify the results:
"1. Define Clear Objectives: Start by providing the AI with specific objectives or outcomes that the rubric is intended to measure. This could include skills, knowledge, behaviors, or attitudes relevant to the task or subject matter.
2. Input Criteria and Levels of Performance: Give the AI detailed descriptions of the criteria you want to assess, along with different levels of performance (e.g., Excellent, Good, Fair, Poor). Ensure that these descriptions are clear and distinct to guide the AI in creating nuanced and differentiated levels.
3. Incorporate Examples and Standards: To enhance the rubric, include examples of exemplary work or specific standards you expect. This helps the AI to understand the context and quality you're seeking, allowing it to generate more accurate and useful content.
4. Refine and Customize: Once the AI provides a draft, review and refine it to ensure it aligns with your educational goals and standards. Personalize the rubric to the specific needs of your course or assignment, making adjustments based on your expertise and experience."
To create a rubric for just about anything, I find Chat GPT to be very useful. I use iterations of the following prompts, with specifics for each rubric I need to generate:
"In table form create a rubric with four cut-points ranging from "Not Present" to "Exemplary." There should be XXX number of categories: Category 1, Category 2, Category 3, etc... Leave a column on the left for notes or comments.
Typically, using that prompt as a starting point will lead Chat GPT to creating a workable first draft of a rubric.
ChatGPT provided some other things to consider as you prepare your prompt or modify the results:
"1. Define Clear Objectives: Start by providing the AI with specific objectives or outcomes that the rubric is intended to measure. This could include skills, knowledge, behaviors, or attitudes relevant to the task or subject matter.
2. Input Criteria and Levels of Performance: Give the AI detailed descriptions of the criteria you want to assess, along with different levels of performance (e.g., Excellent, Good, Fair, Poor). Ensure that these descriptions are clear and distinct to guide the AI in creating nuanced and differentiated levels.
3. Incorporate Examples and Standards: To enhance the rubric, include examples of exemplary work or specific standards you expect. This helps the AI to understand the context and quality you're seeking, allowing it to generate more accurate and useful content.
4. Refine and Customize: Once the AI provides a draft, review and refine it to ensure it aligns with your educational goals and standards. Personalize the rubric to the specific needs of your course or assignment, making adjustments based on your expertise and experience."
Pedagogical Design
Posted on: GenAI & Education
Posted by
9 months ago
AI Commons Bulletin - Human-curated news about generative AI for Teaching and Learning in Higher Education. 12/11/2024
📔 Automatic AI Summaries Now in ProQuest
MSU’s Proquest library database access added an AI “Research Assistant” in an article sidebar. The tool features article summaries, additional sources, important concepts and research topics.
Learn More: Library Learning Space - https://librarylearningspace.com/proquest-launches-ai-powered-research-assistant-to-promote-responsible-ai-use-in-academia/
🔎 Introduction to Prompts
Organizes many practical tips for writing AI prompts into one framework. The article is specific to education and includes links to authoritative resources.
Learn More: Park, J., & Choo, S. (2024). Generative AI Prompt Engineering for Educators: Practical Strategies. Journal of Special Education Technology, 0(0). https://journals.sagepub.com/doi/10.1177/01626434241298954
🧬 Think of AI Uses as Along a Continuum
Monash University describes four examples of AI use in their courses:
1. Explore AI with students to build AI Literacy and discuss academic integrity.
2. Design assessments that focus on process rather than product to build critical thinking.
3. Incorporate new AI-enabled activities, like simulated personas.
4. Use AI for basic assessment, freeing educators to focus on personalized feedback.
Learn More: Hook, J., Junor, A., Sell, C., & Sapsed, C. (2024). Navigating integrity and innovation: Case studies of generative AI integration from an Arts Faculty. ASCILITE Publications, 165–172. https://publications.ascilite.org/index.php/APUB/article/view/1234/1478
Get the AI-Commons Bulletin on our Microsoft Teams channel, at aicommons.commons.msu.edu, or by email (send an email to aicommons@msu.edu with the word “subscribe”).
📔 Automatic AI Summaries Now in ProQuest
MSU’s Proquest library database access added an AI “Research Assistant” in an article sidebar. The tool features article summaries, additional sources, important concepts and research topics.
Learn More: Library Learning Space - https://librarylearningspace.com/proquest-launches-ai-powered-research-assistant-to-promote-responsible-ai-use-in-academia/
🔎 Introduction to Prompts
Organizes many practical tips for writing AI prompts into one framework. The article is specific to education and includes links to authoritative resources.
Learn More: Park, J., & Choo, S. (2024). Generative AI Prompt Engineering for Educators: Practical Strategies. Journal of Special Education Technology, 0(0). https://journals.sagepub.com/doi/10.1177/01626434241298954
🧬 Think of AI Uses as Along a Continuum
Monash University describes four examples of AI use in their courses:
1. Explore AI with students to build AI Literacy and discuss academic integrity.
2. Design assessments that focus on process rather than product to build critical thinking.
3. Incorporate new AI-enabled activities, like simulated personas.
4. Use AI for basic assessment, freeing educators to focus on personalized feedback.
Learn More: Hook, J., Junor, A., Sell, C., & Sapsed, C. (2024). Navigating integrity and innovation: Case studies of generative AI integration from an Arts Faculty. ASCILITE Publications, 165–172. https://publications.ascilite.org/index.php/APUB/article/view/1234/1478
Get the AI-Commons Bulletin on our Microsoft Teams channel, at aicommons.commons.msu.edu, or by email (send an email to aicommons@msu.edu with the word “subscribe”).
Posted on: GenAI & Education
Posted by
7 months ago
AI Commons Bulletin 2/26/2025
🆚 AI in Qualitative Research: ChatGPT vs. Human Coders
An MSU study examined ChatGPT’s role in qualitative data analysis, comparing AI-augmented and human coding of hotel guest experiences. AI-generated themes aligned with human-coded ones but missed social interactions and safety concerns. A hybrid approach—AI for initial coding with human refinement—balances efficiency and analytical rigor.
Learn More: Sun, H., Kim, M., Kim, S., & Choi, L. (2025). A methodological exploration of generative artificial intelligence (AI) for efficient qualitative analysis on hotel guests’ delightful experiences. International Journal of Hospitality Management, 124, 103974.
🤔 VR Tool with AI Increased Student Learning and Reflection
This empirical study found that students interacting with a VR course tutor increased focus and reflection and were more likely to ask questions, “Within the dialogue with the AI virtual tutor, learners most frequently engaged in discourse centered around collaboratively building on ideas.”
Learn More: Chu, X. et al. Enhancing the flipped classroom model with generative AI and Metaverse technologies. Ed Tech Res Dev (2025).
🧠 Use LLM Prompting to Teach Computational Thinking
Many fields consider computational thinking (CT) to be essential. Hsu (2025) details how to teach this skill using LLM prompting. Also includes interesting ideas for incorporating prompting in a deeper way: meaningful, social prompting, or learner directed prompting
Learn More: Hsu, HP. From Programming to Prompting. TechTrends (2025).
🧭 AI Guidelines at Major Universities are Pretty Predictable
A content analysis of AI guidelines at the top 50 USNWR-ranked institutions reveals key themes: AI use is allowed but must not involve plagiarism or unauthorized assistance, instructors should clearly define AI expectations, and users must follow privacy guidelines by avoiding sharing sensitive or confidential information.
Learn More: Alba et al (2025) ChatGPT Comes to Campus. SIGSCE TS.
Bulletin items compiled by MJ Jackson and Sarah Freye with production assistance from Lisa Batchelder. Get the AI-Commons Bulletin on our Microsoft Teams channel, at aicommons.commons.msu.edu, or by email (send an email to aicommons@msu.edu with the word “subscribe”).
🆚 AI in Qualitative Research: ChatGPT vs. Human Coders
An MSU study examined ChatGPT’s role in qualitative data analysis, comparing AI-augmented and human coding of hotel guest experiences. AI-generated themes aligned with human-coded ones but missed social interactions and safety concerns. A hybrid approach—AI for initial coding with human refinement—balances efficiency and analytical rigor.
Learn More: Sun, H., Kim, M., Kim, S., & Choi, L. (2025). A methodological exploration of generative artificial intelligence (AI) for efficient qualitative analysis on hotel guests’ delightful experiences. International Journal of Hospitality Management, 124, 103974.
🤔 VR Tool with AI Increased Student Learning and Reflection
This empirical study found that students interacting with a VR course tutor increased focus and reflection and were more likely to ask questions, “Within the dialogue with the AI virtual tutor, learners most frequently engaged in discourse centered around collaboratively building on ideas.”
Learn More: Chu, X. et al. Enhancing the flipped classroom model with generative AI and Metaverse technologies. Ed Tech Res Dev (2025).
🧠 Use LLM Prompting to Teach Computational Thinking
Many fields consider computational thinking (CT) to be essential. Hsu (2025) details how to teach this skill using LLM prompting. Also includes interesting ideas for incorporating prompting in a deeper way: meaningful, social prompting, or learner directed prompting
Learn More: Hsu, HP. From Programming to Prompting. TechTrends (2025).
🧭 AI Guidelines at Major Universities are Pretty Predictable
A content analysis of AI guidelines at the top 50 USNWR-ranked institutions reveals key themes: AI use is allowed but must not involve plagiarism or unauthorized assistance, instructors should clearly define AI expectations, and users must follow privacy guidelines by avoiding sharing sensitive or confidential information.
Learn More: Alba et al (2025) ChatGPT Comes to Campus. SIGSCE TS.
Bulletin items compiled by MJ Jackson and Sarah Freye with production assistance from Lisa Batchelder. Get the AI-Commons Bulletin on our Microsoft Teams channel, at aicommons.commons.msu.edu, or by email (send an email to aicommons@msu.edu with the word “subscribe”).
Posted on: GenAI & Education
Posted by
6 months ago
AI Commons Bulletin 3/10/2025
📖 Want a Playbook for Envisioning How AI Changes Your Curriculum?
A concise summary of a biomedical engineering educators’ summit on integrating AI into curricula. It covers aligning AI with industry shifts, using AI in courses, and tackling challenges like accreditation and curriculum overload through Q&A and strategic discussions.
Learn More: Khojah, R., Werth, A., Broadhead, K.W. et al. Integrating Generative Artificial Intelligence Tools and Competencies in Biomedical Engineering Education. Biomed Eng Education (2025).
💯 Estonia to Give All Students ChatGPTedu
Estonia, one of the top countries for ChatGPT usage, is aiming to provide all 10th and 11th grade students with ChatGPT Edu by September 2025, eventually expanding to all 200,000 students in the country.
Learn More: https://openai.com/index/estonia-schools-and-chatgpt/
💰 MSU Tech Store Now Has Full Copilot License for Purchase
MSU Tech Store now offers the full suite of Microsoft Copilot for purchase. The current price is $168 per license through August 2025. This includes access to Copilot within existing applications like Word, Teams, and Outlook.
Learn More: https://techstore.msu.edu/
🤖 Some Concrete Examples for Using and Assigning AI in a Database Course
Examples of using AI to create mini-cases, quiz questions, and slides, plus assignments analyzing AI-generated data and solutions. Students valued the experience, though its impact on critical thinking and problem-solving varied.
Learn More: Zhang, X. (2025). Teaching Tip Incorporating AI Tools Into Database Classes. Journal of Information Systems Education, 36(1), 37–52.
Bulletin items compiled by MJ Jackson and Sarah Freye with production assistance from Lisa Batchelder. Get the AI-Commons Bulletin on our Microsoft Teams channel, at aicommons.commons.msu.edu, or by email (send an email to aicommons@msu.edu with the word “subscribe”).
📖 Want a Playbook for Envisioning How AI Changes Your Curriculum?
A concise summary of a biomedical engineering educators’ summit on integrating AI into curricula. It covers aligning AI with industry shifts, using AI in courses, and tackling challenges like accreditation and curriculum overload through Q&A and strategic discussions.
Learn More: Khojah, R., Werth, A., Broadhead, K.W. et al. Integrating Generative Artificial Intelligence Tools and Competencies in Biomedical Engineering Education. Biomed Eng Education (2025).
💯 Estonia to Give All Students ChatGPTedu
Estonia, one of the top countries for ChatGPT usage, is aiming to provide all 10th and 11th grade students with ChatGPT Edu by September 2025, eventually expanding to all 200,000 students in the country.
Learn More: https://openai.com/index/estonia-schools-and-chatgpt/
💰 MSU Tech Store Now Has Full Copilot License for Purchase
MSU Tech Store now offers the full suite of Microsoft Copilot for purchase. The current price is $168 per license through August 2025. This includes access to Copilot within existing applications like Word, Teams, and Outlook.
Learn More: https://techstore.msu.edu/
🤖 Some Concrete Examples for Using and Assigning AI in a Database Course
Examples of using AI to create mini-cases, quiz questions, and slides, plus assignments analyzing AI-generated data and solutions. Students valued the experience, though its impact on critical thinking and problem-solving varied.
Learn More: Zhang, X. (2025). Teaching Tip Incorporating AI Tools Into Database Classes. Journal of Information Systems Education, 36(1), 37–52.
Bulletin items compiled by MJ Jackson and Sarah Freye with production assistance from Lisa Batchelder. Get the AI-Commons Bulletin on our Microsoft Teams channel, at aicommons.commons.msu.edu, or by email (send an email to aicommons@msu.edu with the word “subscribe”).
Posted on: GenAI & Education
Posted by
7 months ago
AI Commons Bulletin 2/19/2025
🧠 AI Tools Soon to Decide How Much They Need to “Think”
Expect the answers from AI tools to generally improve over the next few months, as more of them incorporate “reasoning” into their process. These are models that can discern when a prompt is more complex and would require a multi-step reasoning process. OpenAI is starting this with ChatGPT soon.
Learn More: https://www.youtube.com/watch?v=KtwK3hBAjDY
📗 Five Generations of Intelligent Textbooks
Sosnovsky & Brusilovsky compile the literature on intelligent textbooks and organize five generations:
Engineered: AI-powered adaptive reading.
Integrated: Linked with external smart content.
Extracted: AI analyzes and structures knowledge.
Datamined: Tracks student engagement for insights.
Generated: AI creates content, questions, & chatbots
Learn More: Sosnovsky, S., Brusilovsky, P. & Lan, A. Intelligent Textbooks. Int J Artif Intell Educ (2025).
🚫 Guidance for Uses of AI Banned by EU’s AI Act
The EU regulates AI much more than the US does. When it adopted the AI Act, it banned “unacceptable risk” uses, but didn’t provide much explanation. A new report lays out examples, including manipulative, deceptive, and exploitative practices.
Learn More: https://ec.europa.eu/newsroom/dae/redirection/document/112367
⏳ Waiting 5-10 Minutes for an AI to Answer?! What?!
Deep Research is a newer function of Google’s AI, Gemini. You can ask it an extended question and it will break it down into parts, research each part (including multiple web searches), and write up a report you can download. It’s available both on the web and on Android. Additional $ required.
Learn More: https://youtu.be/IBKRyI5m_Rk
Bulletin items compiled by MJ Jackson and Sarah Freye with production assistance from Lisa Batchelder. Get the AI-Commons Bulletin on our Microsoft Teams channel, at aicommons.commons.msu.edu, or by email (send an email to aicommons@msu.edu with the word “subscribe”).
🧠 AI Tools Soon to Decide How Much They Need to “Think”
Expect the answers from AI tools to generally improve over the next few months, as more of them incorporate “reasoning” into their process. These are models that can discern when a prompt is more complex and would require a multi-step reasoning process. OpenAI is starting this with ChatGPT soon.
Learn More: https://www.youtube.com/watch?v=KtwK3hBAjDY
📗 Five Generations of Intelligent Textbooks
Sosnovsky & Brusilovsky compile the literature on intelligent textbooks and organize five generations:
Engineered: AI-powered adaptive reading.
Integrated: Linked with external smart content.
Extracted: AI analyzes and structures knowledge.
Datamined: Tracks student engagement for insights.
Generated: AI creates content, questions, & chatbots
Learn More: Sosnovsky, S., Brusilovsky, P. & Lan, A. Intelligent Textbooks. Int J Artif Intell Educ (2025).
🚫 Guidance for Uses of AI Banned by EU’s AI Act
The EU regulates AI much more than the US does. When it adopted the AI Act, it banned “unacceptable risk” uses, but didn’t provide much explanation. A new report lays out examples, including manipulative, deceptive, and exploitative practices.
Learn More: https://ec.europa.eu/newsroom/dae/redirection/document/112367
⏳ Waiting 5-10 Minutes for an AI to Answer?! What?!
Deep Research is a newer function of Google’s AI, Gemini. You can ask it an extended question and it will break it down into parts, research each part (including multiple web searches), and write up a report you can download. It’s available both on the web and on Android. Additional $ required.
Learn More: https://youtu.be/IBKRyI5m_Rk
Bulletin items compiled by MJ Jackson and Sarah Freye with production assistance from Lisa Batchelder. Get the AI-Commons Bulletin on our Microsoft Teams channel, at aicommons.commons.msu.edu, or by email (send an email to aicommons@msu.edu with the word “subscribe”).
Posted on: GenAI & Education
Posted by
about 2 years ago
AI 101: and Infographic
Check out this simple resource from aiEDU (the AI Education Project) a non-profit that creates equitable learning experiences that build foundational AI literacy. You can learn more, and find adaptable tools and activities for educators, parents, and students at https://www.aiedu.org/
Check out this simple resource from aiEDU (the AI Education Project) a non-profit that creates equitable learning experiences that build foundational AI literacy. You can learn more, and find adaptable tools and activities for educators, parents, and students at https://www.aiedu.org/
Posted on: GenAI & Education
Posted by
7 months ago
AI Commons Bulletin 2/24/2025
🚫 No More Guidance from USDE
Beyond the AI guidance for schools and the toolkits for educators and developers, the entire Office of Educational Technology website is gone. tech.ed.gov now directs to the USDE website.
Learn More: https://www.ed.gov/
📽️ Try This: Create AI Video for YouTube
Short videos can be useful tools for teaching something, or that students can use to demonstrate something. YouTube now offers tools to use AI to generate video based on a text prompt.
Learn More: https://www.cnet.com/tech/services-and-software/heres-how-you-can-create-ai-videos-in-youtube-shorts-thanks-to-google-veo/
🤔 AI Operator Can Take e-Learning Courses For You
OpenAI’s Operator tool can take an online course, which means it’s time to rethink asynchronous course design.
Learn More: https://benbetts.co.uk/the-fall-of-click-next-e-learning-what-operator-means-for-training/?ref=2ndbreakfast.audreywatters.com
✍️ Should We Invent New Words to Talk to AI?
Want a fresh way to discuss AI literacy? These authors argue we need new words—not just human vocabulary—to grasp AI. Encourage students to create neologisms for human concepts AI should learn or machine ideas we must understand. What might they invent?
Learn More: Hewitt, Geirhos, & Kim, (2025). We Can’t Understand AI Using our Existing Vocabulary.
Bulletin items compiled by MJ Jackson and Sarah Freye with production assistance from Lisa Batchelder. Get the AI-Commons Bulletin on our Microsoft Teams channel, at aicommons.commons.msu.edu, or by email (send an email to aicommons@msu.edu with the word “subscribe”).
🚫 No More Guidance from USDE
Beyond the AI guidance for schools and the toolkits for educators and developers, the entire Office of Educational Technology website is gone. tech.ed.gov now directs to the USDE website.
Learn More: https://www.ed.gov/
📽️ Try This: Create AI Video for YouTube
Short videos can be useful tools for teaching something, or that students can use to demonstrate something. YouTube now offers tools to use AI to generate video based on a text prompt.
Learn More: https://www.cnet.com/tech/services-and-software/heres-how-you-can-create-ai-videos-in-youtube-shorts-thanks-to-google-veo/
🤔 AI Operator Can Take e-Learning Courses For You
OpenAI’s Operator tool can take an online course, which means it’s time to rethink asynchronous course design.
Learn More: https://benbetts.co.uk/the-fall-of-click-next-e-learning-what-operator-means-for-training/?ref=2ndbreakfast.audreywatters.com
✍️ Should We Invent New Words to Talk to AI?
Want a fresh way to discuss AI literacy? These authors argue we need new words—not just human vocabulary—to grasp AI. Encourage students to create neologisms for human concepts AI should learn or machine ideas we must understand. What might they invent?
Learn More: Hewitt, Geirhos, & Kim, (2025). We Can’t Understand AI Using our Existing Vocabulary.
Bulletin items compiled by MJ Jackson and Sarah Freye with production assistance from Lisa Batchelder. Get the AI-Commons Bulletin on our Microsoft Teams channel, at aicommons.commons.msu.edu, or by email (send an email to aicommons@msu.edu with the word “subscribe”).