Instructional Practice
Instructional practices refer to how instructors engage and interact with their students and the quality of instruction.
This domain of the Framework for Effective Teaching can be described by four indicators:
- The choice of instructional or pedagogical method(s): In other words, what specific choices does an instructor make when they conceptualize (plan), prepare, and facilitate their students’ learning?
- Fosters student-centered active learning: facilitate instructor-student and student-student interactions during teaching and learning tasks.
- Feedback: Sustained, consistent, and timely quality feedback, given during and outside of instruction, mentorship, and supervision practices of both graduate and undergraduate students.
- Atmosphere: Creates and facilitates a productive and positive climate, uses intentional strategies to create an equitable, diverse, inclusive, and accessible teaching and learning environment.
Pedagogical considerations for AI use in this domain might include:
- Leverage the speed of AI tools in the classroom: Consider how you might use AI tools to quickly generate content (output) for your classroom to promote meaningful student-student interaction and build the learning community.
- Alignment: Ensure that the AI tools you select align with your course learning outcomes and complement/augment your instructional methods. For example, if you want to promote peer-to-peer collaboration and critical thinking, use AI tools and their outputs to help drive student-led discussions and encourage student participation and engagement.
- Customization: Use AI tools to provide opportunities for personalized learning experiences for your students by engaging with their individual needs and preferences. Model for your students how to explore the learning opportunities provided by AI tools and foster a growth mindset. This may involve highlighting the potential of AI for self-paced learning, personalized feedback, and skills development.
- Promote digital equity and accessibility: Consider the digital divide and ensure that all students have equal and equitable access to the technologies. AI tools may also provide improved opportunities for academic success to students from different majoritarian and minoritarian groups.
- The use of AI tools might help reduce student anxieties.
- Enable students to learn complex concepts and theories in simpler, plain-language form.
- Aid in the demystification of academic conventions and practices for diverse students.
- AI tools can give grammatical feedback and suggestions.
- AI tools can create practice practice quizzes and AI-driven conversational partners for student practice (without fear or shame about mistakes)
- AI-powered tools and accessibility apps “can gift the power of speech, sight, and mobility” (Bita, 2023)
- Data Security, Privacy, and Assessments: Instructors and students need to understand the privacy and data security implications as well contemplate alternative assessments, so those who wish to opt out of using AI tools may be supported in doing so. See Important Considerations: Data Security, Privacy, and Alternative Assessments.
- Provide rubrics and assessment descriptions that make clear your expectations for AI-use. If no use is to be allowed, then explain your position and student responsibilities, making reference to academic integrity and the Student Code of Behaviour.
- Limit students to using provided course materials and resources. Restricting access in this way may reduce the chance students can use AI tools to complete course tasks and assessments.
- Ask students to write in class (pen, paper).
- In-class writing may not be appropriate for all students. Anticipate and proactively design for the presence of students who will succeed more with accommodations
- Prepare alternative assessments and assignments in advance
- Ask students to collaborate on how the class can, should, and should not use AI. Form students into groups. Set a schedule, so students can brainstorm, make proposals, debate/discuss, weigh strengths/weaknesses, and build a collaborative proposal or plan for the course.
- Students can submit academic work via Google Doc/Google Slides/Google Sheets/Google Site where the instructor is added as an editor (instructor can view the document history).
- This has the added benefit of providing greater feedback opportunities for both instructor(s) and students.
Long Samples, Quick Prompts, and Other Suggestions
LONG SAMPLES
AIM: Use Generative AI to help communicate the writing process in steps.
SUMMARY: Students often write their essays the night before the due date, but I want them to engage in a longer, more careful developmental process. I could input the following prompt into Bing: “I want students to write an essay on [Subject], so can you give me the steps to achieve this goal?”
COURSE CONTEXT: This type of prompt can be used for assignments that require students to work in stages.
AN EXAMPLE DIALOGUE: Write an Essay about Smart Cities using Microsoft's Bing
I want students to write an argumentative essay about Smart Cities, so can you give me the steps that can guide students to achieve this goal?
Searching for: steps to write an argumentative essay about smart cities
Generating answers for you…
Bing: Sure! Here are some steps that can guide students to write an argumentative essay about smart cities:
- Choose a topic: Students should choose a specific topic related to smart cities that they want to argue for or against.
- Research: Students should research their topic and gather evidence to support their argument. They can use sources such as books, articles, and websites to find information.
- Outline: Students should create an outline for their essay that includes an introduction, body paragraphs, and a conclusion. The introduction should provide background information and state the thesis. The body paragraphs should present evidence to support the thesis, and the conclusion should summarize the argument and restate the thesis.
- Write: Students should write their essay following the outline they created. They should make sure to clearly state their argument and provide evidence to support it.
- Revise: Students should revise their essay to make sure it is well-organized and clearly presents their argument. They should also check for grammar and spelling errors.
I hope this helps! Let me know if you need more information 12.
Learn more:
1. scribbr.com
2. masterclass.com
3. gradesfixer.com
4. wizeprep.com
5. academicswriter.com
My students need more specific guidance. Can you rewrite the above to include discussion about: argument development, use of examples, addressing counterarguments, and the importance of quality sources?
Searching for: argument development, use of examples, addressing counterarguments, and the importance of quality sources
Generating answers for you…
Bing: Sure! Here are some more specific steps that can guide students to write an argumentative essay about smart cities:
- Choose a topic: Students should choose a specific topic related to smart cities that they want to argue for or against.
- Research: Students should research their topic and gather evidence to support their argument. They should use quality sources such as books, articles, and websites to find information.
- Develop an argument: Students should develop a clear and well-reasoned argument for their thesis. They should use examples and evidence to support their argument.
- Address counterarguments: Students should anticipate and address counterarguments to their thesis. They should present evidence and reasoning to refute these counterarguments or explain why they disagree with them.
- Outline: Students should create an outline for their essay that includes an introduction, body paragraphs, and a conclusion. The introduction should provide background information and state the thesis. The body paragraphs should present evidence to support the thesis, including examples and counterarguments. The conclusion should summarize the argument and restate the thesis.
- Write: Students should write their essay following the outline they created. They should make sure to clearly state their argument, provide evidence to support it, and address counterarguments.
- Revise: Students should revise their essay to make sure it is well-organized and clearly presents their argument. They should also check for grammar and spelling errors.
I hope this helps! Let me know if you need more information 12.
Learn more:
1. scribbr.com
2. academicguides.waldenu.edu
3. library.gordonconwell.edu
4. libguides.royalroads.ca
5. blogs.longwood.edu
+4 more
Thanks. My students need more help crafting their arguments. Any suggestions? Also, is the essay thesis important when developing your argument in an essay? Please rewrite above including these elements.
Searching for: crafting arguments in an essay, importance of thesis statement
Generating answers for you…
Sure! Here are some more specific steps that can guide students to craft their arguments in an argumentative essay about smart cities:
- Choose a topic: Students should choose a specific topic related to smart cities that they want to argue for or against.
- Develop a thesis statement: The thesis statement is a concise, one-sentence summary of the main point and claim of the essay. It should be clear and specific enough to be “proven” within the boundaries of the paper 1. The thesis statement is important because it provides direction for the essay and serves as a “guide” to the argument for both the writer and the reader 2.
- Research: Students should research their topic and gather evidence to support their argument. They should use quality sources such as books, articles, and websites to find information.
- Develop an argument: Students should develop a clear and well-reasoned argument for their thesis. They should use examples and evidence to support their argument.
- Address counterarguments: Students should anticipate and address counterarguments to their thesis. They should present evidence and reasoning to refute these counterarguments or explain why they disagree with them 3.
- Outline: Students should create an outline for their essay that includes an introduction, body paragraphs, and a conclusion. The introduction should provide background information and state the thesis. The body paragraphs should present evidence to support the thesis, including examples and counterarguments. The conclusion should summarize the argument and restate the thesis.
- Write: Students should write their essay following the outline they created. They should make sure to clearly state their argument, provide evidence to support it, and address counterarguments.
- Revise: Students should revise their essay to make sure it is well-organized and clearly presents their argument. They should also check for grammar and spelling errors.
I hope this helps! Let me know if you need more information 23
Learn more:
1. wts.indiana.edu
2. bing.com
3. blogs.longwood.edu
4. writing.wisc.edu
5. history.ucla.edu
6. helpforassessment.com
+3 more
INSTRUCTOR TAKE-AWAYS: As you can see, Microsoft’s search engine chatbot, Bing, provides a series of steps that can serve as a guide to provide students or as a list that you can modify to best suit your class.
By employing their own approaches and experiences with essay writing and instruction, instructors need to critically assess these steps and augment accordingly. For instance, if the steps are too simplistic or if there are missing steps (such as the importance of factoring in stress management, time/work management, brainstorming techniques,and so on), then instructors can add those steps.
Instructors can also ask students to collaborate on this list and add points that relate to their own essay writing practice, so by the deadline of the essay, the entire class has a series of steps that best encapsulates their real-world essay writing process.
Bing, powered by OpenAI’s LLM, GPT-4, is able to actively search the Internet, and provide up-to-date links, as well as generated text and image outputs. You can use these qualities to your advantage with careful prompt construction. To improve the response from Bing, you can begin by asking Bing to research a topic or specific subject to help Bing produce better results. For example, if we want to develop a project on Smart Cities, then you can ask Bing to generate specific output based on your prompt specifics. For example, you could revise a basic prompt (advise students on how to write an essay about Smart Cities) into a more complex prompt: “Bing, please research Smart Cities. Also, research good essay writing. Now, here is my task for you: I want students to write an argumentative essay about Smart Cities, so can you give me the steps that can guide students to achieve this goal?”
Notice that this revised prompt consists of three requests from Bing, so Bing is aware that it must research Smart Cities and good essay writing before responding to your specific task request (advising students on how to write an essay about Smart Cities).
AIM: The assignment has several aims: 1) to evaluate students’ understandings of the Socratic dialogue; 2) to assess students’ ability to imitate the style of dialogue as they explore a topic of their choosing through discussion with an historical personage; and 3) to evaluate the students’ ability to frame and critically assess the dialogue through a well-crafted introduction or epilogue.
SUMMARY: Imagine you can enter conversation with one of the historical characters you have been learning about. For example, imagine that you could have a dialogue with Petrarch or Adriano Olivetti: what would you talk about?
In this assignment, you will be asked to develop a dialogue with at least one historic Italian character about one of the issues raised in the course. You can use a chatbot like Character.AI as an interlocutor, or you can use an AI system like ChatGPT to generate possible responses and then write both sides of the dialogue yourself. The overall assignment should be between 2500 to 5000 words long. Without using AI, you should include an introduction or epilogue where you reflect on the dialogue and what you were trying to achieve (which is included in the word count.) You can submit it as a PDF or Microsoft Word document though eClass.
COURSE CONTEXT: An assignment given to an interdisciplinary class, INT D 225: Complexity, Creativity and Critical Thinking, that the instructor taught in Cortona, Italy. The instructor specifically asked students to use an AI chatbot to complete the assignment.
Students were asked in the first week of class to read part of a dialogue by Petrarch and discuss it. Then, the instructor and students, together, explore how successful dialogues work. The instructor also carefully explains how students might begin to plot a dialogue of their own before assigning the task to students.
INSTRUCTOR TAKEAWAYS: Student dialogues will be assessed on these lines:
- Does the dialogue deal with an issue in a coherent and interesting way?
- Do the characters represent different positions on the issue discussed? Are they believable characters or puppets? Are they historically interesting?
- Is there any drama to the dialogue? Do the characters disagree or challenge each other in interesting ways?
Instructors can also ask students to collaborate on articulating a list of traits of a strong Socratic dialogue, a list of recommended questions (or questions types) to encourage quality Socratic interaction, and/or a list of prompts that help facilitate the AI dialogue.
We cannot stress the following strongly enough: writing a good prompt is key to being able to get the most out of Generative AI tools that respond to text-based natural language. These include AI tools like GPT-4, Dall-E, or search engines such as Microsoft’s GPT-4 integrated search engine, Bing, and Google’s Bard. Good prompt writing (‘engineering’) skills, along with the allied ability to perform critical, close readings of AI-generated outputs, will make up essential pieces of a student’s Digital (AI) Literacy toolbox.
Here are a few useful tips to keep in mind:
Be clear and specific: A good prompt should clearly state what you want the model to generate. Provide specific guidelines for the content and describe the format of the output.
Provide context: Providing context for the prompt can help the model generate more relevant and accurate output. Include information about the topic, audience, purpose, and desired outcome.
Use appropriate language: The language you use should be consistent with the language and style of the output you want the model to generate. This can help ensure that the model predicts what you want it to do and produces the desired output.
Avoid ambiguity: Ambiguous or unclear prompts can lead to inaccurate or irrelevant output. Avoid vague terms or phrases that could be interpreted in multiple ways.
Keep it simple: While these models are capable of generating complex and nuanced output, keep prompts simple and focused. Avoid asking too many questions or providing too much information in the prompt.
Provide feedback: Once output is generated from the model, it's important to provide feedback to help the model improve its performance over time. This can include correcting errors, providing examples of good output, and refining the prompt based on the results.
Enter into dialogue: Consider the model a conversational partner.
Overall, a good prompt should be clear, specific, and provide context for the model to generate relevant and accurate output. By following these tips, instructors (and students) can maximize the effectiveness of these types of natural language-based AI tools.
Don’t forget: Prompts (and questions or commands) are used by the AI tool to create new content, whether text, images, or audio, by making predictions based on its modeling, the patterns involved, and the information found in its data repository.
As with any prediction-based process, fabrications can and will occur: this means the generated output, although it may sound plausible, is not always accurate. .
This is where you and your expertise come in!
QUICK PROMPTS
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Quick Prompt 1 (for Instructors): Provide guidance to students who are struggling to meet expectations (inspired by CESE NSW “What Works Best in Practice”).
- Potential Prompt: Provide a set of specific and actionable steps for a struggling student in a university Calculus course to improve their performance.
- Dive deeper: Based on the previous prompt, please indicate actionable study strategies.
- Potential Prompt: Provide a set of specific and actionable steps for a struggling student in a university Calculus course to improve their performance.
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Quick Prompt 2 (for Instructors): Help students prepare for class by generating questions to check for student understanding (inspired by CESE NSW “What Works Best in Practice”). I like to ask more questions than I want to use. That way I can pick from the best questions. For example, If I wanted 5 quiz questions I would ask ChatGPT to produce 10 questions.
- Potential Prompt: Write 10 multiple choice questions on degrees of freedom for a pre-class assessment in a university level statistics course.
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Quick Prompt 3 (for Students): Language Learning Practice: Instructors ask students to practice their language skills routinely by engaging in conversations with ChatGPT in the target language for a certain amount of time (for instance, 15 minutes a day).
- Potential Prompt: Can you help me practice my [Insert Language] language skills?
- Example Prompt 1: Can you help me practice my French language skills?
- Example Prompt 2: Can you help me practice my English language skills?
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Quick Prompt 4 (for Students): Formative Feedback: As students develop their projects in stages, students utilize ChatGPT for feedback. Students keep track of such feedback. Along with submitting the course project, students reflect on the feedback by evaluating the feedback they are given and developing a final report explaining how much they learned from their interaction with AI as a project-development aid.
- Potential Prompt: Can you provide feedback for a draft of my writing work?
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Quick Prompt 5 (for Students): Grammar, Punctuation, and Clarity Study Feedback: Students write paragraphs each week linked to course material (such as summarizing the week’s in-class lectures, discussions, readings, or viewings). Students submit their paragraphs to ChatGPT for grammar and punctuation feedback. This work can lead into a summative task which asks students to write and proofread a paragraph.
- Potential Prompt: Can you provide grammar and punctuation feedback for my paragraph?
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Quick Prompt 6 (for Students): Converse with a Historical Figure: Ask students (individually or in groups) to engage with historical figures relevant to the course content, so students can get a sense of how that historical figure engages with certain questions, subjects, or situations. Students can then relate key aspects of their exchange to the rest of the class. Students can use their interview to inform an essay. Or, students can question, critique, or evaluate the viability of their interview and justify their assessments with reasoned arguments.
- Potential Prompt: Can you role play as [identify historical figure]?
OTHER SUGGESTIONS
ChatGPT is effective for working on basic to intermediate programming tasks. ChatGPT is able to generate usable testing data, give hints for debugging problems, and create reasonable quality practice problems. The tool can also help students who are new to coding because ChatGPT explains code. ChatGPT is patient! It will respond to as many follow-up questions as are needed until the student is able to understand the problem.
A chatbot generates output that can and should be questioned and assessed, so ChatGPT (or other AI) can be harnessed in ways to help students build their critical evaluation skills. For instance, use chatbot to create a model writing sample for students to evaluate. The instructor should have a good sense of the “level” of the chatbot-created sample (such as a B-grade or C-grade or D-grade paper). Students review and identify problems and issues (factual accuracy, sourcing, fabrications, etc.) with the output (the writing sample). Students research and then revise and rewrite the sample to improve on the chatbot’s writing model. Finally, students reflect on their learning.
(Artist in Studio Working in Partnership with AI - A futuristic digital illustration representing an Artist in studio working in partnership with AI to create artistic works. This image was generated using Stable Diffusion Online (https://stablediffusionweb.com/#demo).
AI can be used to generate art. Have students use different AI Art generators to produce artistic works. Then, lead a discussion on AI art. You can discuss the ethics, the similarities to non-AI art, the differences from non-AI art, and so on. A discussion such as this is a chance for instructors and students to contemplate the implications of AI art for society as a whole. Questions surrounding “authorship,” ownership (of art), originality, intertextuality, and collage can lead to invigorating discussion, debate, and reflection. Moreover, such discussions help both instructors and students see how they all, collectively, function as important contributors to how the world makes sense of AI art and defines or re-defines art and artistry. Finally, ask students to reflect on their AI art and the class discussion of AI art. What is this new aesthetic? What is actually happening to your images? What is the potential impact on art, artists, and the artworld? How students understand, integrate (or not integrate), and engage with the emerging AI aesthetic will influence how societies make sense of and engage with AI art.
Before AI, you may have built several complementary and supplemental resources yourself. Now you can do that with the help of AI. For instance, instead of building a resource on your own, collaborate with AI.
Pre-AI Resource | New AI-Assisted Resource | |
Build an example of the type of essay you would like your students to produce. |
Work with ChatGPT to develop the type of essay you would like your students to produce. You can prompt ChatGPT to develop an essay that you refine further by providing ChatGPT with additional feedback and prompts. Or, you can provide ChatGPT with a paper you have written and adjust it with the help of ChatGPT. |
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Build various types of essays with different strengths and weaknesses. |
Work with ChatGPT to develop essays which highlight common weaknesses. You can use these essays to help students understand common errors and learn how to correct such slips. |
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Build models for students on how to solve particular equations or apply particular formulae for varying fields (mathematics, physics, chemistry, and so on). | Work with ChatGPT to build models on how to solve particular equations or apply particular formulae. Check the output ChatGPT provides to ensure it is correct and add to it as you require. |