Strategies to Support First Generation College Students with Academic Integrity

August 27, 2025

I started my Bachelor of Arts (Honours) degree 37 years ago this September. (Gosh, that’s a long time ago!) Looking back, I was sooo excited to be a university student… and also terrified. I was the first person in my immediate family to attend university. Now, as a professor, I am committed to helping to create pathways to success for students from equity-deserving groups, those who may be from marginalized or underrepresented groups. Part of this includes academic integrity for these students, who may genuinely have no idea when they start their first year of college what is expected of them.

First-generation college students (also called “first in family” students) are those whose parents did not complete a four-year college degree. These students face unique challenges that some folks in higher education may not fully appreciate. As faculty members, we have both an opportunity and responsibility to create more inclusive and supportive learning environments for these students.

An AI-generated image of A group of students is sitting together in a hallway, engaged in a study session. They are holding notebooks and textbooks, discussing and sharing information. The background shows a bright corridor with natural light coming through large windows.

Understanding the Barriers

First-generation students often navigate college without the cultural capital and informal knowledge that their peers may take for granted. They may be unfamiliar with academic norms, unsure about when and how to seek help, or struggling to balance college demands with family obligations and work responsibilities. These students may also experience heightened anxiety about whether they belong in academic spaces.

The principles I have advocated for in academic integrity work apply directly here. Existing systems in higher education can create barriers for students who don’t arrive with certain forms of privilege. As I have argued elsewhere, there can be no integrity without equity (Eaton, 2022). When we fail to address systemic barriers, we perpetuate conditions that disadvantage particular student groups.

Practical Strategies for Faculty

These strategies may work for many different student, not just first gen ones, but I would argue that we can be especially attentive to first generation students by taking the following into account:

Make the Implicit Explicit

Academic culture is filled with unspoken rules and expectations. What seems obvious to those of us who have spent years in higher education may be completely foreign to first-generation students. As I have learned from my work on equity and academic integrity, “if the system is invisible to you, that is because it was created for you” (Eaton, 2022, p. 6).

Provide detailed rubrics and examples of successful work: Create comprehensive rubrics that clearly articulate expectations for each level of performance. Include examples of student work that demonstrate different quality levels, with annotations explaining what makes each example effective or ineffective. Consider providing both excellent examples and common mistakes to help students understand the full range of expectations.

Explain the purpose behind assignments, not just the requirements: Help students understand the learning objectives and real-world applications of their coursework. For instance, explain how a research paper develops critical thinking skills, information literacy, and written communication abilities that transfer to professional contexts. This contextual understanding helps students engage more meaningfully with their learning.

Use plain language in syllabi and course materials: Avoid unnecessary jargon and academic terminology that may be unfamiliar to first-generation students. When discipline-specific terms are essential, define them clearly. Review your syllabus annually to identify language that might be confusing or intimidating to newcomers to higher education.

Clarify expectations for participation, email communication, and office hour visits: Explicitly teach students how to write professional emails, including appropriate subject lines, greetings, and tone. Explain what constitutes meaningful class participation beyond simply speaking up. Describe what happens during office hours and provide specific examples of productive topics for discussion.

Build Genuine Relationships

Connection matters. First-generation students benefit tremendously from feeling that faculty care about them as individuals. This mirrors what we know from academic integrity research: students are less likely to engage in misconduct when they believe their instructors care about them (Eaton, 2022).

Learn students’ names and use them regularly: Make a conscious effort to learn and use student names from the first week of class. Consider using name tents, seating charts, or other strategies to help with this process. Using names creates a sense of belonging and demonstrates that you see students as individuals rather than anonymous faces in a crowd.

Share your own educational journey when appropriate: If you were a first-generation student yourself, consider sharing relevant aspects of your experience. Even if you weren’t, you can share challenges you faced and how you overcame them. This vulnerability helps normalize struggle and shows students that difficulty doesn’t indicate inadequacy.

Create opportunities for peer interaction and collaboration: Design activities that help students connect with one another, such as think-pair-share exercises, small group discussions, or collaborative projects. These connections can provide crucial academic and social support throughout their college experience.

Be approachable and normalize help-seeking behavior: Explicitly tell students that asking questions is a sign of engagement, not weakness. Share examples of productive questions from past students. Make yourself available through multiple channels and respond to student inquiries promptly and warmly.

Schedule regular check-ins, particularly with students who seem to be struggling: Proactively reach out to students who have missed classes, submitted late work, or seem disengaged. A simple email expressing concern and offering support can make a significant difference. Consider mid-semester individual conferences with all students to discuss their progress and address any concerns.

Address Financial and Time Pressures

Many first-generation students work multiple jobs or have family caregiving responsibilities. Our course design should acknowledge these realities without compromising academic rigor. In some research that I did with a graduate student on mental wellbeing and academic integrity, we found that students experiencing stress may be more vulnerable to academic misconduct (Eaton & Turner, 2020), making supportive course design even more crucial.

Avoid requiring expensive textbooks when alternatives exist: Explore open educational resources (OERs), library reserves, or older editions of textbooks. If expensive materials are necessary, provide information about rental options, used book sources, or financial aid resources that might help students afford them.

Consider the timing of assignment due dates and major exams: Avoid scheduling major assignments during times when students are likely to face additional stressors, such as midterms week or right before holidays when many students increase their work hours. Provide advance notice of all major assignments and deadlines.

Offer multiple pathways to demonstrate learning: Design assessments that allow students to showcase their knowledge in different ways. This might include options for oral presentations instead of written papers, creative projects alongside traditional exams, or multiple smaller assignments rather than a few high-stakes evaluations.

Build flexibility into attendance policies when appropriate: While maintaining reasonable expectations, consider policies that account for the realities of students who may face transportation issues, work conflicts, or family emergencies. Provide clear guidelines about how to communicate absences and make up missed work.

Connect students with campus resources for emergency financial assistance: Learn about your institution’s emergency funding programs and don’t hesitate to refer students who are struggling financially. Many students are unaware these resources exist or feel uncomfortable accessing them without encouragement from faculty.

Provide Proactive Academic Support

Don’t wait for students to ask for help. The cultural norm of self-advocacy may not be familiar to first-generation students, and they may interpret struggling as evidence that they don’t belong. As research on academic integrity and mental health during COVID-19 has shown, students may experience significant anxiety about academic expectations and performance (Eaton & Turner, 2020).

Introduce campus support services early and repeatedly: Don’t just mention writing support and student success workshops once in your syllabus. Regularly remind students about these resources and explain specifically how they can help with course assignments. Consider inviting representatives from student services to visit your class.

Provide feedback throughout the semester, not just at the end: Offer low-stakes opportunities for students to receive feedback on their work before major assignments are due. This might include draft submissions, peer review sessions, or brief conferences about work in progress.

Connect students with tutoring, writing centers, and peer support programs: Make specific referrals rather than general suggestions. For example, “Based on your draft, I think working with the writing center on thesis development would be helpful. Here’s how to make an appointment, and I recommend mentioning that you’re working on argument structure.”

Offer study strategies and time management guidance: Many first-generation students have never been taught effective study techniques. Provide concrete strategies for reading academic texts, taking notes, preparing for exams, and managing large projects over time.

Explain how to read and interpret feedback on assignments: Students may not understand how to use your comments to improve their work. Consider providing examples of how to revise based on feedback or scheduling brief meetings to discuss your comments on major assignments.

Challenge Deficit Thinking

Resist viewing first-generation students through a deficit lens. Instead, recognize the strengths, resilience, and diverse perspectives they bring to your classroom. This aligns with advocacy for decolonizing academic practices and embracing multiple ways of knowing (Eaton, 2022).

Value different forms of knowledge and experience: Acknowledge that students bring valuable perspectives from their work, family, and community experiences. Create opportunities for students to connect course content to their lived experiences and cultural backgrounds.

Incorporate diverse voices and perspectives in your curriculum: Include authors, researchers, and case studies that reflect diverse backgrounds and experiences. This helps all students see themselves reflected in the curriculum while exposing everyone to broader perspectives.

Create assignments that allow students to draw on their backgrounds: Design projects that invite students to explore topics relevant to their communities or to apply course concepts to contexts they know well. This validates their experiences while helping them see the relevance of academic content.

Resist conflating struggle with inability: Normalize the learning process and help students understand that confusion and difficulty are natural parts of intellectual growth. Share examples of how struggle leads to deeper understanding.

Advocate for institutional changes that support student success: Use your voice in departmental and institutional committees to push for policies and practices that better serve first-generation students. This might include advocating for more flexible scheduling, expanded financial aid, or improved support services.

Practice Cultural Humility

Acknowledge that our own educational experiences may differ significantly from those of our students. Be willing to learn about their perspectives and challenges.

Ask students about their needs rather than making assumptions: Use anonymous surveys or informal check-ins to understand what your students are experiencing. Their insights can help you adjust your teaching to better meet their needs.

Be open to feedback about your teaching practices: Create opportunities for students to provide honest feedback about what’s working and what isn’t. Consider mid-semester evaluations or regular pulse checks to gauge student understanding and engagement.

Recognize the limits of your own knowledge and experience: Be honest about what you don’t know about first-generation student experiences and commit to learning more. Attend professional development sessions, read relevant research, and seek out colleagues who have expertise in this area.

Collaborate with student affairs professionals who specialize in first-generation student support: Build relationships with staff in student success centers, counseling services, and first-generation student programs. They can provide valuable insights and serve as resources for your students.

Beyond Individual Action

Individual faculty efforts are essential, but systemic change is equally important. As I have argued in my work on equity in academic integrity, we must advocate for institutional transformation and systemic change (Eaton, 2022).

Within your department and institution, push for professional development focused on supporting first-generation students, policies that address food insecurity and housing instability, expanded financial aid and emergency funding programs, mentoring programs connecting students with faculty, staff, and successful peers, and recognition systems that value inclusive teaching practices.

The Mental Health Connection

There are connections between academic stress and mental health concerns (Eaton & Turner, 2020). For first-generation students, this stress may be compounded by family pressures, financial worries, and feelings of not belonging. Our rapid review of literature during COVID-19 found that students experienced “amplification of students’ anxiety and stress during the pandemic, especially for matters relating to academic integrity” (Eaton & Turner, 2020, p. 37).

Faculty should be attentive to signs of student distress and prepared to connect students with appropriate campus resources. Creating supportive classroom environments can help mitigate some of these stressors. When students feel valued and supported, they are more likely to seek help when needed rather than struggling in isolation.

A Personal Commitment

Supporting first-generation students requires ongoing commitment to equity and inclusion. It means examining our own practices and assumptions, being willing to change course when needed, and advocating for students both inside and outside our classrooms.

The work of creating equitable educational environments is never finished. As I have written elsewhere, “A commitment to allyship is a life’s work, demonstrated throughout our daily ethical practice as educators, leaders, researchers, and human beings” (Eaton, 2022, p. 6). When we commit to supporting first-generation students, we strengthen our entire academic community and move closer to the ideals of fairness and inclusion that should guide higher education.

As educators, we have the power to significantly impact student success. The question is how we use that power to dismantle existing barriers or to create pathways for all students to thrive. 

References

Eaton, S. E. (2022). New priorities for academic integrity: equity, diversity, inclusion, decolonization and Indigenization. International Journal for Educational Integrity, 18(10), 1-12. https://doi.org/10.1007/s40979-022-00105-0

Eaton, S. E., & Turner, K. L. (2020). Exploring academic integrity and mental health during COVID-19: Rapid review. Journal of Contemporary Education Theory & Research, 4(1), 35-41. http://doi.org/10.5281/zenodo.4256825

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


Embedding Social Justice, Equity, Inclusion, Diversity, and Accessibility in Academic Integrity

August 25, 2025

As a new academic year begins here in the northern hemisphere, I’m worried. I am worried that equity-deserving students, including racialized and linguistic-minority students, disabled and neurodivergent students, and others from equity-deserving groups will fall through the cracks again this year.

Conversations about academic integrity often centre around detection and discipline. 

How many students will be accused of — and investigated for — academic cheating this year when what they actually needed was learning support? Or language support? Or just a clearer understanding of what academic integrity is and how to uphold it?

It doesn’t have to be this way.

Academic integrity is also about creating a learning environment grounded in fairness and opportunity for every student. Social justice, equity, inclusion, diversity, and accessibility shape how students experience integrity in real ways:

  • Equity reminds us that students enter the classroom with different levels of preparation and support.
  • Inclusion ensures every student can participate in learning and assessment.
  • Accessibility removes barriers that make it harder for some students to meet expectations.
Infographic entitled 'Embedding Social Justice, Equity, Inclusion, Diversity, and Accessibility in Academic Integrity.' It features four bullet points: Equity acknowledges varied student preparation and support; Inclusion promotes participation in learning and assessment; Accessibility removes barriers to meeting expectations; and a Social Justice lens reveals patterns in integrity breaches. An illustration of a balanced scale appears below the text. The poster is credited to Sarah Elaine Eaton, PhD, August 2025.

A social justice lens helps us see patterns in who is reported or penalized for breaches of integrity and why.

  • Here are some actions educators can take in the first month of classes to support student success:
  • Review course materials to ensure instructions and policies about integrity are written in plain, accessible language.
  • Dedicate class time to talking with students about what integrity looks like in your course and why it matters.
  • Share examples of proper citation and collaboration that are relevant to your discipline.
  • Make time for questions about assessments so students understand what is expected and where to find help.
  • Connect students early to campus supports such as writing centres, student services, and accessibility services.

This is just a start.

My point is this: Do not assume that students should just know what academic integrity means. Take the time to explain your expectations and policies. In order for students to follow the rules, they need to know what the rules are.

Academic integrity is not only about avoiding plagiarism or cheating. It is also about fostering trust and fairness so that all students have a fair chance to learn and succeed. The choices we make in the first few weeks of the term set the tone for the entire year.

What steps are you taking at the start of this new school year to build a more inclusive and equitable approach to academic integrity?

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


How Not to Respond: 5 Mistakes Professors Make After Misconduct Rulings

May 28, 2025

Academic misconduct cases can leave professors feeling frustrated, especially when outcomes don’t align with their expectations. These emotions are understandable and how faculty respond to disappointing rulings can impact their professional standing; relationships with colleagues and students; and future effectiveness in addressing misconduct.

Here are five common mistakes professors make when they disagree with academic misconduct decisions—and better approaches to consider.

1. Venting to Students About the Decision

The Mistake: Discussing the case details or expressing frustration about the ruling with other students, either in class or informal settings.

Why It Backfires: This behavior undermines institutional authority, creates an uncomfortable environment for students, and may violate confidentiality requirements. Students lose confidence in the system and may question whether they’ll receive fair treatment.

Better Approach: Process your concerns through appropriate channels. If you need to discuss the case, speak with department chairs, ombudspersons, or trusted colleagues who understand confidentiality requirements.

2. Making Public Complaints on Social Media or Forums

The Mistake: Posting about the case on social media, academic forums, or other public platforms, even when avoiding specific names.

Why It Backfires: Public complaints damage professional relationships and institutional reputation. Even anonymous posts can often be traced back to their authors. This approach also models poor conflict resolution for students and colleagues.

Better Approach: Use internal grievance procedures or professional development opportunities to address systemic concerns. Focus energy on improving processes rather than criticizing past decisions.

3. Refusing to Participate in Future Misconduct Proceedings

The Mistake: Declining to serve on academic integrity committees or refusing to report suspected misconduct because of disagreement with previous outcomes.

Why It Backfires: Withdrawal from the process eliminates your voice from future decisions and reduces the system’s effectiveness. This stance also shifts additional burden to colleagues who continue participating.

Better Approach: Stay engaged while working to improve the system. Use your experience to advocate for clearer guidelines, better training, or procedural improvements that address your concerns.

4. Treating the Student Differently in Future Interactions

The Mistake: Allowing disappointment about the ruling to affect how you interact with the student in subsequent courses, recommendations, or professional settings.

Why It Backfires: This behavior constitutes unprofessional conduct and potential retaliation. It undermines the educational mission and creates legal risks for both you and the institution.

Better Approach: Maintain professional boundaries and treat all students equitably. If you find it difficult to interact objectively with the student, consider recusing yourself from situations where bias might affect your judgment.

5. Bypassing Established Processes

The Mistake: Going directly to senior administrators, board members, or external parties without following institutional procedures for investigations, appeals, or grievances.

Why It Backfires: Skipping proper channels damages relationships with immediate supervisors and colleagues. It also reduces the likelihood that your concerns will receive serious consideration, as decision-makers prefer to see that established processes were followed.

Better Approach: Work through designated channels first. Document your concerns clearly and present them through official appeal mechanisms. If these prove insufficient, seek guidance from faculty governance bodies or professional organizations.

Moving Forward Constructively

Disagreement with academic misconduct decisions stems from genuine concern for educational standards and fairness. Channel this concern into productive action by focusing on prevention, process improvement, and professional development rather than relitigating past cases.

Consider these constructive alternatives: participate in policy review committees, mentor colleagues on documentation practices, advocate for faculty training on academic integrity, or contribute to scholarship on effective misconduct prevention.

The goal is not to eliminate disagreement with misconduct decisions—different perspectives strengthen academic integrity systems. The goal is to express disagreement in ways that improve outcomes for everyone involved while maintaining the professional standards that serve our educational mission.

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


Teaching Fact-Checking Through Deliberate Errors: An Essential AI Literacy Skill

April 23, 2025

Abstract

This teaching resource explores an innovative pedagogical approach for developing AI literacy in a postplagiarism era. The document outlines a method of teaching fact-checking skills by having students critically evaluate AI-generated content containing deliberate errors. It provides practical guidance for educators on creating content with strategic inaccuracies, structuring verification activities, teaching source evaluation through a 5-step process, understanding AI error patterns, and implementing these exercises throughout courses. By engaging students in systematic verification processes, this approach helps develop metacognitive awareness, evaluative judgment, and appropriate skepticism when consuming AI-generated information. The resource emphasizes assessing students on their verification process rather than solely on error detection, preparing them to navigate an information landscape where distinguishing fact from fiction is increasingly challenging yet essential.

Here is a downloadable .pdf of this teaching activity:

Introduction

In a postplagiarism era, one of the most valuable skills we can teach students is how to critically evaluate AI-generated content. This can help them to cultivate meta-cognition and evaluative judgement, which have been identified as important skills for feedback and evaluation (e.g., Bearman and Luckin, 2020; Tai et al., 2018). Gen AI tools present information with confidence, regardless of accuracy. This characteristic creates an ideal opportunity to develop fact-checking competencies that serve students throughout their academic and professional lives.

Creating Content with Strategic Errors

Begin by generating content through an AI tool that contains factual inaccuracies. There are several approaches to ensure errors are present:

  • Ask the AI about obscure topics where it lacks sufficient training data
  • Request information about recent events beyond its knowledge cutoff
  • Pose questions about specialized fields with technical terminology
  • Combine legitimate questions with subtle misconceptions in your prompts

For example, ask a Large Language Model (LLM), such as ChatGPT (or any similar tool) to ‘Explain the impact of the Marshall-Weaver Theory on educational psychology’. There is no such theory, at least to the best of my knowledge. I have fabricated it for the purposes of illustration. The GenAI will likely fabricate details, citations, and research.

Structured Verification Activities

Provide students with the AI-generated content and clear verification objectives. Structure the fact-checking process as a systematic investigation.

First, have students highlight specific claims that require verification. This focuses their attention on identifying testable statements versus general information.

  • Next, assign verification responsibilities using different models:
  • Individual verification where each student investigates all claims
  • Jigsaw approach where students verify different sections then share findings
  • Team-based verification where groups compete to identify the most inaccuracies

Require students to document their verification methods for each claim. This documentation could include:

  • Sources consulted
  • Search terms used
  • Alternative perspectives considered
  • Confidence level in their verification conclusion

Requiring students to document how they verified each claim can help them develop meta-cognitive awareness about their own learning and experience how GenAI’s outputs should be treated with some skepticism and gives them specific strategies to verify content for themselves.

Teaching Source Evaluation: A 5-Step Process

The fact-checking process creates a natural opportunity to reinforce source evaluation skills.

As teachers, we can guide students to follow a 5-step plan to learn how to evaluate the reliability, truthfulness, and credibility of sources.

  • Step 1: Distinguish between primary and secondary sources. (A conversation about how terms such as ‘primary source’ and ‘secondary source’ can mean different things in different academic disciplines could also be useful here.)
  • Step 2: Recognize the difference between peer-reviewed research and opinion pieces. For opinion pieces, editorials, position papers, essays, it can be useful to talk about how these different genres are regarded in different academic subject areas. For example, in the humanities, an essay can be considered an elevated form of scholarship; however, in the social sciences, it may be considered less impressive than research that involves collecting empirical data from human research participants.
  • Step 3: Evaluate author credentials and institutional affiliations. Of course, we want to be careful about avoiding bias when doing this. Just because an author may have an affiliation with an ivy league university, for example, that does not automatically make them a credible source. Evaluating credentials can — and should — include conversations about avoiding and mitigating bias.
  • Step 4: Identify publication date and relevance. Understanding the historical, social, and political context in which a piece was written can be helpful.
  • Step 5: Consider potential biases in information sources. Besides bias about an author’s place of employment, consider what motivations they may have. This can include a personal or political agenda, or any other kind of motive. Understanding a writer’s biases can help us evaluate the credibility of what they write.

Connect these skills to your subject area by discussing authoritative sources specific to your field. What makes a source trustworthy in history differs from chemistry or literature.

Understanding Gen AI Error Patterns

One valuable aspect of this exercise goes beyond identifying individual errors to recognizing patterns in how AI systems fail. As educators, we can facilitate discussions about:

  • Pattern matching versus genuine understanding
  • How training data limitations affect AI outputs
  • The concept of AI ‘hallucination’ and why it occurs
  • Why AI presents speculative information as factual
  • How AI systems blend legitimate information with fabricated details

Connect these skills to your subject area by discussing authoritative sources specific to your field. What makes a source trustworthy in history differs from chemistry or literature.

Practical Implementation

Integrate these fact-checking exercises throughout your course rather than as a one-time activity. Start with simple verification tasks and progress to more complex scenarios. Connect fact-checking to course content by using AI-generated material related to current topics.

Assessment should focus on the verification process rather than simply identifying errors. Evaluate students on their systematic approach, source quality, and reasoning—not just error detection.

As AI-generated content becomes increasingly prevalent, fact-checking skills are an important academic literacy skill. By teaching students to approach information with appropriate skepticism and verification methods, we prepare them to navigate a postplagiarism landscape where distinguishing fact from fiction becomes both more difficult and more essential.

References

Eaton, S. E. (2023). Postplagiarism: Transdisciplinary ethics and integrity in the age of artificial intelligence and neurotechnology. International Journal for Educational Integrity, 19(1), 1-10. https://doi.org/10.1007/s40979-023-00144-1

Edwards, B. (2023, April 6). Why ChatGPT and Bing Chat are so good at making things up. Arts Technica. https://arstechnica.com/information-technology/2023/04/why-ai-chatbots-are-the-ultimate-bs-machines-and-how-people-hope-to-fix-them/

Tai, J., Ajjawi, R., Boud, D., Dawson, P., & Panadero, E. (2018). Developing evaluative judgement: enabling students to make decisions about the quality of work. Higher Education, 76(3), 467-481. https://doi.org/10.1007/s10734-017-0220-3

Disclaimer: This content is crossposted from: https://postplagiarism.com/2025/04/23/teaching-fact-checking-through-deliberate-errors-an-essential-ai-literacy-skill/

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.


Gemini Live: Breaking Educational Barriers with AI

April 19, 2025

Gemini Live is Google’s new conversational AI assistant that responds to voice commands in real-time. Unlike text-based interactions, Gemini Live allows for natural, flowing conversations. This voice-first approach opens new possibilities for accessibility in educational settings. It was released last month, and I just got around to trying it today. Here’s how it went:

I was impressed by the tool’s interactivity and speed. In this test I scanned a laptop sticker with the hashtag #UHaveIntegrity, which is from our academic integrity campaign at the University of Calgary. The app correctly identified it and gave me a brief description.

I did a few subsequent tests with other items afterwards. It did not always have 100% accuracy, but with additional prompting, it corrected errors and provided updated information.

I can think of a variety of uses for this kind of app for teaching and learning. In particular, I am excited about the possibilities to enhance accessibility, inclusion, and equity.

Breaking Down Barriers with Voice Interaction

The voice interface of Gemini Live can remove some barriers for students. Students with mobility limitations, visual impairments, or reading difficulties can participate in learning activities through speech. This creates a more level playing field in the classroom.

Imagine a scenario where a teacher uses Gemini Live to help a student with dyslexia engage with research projects. The student could ask questions verbally and receive information without struggling with text. This hypothetical case illustrates how voice interaction might lead to increased confidence and class participation.

Multilingual Support for Diverse Classrooms

Language barriers often create obstacles in education. Gemini Live supports multiple languages and can translate between them. This feature helps:

  • Non-native English speakers follow lessons in their first language
  • International students integrate into new learning environments
  • Teachers communicate with students from different linguistic backgrounds
  • Parents who speak other languages stay involved in their children’s education

Learning Accommodations Made Simple

Every student learns differently. Gemini Live can adapt content to different learning needs. Here are some examples:

  1. It can explain complex concepts in simpler terms for students who need additional support
  2. It provides alternative explanations when students don’t understand a topic the first time
  3. It offers audio descriptions of visual content for visually impaired students
  4. It can generate study materials in different formats to match learning preferences

Real-Time Assistance in the Classroom

Teachers often struggle to provide individual attention to every student in a classroom. Gemini Live can serve as an additional resource that students can turn to when they need help. This can reduce wait times and frustration.

As a hypothetical example, a high school math teacher could implement Gemini Live as a ‘homework helper’ station in the classroom. Students who get stuck on problems could ask Gemini Live for guidance without waiting for the teacher to become available. This approach would allow more students to receive timely support while waiting for personalized attention from their teacher.

Digital Equity Through Voice Access

Not all students have equal access to technology or equal ability to use traditional interfaces. Voice technology lowers the technical barriers to using digital tools. Students without keyboards, mice, or touchscreens can still access information and complete assignments through voice commands.

Practical Implementation Tips

In thinking about how we could use use Gemini Live and similar tools for accessibility and inclusion, here are some ideas:

  • Create specific prompts that students can use to get help with different subjects
  • Set up dedicated stations where students can interact with Gemini Live
  • Teach students how to ask effective questions
  • Combine Gemini Live with other AI tools for a comprehensive accessibility solution

Challenges and Considerations

It is important for teachers to be aware that the tool is not perfect (at least as it currently stands). Although Gemini Live offers benefits, it currently has certain limitations.

  • Voice recognition may struggle with some speech patterns or accents
  • Private conversations require appropriate spaces to avoid classroom disruption
  • Students need guidance on when AI assistance is appropriate and when it isn’t
  • Technology should supplement, not replace, human teaching and interaction

Looking Forward

As AI assistants like Gemini Live continue to evolve, they will provide even more tools for inclusive education. The most successful classrooms will be those that thoughtfully blend technology with human instruction.

By incorporating Gemini Live into teaching practices, educators can create learning environments that accommodate more students. The goal isn’t just to make education accessible but to ensure every student feels valued and included in the learning process. When we remove barriers to education, we unlock potential — and that’s one of the most fun parts of being an educator.

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Sarah Elaine Eaton, PhD, is a Professor and Research Chair in the Werklund School of Education at the University of Calgary, Canada. Opinions are my own and do not represent those of my employer.