Tag: gen

  • How educators can use Gen AI to promote inclusion and widen access

    How educators can use Gen AI to promote inclusion and widen access

    by Eleni Meletiadou

    Introduction

    Higher education faces a pivotal moment as Generative AI becomes increasingly embedded within academic practice. While AI technologies offer the potential to personalize learning, streamline processes, and expand access, they also risk exacerbating existing inequalities if not intentionally aligned with inclusive values. Building on our QAA-funded project outputs, this blog outlines a strategic framework for deploying AI to foster inclusion, equity, and ethical responsibility in higher education.

    The digital divide and GenAI

    Extensive research shows that students from marginalized backgrounds often face barriers in accessing digital tools, digital literacy training, and peer networks essential for technological confidence. GenAI exacerbates this divide, demanding not only infrastructure (devices, subscriptions, internet access) but also critical AI literacy. According to previous research, students with higher AI competence outperform peers academically, deepening outcome disparities.

    However, the challenge is not merely technological; it is social and structural. WP (Widening Participation) students often remain outside informal digital learning communities where GenAI tools are introduced and shared. Without intervention, GenAI risks becoming a “hidden curriculum” advantage for already-privileged groups.

    A framework for inclusive GenAI adoption

    Our QAA-funded “Framework for Educators” proposes five interrelated principles to guide ethical, inclusive AI integration:

    • Understanding and Awareness Foundational AI literacy must be prioritized. Awareness campaigns showcasing real-world inclusive uses of AI (eg Otter.ai for students with hearing impairments) and tiered learning tracks from beginner to advanced levels ensure all students can access, understand, and critically engage with GenAI tools.
    • Inclusive Collaboration GenAI should be used to foster diverse collaboration, not reinforce existing hierarchies. Tools like Miro and DeepL can support multilingual and neurodiverse team interactions, while AI-powered task management (eg Notion AI) ensures equitable participation. Embedding AI-driven teamwork protocols into coursework can normalize inclusive digital collaboration.
    • Skill Development Higher-order cognitive skills must remain at the heart of AI use. Assignments that require evaluating AI outputs for bias, simulating ethical dilemmas, and creatively applying AI for social good nurture critical thinking, problem-solving, and ethical awareness.
    • Access to Resources Infrastructure equity is critical. Universities must provide free or subsidized access to key AI tools (eg Grammarly, ReadSpeaker), establish Digital Accessibility Centers, and proactively support economically disadvantaged students.
    • Ethical Responsibility Critical AI literacy must include an ethical dimension. Courses on AI ethics, student-led policy drafting workshops, and institutional AI Ethics Committees empower students to engage responsibly with AI technologies.

    Implementation strategies

    To operationalize the framework, a phased implementation plan is recommended:

    • Phase 1: Needs assessment and foundational AI workshops (0–3 months).
    • Phase 2: Pilot inclusive collaboration models and adaptive learning environments (3–9 months).
    • Phase 3: Scale successful practices, establish Ethics and Accessibility Hubs (9–24 months).

    Key success metrics include increased AI literacy rates, participation from underrepresented groups, enhanced group project equity, and demonstrated critical thinking skill growth.

    Discussion: opportunities and risks

    Without inclusive design, GenAI could deepen educational inequalities, as recent research warns. Students without access to GenAI resources or social capital will be disadvantaged both academically and professionally. Furthermore, impersonal AI-driven learning environments may weaken students’ sense of belonging, exacerbating mental health challenges.

    Conversely, intentional GenAI integration offers powerful opportunities. AI can personalize support for students with diverse learning needs, extend access to remote or rural learners, and reduce administrative burdens on staff – freeing them to focus on high-impact, relational work such as mentoring.

    Conclusion

    The future of inclusive higher education depends on whether GenAI is adopted with a clear commitment to equity and social justice. As our QAA project outputs demonstrate, the challenge is not merely technological but ethical and pedagogical. Institutions must move beyond access alone, embedding critical AI literacy, equitable resource distribution, community-building, and ethical responsibility into every stage of AI adoption.

    Generative AI will not close the digital divide on its own. It is our pedagogical choices, strategic designs, and values-driven implementations that will determine whether the AI-driven university of the future is one of exclusion – or transformation.

    This blog is based on the recent outputs from our QAA-funded project entitled: “Using AI to promote education for sustainable development and widen access to digital skills”

    Dr Eleni Meletiadou is an Associate Professor (Teaching) at London Metropolitan University  specialising in Equity, Diversity, and Inclusion (EDI), AI, inclusive digital pedagogy, and multilingual education. She leads the Education for Social Justice and Sustainable Learning and Development (RILEAS) and the Gender Equity, Diversity, and Inclusion (GEDI) Research Groups. Dr Meletiadou’s work, recognised with the British Academy of Management Education Practice Award (2023), focuses on transforming higher education curricula to promote equitable access, sustainability, and wellbeing. With over 15 years of international experience across 35 countries, she has led numerous projects in inclusive assessment and AI-enhanced learning. She is a Principal Fellow of the Higher Education Academy and serves on several editorial boards. Her research interests include organisational change, intercultural communication, gender equity, and Education for Sustainable Development (ESD). She actively contributes to global efforts in making education more inclusive and future-ready. LinkedIn: https://www.linkedin.com/in/dr-eleni-meletiadou/

    Author: SRHE News Blog

    An international learned society, concerned with supporting research and researchers into Higher Education

    Source link

  • Half of Colleges Don’t Grant Students Access to Gen AI Tools

    Half of Colleges Don’t Grant Students Access to Gen AI Tools

    Transformative. Disruptive. Game-changing. That’s how many experts continue to refer, without hyperbole, to generative AI’s impact on higher education. Yet more than two years after generative AI went mainstream, half of chief technology officers report that their college or university isn’t granting students institutional access to generative AI tools, which are often gratis and more sophisticated and secure than what’s otherwise available to students. That’s according to Inside Higher Ed’s forthcoming annual Survey of Campus Chief Technology/Information Officers with Hanover Research.

    There remains some significant—and important—skepticism in academe about generative AI’s potential for pedagogical (and societal) good. But with a growing number of institutions launching key AI initiatives underpinned by student access to generative AI tools, and increasing student and employer expectations around AI literacy, student generative AI access has mounting implications for digital equity and workforce readiness. And according to Inside Higher Ed’s survey, cost is the No. 1 barrier to granting access, ahead of lack of need and even ethical concerns.

    Ravi Pendse, who reviewed the findings for Inside Higher Ed and serves as vice president for information technology and chief information officer at the University of Michigan, a leader in granting students access to generative AI tools, wasn’t surprised by the results. But he noted that AI prompting costs, typically measured in units called tokens, have fallen sharply over time. Generative AI models, including open-source large language models, have proliferated over the same period, meaning that institutions have increasing—and increasingly less expensive—options for providing students access to tools.

    ‘Paralyzed’ by Costs

    “Sometimes we get paralyzed by, ‘I don’t have resources, or there’s no way I can do this,’ and that’s where people need to just lean in,” Pendse said. “I want to implore all leaders and colleagues to step up and focus on what’s possible, and let human creativity get us there.”

    According to the survey—which asked 108 CTOs at two- and four-year colleges, public and private nonprofit, much more about AI, digital transformation, online learning and other key topics—institutional approaches to student generative AI access vary. (The full survey findings will be released next month.)

    Some 27 percent of CTOs said their college or university offers students generative AI access through an institutionwide license, with CTOs at public nonprofit institutions especially likely to say this. Another 13 percent of all CTOs reported student access to generative AI tools is limited to specific programs or departments, with this subgroup made up entirely of private nonprofit CTOs. And 5 percent of the sample reported that students at their institution have access to a custom-built generative AI tool.

    Among community college CTOs specifically (n=22), 36 percent said that students have access to generative AI tools, all through an institutionwide license.

    Roughly half of institutions represented do not offer student access to generative AI tools. Some 36 percent of CTOs reported that their college doesn’t offer access but is considering doing so, while 15 percent said that their institution doesn’t offer access and is not considering it.

    Of those CTOs who reported some kind of student access to generative AI and answered a corresponding question about how they pay for it (n=45), half said associated costs are covered by their central IT budget; most of these are public institution CTOs. Another quarter said there are no associated costs. Most of the rest of this group indicated that funding comes from individual departments. Almost no one said costs are passed on to students, such as through fees.

    Among CTOs from institutions that don’t provide student access who responded to a corresponding question about why not (n=51), the top-cited barrier from a list of possibilities was costs. Ethical concerns, such as those around potential misuse and academic integrity, factored in, as well, followed by concerns about data privacy and/or security. Fewer said there is no need or insufficient technical expertise to manage implementation.

    “I very, very strongly feel that every student that graduates from any institution of higher education must have at least one core course in AI, or significant exposure to these tools. And if we’re not doing that, I believe that we are doing a disservice to our students,” Pendse said. “As a nation we need to be prepared, which means we as educators have a responsibility. We need to step up and not get bogged down by cost, because there are always solutions available. Michigan welcomes the opportunity to partner with any institution out there and provide them guidance, all our lessons learned.”

    The Case for Institutional Access

    But do students really need their institutions to provide access to generative AI tools, given that rapid advances in AI technology also have led to fewer limitations on free, individual-level access to products such as ChatGPT, which many students have and can continue to use on their own?

    Experts such as Sidney Fernandes, vice president and CIO of the University of South Florida, which offers all students, faculty and staff access to Microsoft Copilot, say yes. One reason: privacy and security concerns. USF users of Copilot Chat use the tool in a secure, encrypted environment to maintain data privacy. And the data users share within USF’s Copilot enterprise functions—which support workflows and innovation—also remains within the institution and is not used to train AI models.

    There’s no guarantee, of course, that students with secure, institutional generative AI accounts will use only them. But at USF and beyond, account rollouts are typically accompanied by basic training efforts—another plus for AI literacy and engagement.

    “When we offer guidance on how to use the profiles, we’ve said, ‘If you’re using the commercially available chat bots, those are the equivalent of being on social media. Anything you post there could be used for whatever reason, so be very careful,” Fernandes told Inside Higher Ed.

    In Inside Higher Ed’s survey, CTOs who reported student access to generative AI tools by some means were no more likely than the group over all to feel highly confident in their institution’s cybersecurity practices—although CTOs as a group may have reason to worry about students and cybersecurity generally: Just 26 percent reported their institution requires student training in cybersecurity.

    Colleges can also grant students access to tools that are much more powerful than freely available and otherwise prompt-limited chat bots, as well as tools that are more integrated into other university platforms and resources. Michigan, for instance, offers students access to an AI assistant and another conversational AI tool, plus a separate tool that can be trained on a custom dataset. Access to a more advanced and flexible tool kit for those who require full control over their AI environments and models is available by request.

    Responsive AI and the Role of Big Tech

    Another reason for institutions to lead on student access to generative AI tools is cultural responsiveness, as AI tools reflect the data they’re trained on, and human biases often are baked into that data. Muhsinah Morris, director of Metaverse programs at Morehouse College, which has various culturally responsive AI initiatives—such as those involving AI tutors that look like professors—said it “makes a lot of sense to not put your eggs in one basket and say that basket is going to be the one that you carry … But at the end of the day, it’s all about student wellness, 24-7, personalized support, making sure that students feel seen and heard in this landscape and developing skills in real time that are going to make them better.”

    The stakes of generative AI in education, for digital equity and beyond, also implicate big tech companies whose generative AI models and bottom lines benefit from the knowledge flowing from colleges and universities. Big tech could therefore be doing much more to partner on free generative AI access with colleges and universities, and not just on the “2.0” and “3.0” models, Morris said.

    “They have a responsibility to also pour back into the world,” she added. “They are not off the hook. As a matter of fact, I’m calling them to the carpet.”

    Jenay Robert, senior researcher at Educause, noted that the organization’s 2025 AI Landscape Study: Into the Digital AI Divide found that more institutions are licensing AI tools than creating their own, across a variety of capabilities. She said digital equity is “certainly one of the biggest concerns when it comes to students’ access to generative AI tools.” Some 83 percent of respondents in that study said they were concerned about widening the digital divide as an AI-related risk. Yet most respondents were also optimistic about AI improving access to and accessibility of educational materials.

    Of course, Robert added, “AI tools won’t contribute to any of these improvements if students can’t access the tools.” Respondents to the Educause landscape study from larger institutions were more likely those from smaller ones to report that their AI-related strategic planning includes increasing access to AI tools.

    Inside Higher Ed’s survey also reveals a link between institution size and access, with student access to generative AI tools through an institutionwide license, especially, increasing with student population. But just 11 percent of CTOs reported that their institution has a comprehensive AI strategy.

    Still, Robert cautioned that “access is only part of the equation here. If we want to avoid widening the digital equity divide, we also have to help students learn how to use the tools they have access to.”

    In a telling data point from Educause’s 2025 Students and Technology Report, more than half of students reported that most or all of their instructors prohibit the use of generative AI.

    Arizona State University, like Michigan, collaborated early on with OpenAI, but it has multiple vendor partners and grants student access to generative AI tools through an institutionwide license, through certain programs and custom-built tools. ASU closely follows generative AI consumption in a way that allows it to meet varied needs across the university in a cost-effective manner, as “the cost of one [generative AI] model versus another can vary dramatically,” said Kyle Bowen, deputy CIO.

    “A large percentage of students make use of a moderate level of capability, but some students and faculty make use of more advanced capability,” he said. “So everybody having everything may not make sense. It may not be very cost-sustainable. Part of what we have to look at is what we would describe as consumption-based modeling—meaning we are putting in place the things that people need and will consume, not trying to speculate what the future will look like.”

    That’s what even institutions with established student access are “wrestling with,” Bowen continued. “How do we provide that universal level of AI capability today while recognizing that that will evolve and change, and we have to be ready to have technology for the future, as well, right?”

    Source link

  • Florida board approves extensive gen ed overhaul

    Florida board approves extensive gen ed overhaul

    Students at Florida State University can cheer on the Seminoles across multiple sports, but they can no longer learn about the namesake tribe of Indigenous Americans as part of FSU’s general education offerings after the Florida Board of Governors approved sweeping curriculum changes Thursday.

    Florida colleges have spent months rethinking their general education requirements following a change in state law. Thursday’s vote marked the final step in a contentious and controversial process that brought significant changes to all 12 state universities. Critics accuse the board and system officials of taking a heavy-handed approach and targeting specific topics or courses, while state officials have argued revisions were necessary both to simplify the curriculum and to strip it of “indoctrination.”

    Now, American History 583: The Seminoles and the Southeastern Indians is one of hundreds of courses across Florida’s public universities that will no longer count toward general education credit as part of the extensive overhaul. Neither will Black Women in America or LGBTQ History, both of which were previously included as general education offerings at FSU. Those are just three of numerous courses touching in some way on race, gender or sexuality that institutional boards voted in recent months to drop from general education. All 12 Boards of Trustees then submitted a pared-down list of classes to FLBOG for approval. Three Bible courses remain eligible for general education credit at FSU.

    (An FSU spokesperson noted in an email to Inside Higher Ed that American History 583, which currently has about 150 students enrolled this semester, will now be offered as an elective. Pressed on the rationale for why the course was dropped from gen eds, FSU did not respond.)

    Florida State University’s Board of Trustees dropped a course on Seminole history from the list of general education offerings, but fans can still cheer on the Seminoles.

    Chris Leduc/Icon Sportswire/Getty Image

    State lawmakers required colleges in 2023 to review general education classes in an effort to cut “courses with curriculum based on unproven, speculative or exploratory content,” according to materials shared with the Board of Governors in a presentation for Thursday’s vote.

    The Florida Board of Governors unanimously approved the new suite of gen ed classes Thursday, though some members tried to downplay the notion that the state was trying to limit knowledge.

    “We are not prohibiting universities from offering courses,” Timothy Cerio, chair of the Academic and Student Affairs committee, said at the meeting. Instead, he emphasized that those courses are just being removed from general education curriculum and will remain available as electives.

    State University System of Florida chancellor Ray Rodrigues depicted the vote on general education as stripping indoctrination from curricular offerings. Rodrigues argued that the American public has lost faith in higher education, citing a recent Gallup poll that noted shrinking public confidence in the sector. Among the reasons for that diminished confidence, particularly among Republican respondents, is the belief that colleges push liberal agendas.

    “The general education curriculum that was approved today makes Florida the only state in the nation to address the No. 1 reason why the American people have lost confidence in higher education,” Rodrigues said during the meeting. “We can confidently say that our general education courses that students have to take in order to graduate will not contain indoctrinating concepts.”

    ‘Political Overreach’

    But critics allege administrators have overstepped, as curriculum has traditionally been the faculty’s purview. They also worry that removing courses from general education will cause enrollment in such classes to plummet, limiting the number of students who will be introduced to certain majors like sociology—a discipline state officials have taken aim at for an allegedly liberal tilt—which will subsequently weaken academic departments and potentially decrease staffing levels.

    United Faculty of Florida, a union representing 25,000-plus professors, denounced the move toward scaled-back general education offerings.

    “Florida is at the forefront of an assault against public education, restricting the subjects students can study from K-12 to the colleges and universities,” UFF declared in a news release ahead of Thursday’s vote, casting FLBOG’s actions as “bureaucratic and political overreach.”

    “General education courses are the foundation of critical thinking and informed citizenship, and censoring them limits not only what students can learn but also what they can become. These proposed cuts are an insult to our students and to the world-class faculty that instruct and guide them,” UFF president Teresa M. Hodge said in a Monday webinar ahead of the meeting.

    Hodge argued that the courses being targeted were just “words and numbers on a spreadsheet” to the Florida Board of Governors, but “for the rest of us, they are the future of our students, our jobs, and our democracy” and the “foundation of critical thinking” and “informed citizenship.” She also accused Republican governor Ron DeSantis, who pushed for the legislation that led to the changes, of prioritizing “his personal political ambition” over students.

    Robert Cassanello, a history professor at the University of Central Florida, argued on the call that it was lawmakers—not professors—who were attempting to indoctrinate students.

    “They tell us that classes have to be removed from the curriculum that focus on race, gender and sexuality, but at the same time, they want courses and lessons on the centrality of Western civilization, free-market libertarianism and patriotic histories of this country infused into the general curriculum and life on our campuses,” Cassanello said.

    Students on the call also noted that general education courses set them on career pathways.

    Tessa Barber, a graduate student at the University of South Florida, began college as a biology major but is now working toward a doctorate in politics and international relations. She attributed that change to general education courses in anthropology and political science that pushed her in a different direction. She expressed concern about “political interference” in the education of undergraduates.

    Some speakers at Thursday’s meeting also pushed back on the gen ed overhaul.

    Jono Miller, president of NCF Freedom, a group that has been critical of the state’s conservative takeover of New College of Florida, alleged that the overhaul of its core curriculum was “rushed and chaotic” with “minimal faculty input” and a “lack of transparency.” Miller argued that “telling faculty what to teach translates directly to telling students what to think.”

    Thursday’s vote followed prior action on general education courses from the State Board of Education, which oversees the 28 institutions in the Florida College System. Earlier this month that board removed 57 percent of FCS general education courses, according to state officials.

    Source link