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Who gets to decide what counts as knowledge? Big tech, AI, and the future of epistemic agency in higher education

by Mehreen Ashraf, Eimear Nolan, Manuel F Ramirez, Gazi Islam and Dirk Lindebaum

Walk into almost any university today, and you can be sure to encounter the topic of AI and how it affects higher education (HE). AI applications, especially large language models (LLM), have become part of everyday academic life, being used for drafting outlines, summarising readings, and even helping students to ‘think’. For some, the emergence of LLMs is a revolution that makes learning more efficient and accessible. For others, it signals something far more unsettling: a shift in how and by whom knowledge is controlled. This latter point is the focus of our new article published in Organization Studies.

At the heart of our article is a shift in what is referred to epistemic (or knowledge) governance: the way in which knowledge is created, organised, and legitimised in HE. In plain terms, epistemic governance is about who gets to decide what counts as credible, whose voices are heard, and how the rules of knowing are set. Universities have historically been central to epistemic governance through peer review, academic freedom, teaching, and the public mission of scholarship. But as AI tools become deeply embedded in teaching and research, those rules are being rewritten not by educators or policymakers, but by the companies that own the technology.

From epistemic agents to epistemic consumers

Universities, academics, and students have traditionally been epistemic agents: active producers and interpreters of knowledge. They ask questions, test ideas, and challenge assumptions. But when we rely on AI systems to generate or validate content, we risk shifting from being agents of knowledge to consumers of knowledge. Technology takes on the heavy cognitive work: it finds sources, summarises arguments, and even produces prose that sounds academic. However, this efficiency comes at the cost of profound changes in the nature of intellectual work.

Students who rely on AI to tidy up their essays, or generate references, will learn less about the process of critically evaluating sources, connecting ideas and constructing arguments, which are essential for reasoning through complex problems. Academics who let AI draft research sections, or feed decision letters and reviewer reports into AI with the request that AI produces a ‘revision strategy’, might save time but lose the slow, reflective process that leads to original thought, while undercutting their own agency in the process. And institutions that embed AI into learning systems hand part of their epistemic governance – their authority to define what knowledge is and how it is judged – to private corporations.

This is not about individual laziness; it is structural. As Shoshana Zuboff argued in The age of surveillance capitalism, digital infrastructures do not just collect information, they reorganise how we value and act upon it. When universities become dependent on tools owned by big tech, they enter an ecosystem where the incentives are commercial, not educational.

Big tech and the politics of knowing

The idea that universities might lose control of knowledge sounds abstract, but it is already visible. Jisc’s 2024 framework on AI in tertiary education warns that institutions must not ‘outsource their intellectual labour to unaccountable systems,’ yet that outsourcing is happening quietly. Many UK universities, including the University of Oxford, have signed up to corporate AI platforms to be used by staff and students alike. This, in turn, facilitates the collection of data on learning behaviours that can be fed back into proprietary models.

This data loop gives big tech enormous influence over what is known and how it is known. A company’s algorithm can shape how research is accessed, which papers surface first, or which ‘learning outcomes’ appear most efficient to achieve. That’s epistemic governance in action: the invisible scaffolding that structures knowledge behind the scenes. At the same time, it is easy to see why AI technologies appeal to universities under pressure. AI tools promise speed, standardisation, lower costs, and measurable performance, all seductive in a sector struggling with staff shortages and audit culture. But those same features risk hollowing out the human side of scholarship: interpretation, dissent, and moral reasoning. The risk is not that AI will replace academics but that it will change them, turning universities from communities of inquiry into systems of verification.

The Humboldtian ideal and why it is still relevant

The modern research university was shaped by the 19th-century thinker Wilhelm von Humboldt, who imagined higher education as a public good, a space where teaching and research were united in the pursuit of understanding. The goal was not efficiency: it was freedom. Freedom to think, to question, to fail, and to imagine differently.

That ideal has never been perfectly achieved, but it remains a vital counterweight to market-driven logics that render AI a natural way forward in HE. When HE serves as a place of critical inquiry, it nourishes democracy itself. When it becomes a service industry optimised by algorithms, it risks producing what Žižek once called ‘humans who talk like chatbots’: fluent, but shallow.

The drift toward organised immaturity

Scholars like Andreas Scherer and colleagues describe this shift as organised immaturity: a condition where sociotechnical systems prompt us to stop thinking for ourselves. While AI tools appear to liberate us from labour, what is happening is that they are actually narrowing the space for judgment and doubt.

In HE, that immaturity shows up when students skip the reading because ‘ChatGPT can summarise it’, or when lecturers rely on AI slides rather than designing lessons for their own cohort. Each act seems harmless; but collectively, they erode our epistemic agency. The more we delegate cognition to systems optimised for efficiency, the less we cultivate the messy, reflective habits that sustain democratic thinking. Immanuel Kant once defined immaturity as ‘the inability to use one’s understanding without guidance from another.’ In the age of AI, that ‘other’ may well be an algorithm trained on millions of data points, but answerable to no one.

Reclaiming epistemic agency

So how can higher education reclaim its epistemic agency? The answer lies not only in rejecting AI but also in rethinking our possible relationships with it. Universities need to treat generative tools as objects of inquiry, not an invisible infrastructure. That means embedding critical digital literacy across curricula: not simply training students to use AI responsibly, but teaching them to question how it works, whose knowledge it privileges, and whose it leaves out.

In classrooms, educators could experiment with comparative exercises: have students write an essay on their own, then analyse an AI version of the same task. What’s missing? What assumptions are built in? How were students changed when the AI wrote the essay for them and when they wrote them themselves? As the Russell Group’s 2024 AI principles note, ‘critical engagement must remain at the heart of learning.’

In research, academics too must realise that their unique perspectives, disciplinary judgement, and interpretive voices matter, perhaps now more than ever, in a system where AI’s homogenisation of knowledge looms. We need to understand that the more we subscribe to values of optimisation and efficiency as preferred ways of doing academic work, the more natural the penetration of AI into HE will unfold.

Institutionally, universities might consider building open, transparent AI systems through consortia, rather than depending entirely on proprietary tools. This isn’t just about ethics; it’s about governance and ensuring that epistemic authority remains a public, democratic responsibility.

Why this matters to you

Epistemic governance and epistemic agency may sound like abstract academic terms, but they refer to something fundamental: the ability of societies and citizens (not just ‘workers’) to think for themselves when/if universities lose control over how knowledge is created, validated and shared. When that happens, we risk not just changing education but weakening democracy. As journalist George Monbiot recently wrote, ‘you cannot speak truth to power if power controls your words.’ The same is true for HE. We cannot speak truth to power if power now writes our essays, marks our assignments, and curates our reading lists.

Mehreen Ashraf is an Assistant Professor at Cardiff Business School, Cardiff University, United Kingdom.

Eimear Nolan is an Associate Professor in International Business at Trinity Business School, Trinity College Dublin, Ireland.

Manuel F Ramirez is Lecturer in Organisation Studies at the University of Liverpool Management School, UK.

Gazi Islam is Professor of People, Organizations and Society at Grenoble Ecole de Management, France.

Dirk Lindebaum is Professor of Management and Organisation at the School of Management, University of Bath.


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Engaging policy review to smooth lumpy futures into transformative higher education

Brewing troubles and wobbles

Figure 1: Current and frontier contributions

Frontier topics to bump beyond lumps

Research that twirls headwinds into tailwinds


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The urgent need to facilitate environmental justice learning in HE institutions

by Sally Beckenham

The crises we are facing globally, from climate change and climate change dispossession to drought and food insecurity, are intersecting social and environmental issues, which need to be recognized and addressed accordingly through integrated and holistic measures. This can only be achieved by eschewing the tendency of existing governance and economic systems to silo social and environmental problems, as if they are separate concerns that can be managed – and prioritised – hierarchically. Much of this requires a better understanding of environmental injustice – the ways in which poor, racialised, indigenous and other marginalized communities are overlooked and/or othered in this power hierarchy, such that they must face a disproportionate burden of environmental harm.

This is happening with disconcerting regularity around the world, often going under the radar but sometimes making headlines, as for example in May this year, when institutionalised environmental racism in the U.S. manifested in the placement of a copper mine on land inhabited by and sacred to the Apache indigenous group (Sherman, 2025). With limited political power to challenge it they are left to face dispossession, loss of livelihood and physical and mental health ill-effects (Morton-Ninomiya et al, 2023). We have seen this making headlines closer to home recently too, with evidence suggesting that toxic air in the UK is killing 500 people a week and most affecting those in socioeconomically disadvantaged areas (Gregory, 2025). An environmental problem (such as air pollution) cannot be disentangled from its social causes and effects. Or to put it another way, violence done to the environment is violence done to a particular group of people.

A transformative response to our global challenges that re-centres environmental justice will require a paradigm shift in the ways that we govern, construct our societies, build our communities, run our economies, design our technologies and engage with the non-human world. The role of higher education will be critical to even a modest move in this direction. This is because, as they are probably tired of hearing, this generation of students will shape our collective futures, so it matters that they are literate in the deep entanglement of environmental and social justice challenges. Moreover, as Stickney and Skilbeck caution, “it is inconceivable that we will meet drastic carbon reduction targets without massive coordinated efforts, involving policymakers and educators working in concert at all levels of our governments and education systems (Stickney and Skilbeck, 2020).

In Ruth Irwin’s article ‘Climate Change and Education’ she alerts us to Heidegger’s treatise in Being and Time (1962) that the effectiveness of a tool’s readiness is ‘hidden’ – only revealed when it ceases to function. Climate might be viewed as a heretofore ‘hidden’ tool, in that it affords opportunities for human action; it has “smoothly enabled our existence without conscious consideration” (Irwin, 2019). Yet its dynamic quality is now an overt, striking, looming spectre threatening the existence of all life on earth; the ‘environment’ writ large is revealing itself through ecological and social breakdown, surfacing our essential reliance upon it as natural beings. Thus unless higher education is competent in dealing with the issues of environmental crisis at all of its registers – social, environmental, political and ecological – the institution of education will be unable to fulfil its fundamental task of knowledge transfer for what is a clear public good (Irwin, 2019). Put another way, “HEIs have a responsibility to develop their educational provision in ways that will support the social transformation needed to mitigate the worst effects of the environmental crisis.” (Owens et al, 2023).

Indeed, HE requires a paradigm shift in itself given that these realities are unfolding alongside widespread scrutiny of higher education institutions; including about decolonising the academy (Jivraj, 2020; Mintz, 2021), free speech on university campuses and how they are preparing students to meet these pressing issues (Woodgates, 2025). To keep pace with these changes and meet such challenges, educators from across disciplines will need to commit to embedding environmental justice education more widely across programme curricula, session design and teaching practices. It must be recognised as a vital – rather than token – component of environmental education. Doing so fully and effectively also requires us to recognise that environmental justice education encompasses not only subject matter but pedagogical practice. This is the case for all academic disciplines – including those that might seem peripheral to the teaching of environmental issues.

EJE in HE is a developing area of scholarship and field of study that has gathered pace only over the last decade. Much of the research to date has been focused on the US, where studies have shown that environmental justice remains marginal to or excluded from the curricular offerings of most environmental studies programmes – let alone those not directly related to environmental education (Garibay et al, 2016). A report by the North American Association for Environmental Education (NAAEE), which studied the policies of 230 public U.S. HE institutions and 36 state boards of higher education, found that only 6% of institutions with climate change content in their policies referred to climate justice issues and indigenous knowledge practices (MECCE Project & NAAEE, 2023). Other work has shown that STEM education has tended to frame questions around exploitation of natural resources or technological development as disconnected from social and economic inequalities, though this is starting to be challenged (Greenberg et al, 2024).

Emerging research into EJ in HE encompasses pedagogical approaches (Rabe, 2024; Moore, 2024); classroom and teaching practices (Walsh et al, 2022; Cachelin & Nicolosi, 2022; D’Arcangelis & Sarathy, 2015), the relationship between sustainability and climate justice education (Haluza-DeLay, 2013; Kinol et al, 2023) and curriculum development (Garibay et al, 2016). In identifying what EJE looks like these studies foreground the importance of community-engaged learning (CEL), providing students with the opportunity to learn about a socio-environmental problem from those with lived experience; critical thinking with regards to positionality, power structures and (especially indigenous) knowledge systems, and a deep concern with place. These critical components are crucial because tackling an act or acts of environmental injustice against marginalised populations often cannot be achieved without addressing systemic power imbalances.

What also links these studies is an acknowledgement of the complexity of EJE. It is a difficult subject and practice to grapple with for several reasons. Firstly, it means exposing students (and educators) to “an onslaught of bad news,” (Cachelin & Nicolosi, 2022) which can elicit feelings of hopelessness and helplessness, so it is little wonder that expressions of anxiety and alarm are growing within these cohorts (Wallace, Greenburg & Clark, 2020) and that needs to be borne in mind. Secondly EJE requires us to find a way to meaningfully connect with philosophical, discursive, historical and practical questions about power, ethics and the relationship between human beings and the natural environment, within the disciplinary parameters of a specific curricula. This means doing difficult work not only to change current systems and processes (Forsythe et al, 2023) but also to make transformative rather than piecemeal efforts. For example, this might mean actively absorbing students into a community partner’s work in an engaged rather than service-learning model, or moving beyond a simple ‘guest lecture’ format to invite more in-depth input into modules or programmes from a community partner.

This is a challenge that we shouldn’t understate for many academics and institutions already coping with high workloads (Smith, 2023), stress (Kinman et al, 2019) and job insecurity across a beleaguered sector (The Independent, 2024; The Guardian, 2025). Through this emerging EJE scholarship literature, we are starting to see that, “promoting opportunities for HE educators to develop and enact critical and transformative environmental pedagogy… is a complex business mediated by a variety of (personal, material and social) factors. It involves negotiating conflict, and understanding and confronting entrenched structures of power, from the local and institutional to the national and global.” (Owens et al, 2023). 

A third (though by no means final) challenge in teaching and learning EJ in higher education is in finding and making space for it in a landscape that is strongly oriented towards sustainability education. Although there is certainly overlap – for example to the extent that the liberal logic underpinning the latter also informs distributive justice – sustainability education has different intellectual and ideological origins to EJ scholarship. Both are valuable, but we should be questioning whether we can justify a lack of explicit EJ practice and framing simply because we are already having sustainability conversations, and instead find space for both. It can be easy to (inadvertently) depoliticise environmental education by avoiding the perceived messiness and complexity of justice in favour of the more technocratic and measurable ‘sustainability’ (Haluza-DeLay, 2013).

My research seeks to develop a better understanding of the state of environmental justice education in the HE landscape, beginning by mapping its development in the UK. This will reveal the extent and means by which EJE is being incorporated across programme curricula, session design and teaching practices in the UK HE context. In doing so we can identify the intersections of EJE with other dominant pedagogies, including sustainability education and solutions-focused approaches. To pursue a provincialising agenda and avoid the parochial perspective that EJE is the preserve of HEIs in the global North, there is also much value in exploring what EJE looks like in HEIs in the global South, and where cross-cultural lessons can be shared. The questions we need to be asking are:

  • How is environmental justice being taught and learnt and where do we go from here?
  • How are educators overcoming the challenges involved in engaging with EJE?
  • What best practices could we champion?

Sharing methods, strategies and pedagogical approaches for EJE cross-institutionally and cross-culturally will be a step towards helping us build a better collective, collaborative response to the urgency of our intersecting socio-environmental crises.

Dr Sally Beckenham is Lecturer in Human Geography and Programme Lead and Admissions Tutor for the BA Human Geography & Environment in the Department of Environment & Geography, University of York. She is also Chair of the Teaching Development Pool and member of the Interdisciplinary Global Development Centre (IGDC). She is an interdisciplinary political geographer with degrees in Modern History, International Politics and International Relations, and welcomes collaboration. Email: sally.beckenham@york.ac.uk Bluesky: @sallybeckenham.bsky.social.

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Editorial: The Society for Research into Higher Education in 1985

by Rob Cuthbert

In SRHE News and Blog a series of posts is chronicling, decade by decade, the progress of SRHE since its foundation 60 years ago in 1965. As always, our memories are supported by some music of the times (which had improved somewhat after the nadir of 1975).

In 1985 Ronald Reagan became the US President, which seemed improbable at the time, but post-Trump now appears positively conventional – that joke isn’t funny any more. Reaganomics fuelled the present US multi-$trillion national debt; it was the era of supply-side economics. President Reagan was of course popular with UK Prime Minister Margaret Thatcher. She was by then at her peak after the 1982 Falklands War restored her own popularity, helping her in 1985 to bring an end to the miners’ strike and to ride out riots in Handsworth in Birmingham and Broadwater Farm in London.

Vodafone enabled the first commercial mobile phone call in the UK; the BBC micro was the computer of choice for schools. Beverley Hills Cop was one of the top movies in 1985, with Eddie Murphy featured by the Pointer Sisters as they sang “I don’t wanna take it any more”, a 1980s theme song for some in universities. Globalism was in vogue; everybody wants to rule the world. International pop stars came together to sing We are the world in January and then perform at the Live Aid concert at Wembley in July with Queen’s legendary showstopping performance. Nintendo prepared to conquer the world with the launch of Super Mario, but global multinationals took a hit with one of the biggest marketing blunders ever, as Coca-Cola changed its formula, released New Coke in April, then went back to the original less than three months later.

Higher education in 1985

Global HE had its own marketing and governance issues after what Guy Neave (then UCL, now Twente) described as a period of consolidation from 1975 to 1985:

“ … it was during this decade … that these systems assumed the level of dealing with mass higher education … By the late 1980s or 1990s … there are certain countries which anticipate participation rates in higher education of over 30% (Neave, 1984a). Highest amongst them are Denmark and Finland with 40% of the appropriate age group, the Federal Republic with 35% and France with 33%. … In effect, transition to mass higher education gave rise to additional bodies to control, monitor and hold accountable a sector of increasing significance in government social expenditure. Such intermediary agencies stand as a response to the advent of mass higher education, not an anticipation of it.”

This was prescient: who’s gonna tell you things aren’t so great? Later Paul Windolf (Heidelberg) would take a very long view in his comparative analysis of Cycles of expansion in higher education 1870-1985 in Higher Education (1992:23, 3-19): “For most countries the data confirm the theory of ‘status competition’ (perverse effects): universities expand particularly fast during times of an economic recession … The human capital theory is not confirmed by this longitudinal analysis.” However human capital theory dominated policy thinking in many parts of the world, especially the UK, as Adam Matthews (Birmingham) argued in his blog for Wonkhe on 12 June 2024:

“Despite so much adversarial and ideologically polarised politics in the 1980s domestically and internationally, we do find consensus around higher education and universities. Growth was still on the agenda. As the country found itself economically struggling, teaching and research was seen as the solution rather than the problem, particularly around research findings being applied to real world issues.”

UK HE in 1985: a ferment of planning

In that decade of consolidation after 1975, in the UK no new universities were created until the 1980s. By 1985 there were just two: the University of Buckingham and the University of Ulster. Expansion of UK HE in the 1980s was driven by the polytechnics, especially after the UGC’s unevenly distributed and dramatic financial cuts of 1981. The universities and UGC had tried and failed to protect the so-called ‘unit of resource’, the level of funding per full-time equivalent (FTE) undergraduate student, and the UGC’s established pattern of quinquennial funding had been reluctantly abandoned. Neave noted that:

“Strictly speaking, university finance in the United Kingdom did not involve change to the basic unit of resource, an issue raised only under dire economic pressure in the period following the 1981 reductions in university budgets. Nor was the abandonment of quinquennial funding a response to mass higher education per se, so much as to the country’s parlous economic status.”

The UK economy and HE were in Dire Straits: there was no money for nothing. The rapid expansion of the polytechnics, driving down costs, was the dominant influence on policy. A National Advisory Body for Local Authority Higher Education (NAB) had been set up on 1 February 1982 to advise the Secretary of State for Education and Science on matters relating to academic provision and the approval of advanced courses, reconstituted as the National Advisory Body for Public Sector Higher Education (PSHE) from 1 February 1985. In 1985 there were 503,000 students in PSHE in Great Britain, of whom 214,000 were part-time. Universities had 291,000 full-time and 114,000 part-time students. PSHE in England included 29 polytechnics, 30 major colleges, 21 voluntary colleges, and 300 others. In Wales there was one polytechnic, 7 major colleges and 16 others. The Further Education Act 1985 gave more powers to local authorities, who still governed the whole of PSHE, to supply goods and services, especially teaching and  research, through educational institutions.

Clive Booth, principal private secretary to the Secretary of State for Education and Science since 1975, later to become Director of Oxford Polytechnic, foretold government policy in 1987, reviewing HE planning since 1965 in Higher Education Quarterly:

“The development of a planning body for public sector higher education in England has created the potentiality for an integrated planning approach to university and non-university higher education.”

Booth had been involved in the production of a series of significant DES papers: the 1978 Report of the Working Group on the Management of Higher Education in the Maintained Sector (the Oakes Report); in 1981 Higher Education in England outside the Universities: Policy, Funding and Management, a consultative document; and finally the 1985 Green Paper The Development of Higher Education into the 1990s. We saw the present, he saw the whole of the Moon.

The Green Paper followed the notorious Jarratt Report of 1985, which sent shock waves through the university sector. Paul Greatrix (Nottingham), a long-serving Registrar and Secretary, wrote on his Wonderful (and Frightening) World of HE blogmuch later that:

“Looking back from 2015, some of these observations and recommendations do seem quite tentative. But in 1985 they were dynamite. After the extraordinary and unprecedented cuts of 1981 and Keith Joseph’s unsuccessful approach to introduce fees in 1984 this seemed like another attack on universities.”

The widespread view in UK HE at the time was, in the words of the Style Council, “You don’t have to take this crap”, but the policy walls did not come tumbling down. Greatrix cited Geoffrey Alderman’s acerbic review of Malcolm Tight’s 2009 book Higher education in the United Kingdom since 1945 for Times Higher Education:

“… to my mind one of the most damaging inquiries into higher education over the last half-century was the Jarratt report … a mischievous and malevolent investigation (which, inter alia, popularised if it did not invent the notion that students are “customers”, which foisted on the sector the delusion that factory-floor “performance indicators” are entirely suited to a higher-education setting, and which led to the abolition of academic tenure and the concomitant triumph of managerialism in the academy) … Jarratt was self-inflicted. The inquiry was not a government creation. It was established by the Committee of Vice-Chancellors and Principals. … Jarratt was betrayal from within.”

For Greatrix:

“Looking back these do not look like the proposals filled with malevolence or mischief. Many of these changes were inevitable, most were long overdue, a lot would have happened in any case. … From today’s viewpoint it looks more like that what Jarratt offered were some pointers and directions in this strange new terrain.”

With the benefit of hindsight it can be argued that in 1985 UK universities were unduly concerned, perhaps even obsessed, with what might have been lost from a supposed ‘golden age’ of autonomy. But nothing is so good it lasts eternally. The wreckage of the Titanic was finally located in 1985, another lost cause once assumed unsinkable. Universities were, like Bonnie Tyler, holding out for a hero, but Tina Turner was right, after the 1981 cuts: “Out of the ruins, out from the wreckage, can’t make the same mistake this time”.

The Green Paper, still Green and not White, announced by Secretary of State Keith Joseph in May 1985, came as the preliminary conclusion to this ferment of planning. He said in Parliament that “… it is vital for our higher education to contribute more effectively to the improvement of the performance of the economy. This is not because the Government place a low value on the general cultural benefits of education and research or on study of the humanities.” But HE mostly heard only the first sentence, and thought we were on the road to nowhere, rather than seeing the opportunities. The Thatcher White Paper Higher Education: Meeting the Challenge would not appear until 1987, and NAB and the UGC would  survive only until 1988. REO Speedwagon captured the mood: Can’t fight this feeling any more.

SRHE and research into higher education in 1985

The chairs of SRHE from 1975-1985 included some great names: Lewis Elton (Surrey) 1977-78, Gareth Williams (Lancaster, later London Institute of Education) 1978-80 (and 1986-88), Donald Bligh (Exeter) 1980-82, David Warren-Piper (London Institute of Education) 1982-84, and Michael Shattock (Warwick, later London Institute of Education/UCL) 1984-86. The outstanding highlight of the decade was a major review into higher education organised by the Society. As Gareth Williams wrote:

“With the help of a substantial grant from the Leverhulme Trust, the Society for Research into Higher Education set up a comprehensive programme of study into the future of higher education which I directed. The aim of the programme was not to undertake new research but rather to focus recent research findings and the views of informed people on the major strategic options likely to be available to higher education institutions and policy making bodies in the 1980s and 1990s.”

The programme ran from 1980 to 1983 and led to nine themed reports, an overall review and a final report. SRHE had, in Michael Shattock’s words:

“… established itself as an important voice in policy. It was addressed by higher education Ministers (William Waldegrave 1982, Peter Brooke 1983), at an SRHE/THES Conference on the Green Paper by Sir Keith Joseph the Secretary of State, in 1985. Most unusually it received a visit from the former Prime Minister, Edward Heath, in February 1983 who wished to seek the Society’s advice about higher education.”

SRHE might have hoped like Madonna to be Into the Groove policywise, but the Prime Minister had a list of questions which were more about living in a material world:

  • To what extent (if any) has the balance between disciplines been inappropriate for Britain’s economic needs?
  • How far should the labour market determine the shape of higher education?
  • Are research and teaching indivisible in higher education if standards are to be maintained?
  • Is it better to have a few research institutions or many, given financial constraints?
  • Is the binary line appropriate?
  • Are the links between HE and industry poor by comparison with other major countries?
  • What are the merits of shorter courses – two years liberal arts followed by two years vocational?”

Shattock observed:

“The interest of these questions is both the extent to which the issues were addressed and answered in the Leverhulme Programme and the fact that their underlying assumptions formed the basis of the 1985 Green Paper. It was clear that the Society was at the sharp end of discussions about the future policy.”

The Leverhulme findings were perhaps just too balanced for the times – can’t get there from here. Shattock as SRHE chair initiated an Enquiry on ‘Questions of Quality’ which became the theme of SRHE’s 1985 annual conference, and one of SRHE’s founders, Graeme Moodie (York), edited a 1986 bookStandards and Criteria in Higher Education. Shattock also established the influential SRHE Policy Forum, a seminar involving leading academics, civil servants and HE managers which met five times a year under the alternate chairmanship of Michael Shattock and Gareth Williams. 

Nevertheless it was not long after 1985 that a special meeting of SRHE’s Council at the FE Staff College received a report, probably from its administrator Rowland Eustace, saying: “general knowledge and understanding of the Society remains relatively low in higher education despite attempts over recent years to give the Society a higher profile”. Perhaps still a little out of touch, hoping for glory days, still running up that hill, hoping or even believing that things can only get better.

Rob Cuthbert is editor of SRHE News and the SRHE Blog, Emeritus Professor of Higher Education Management, University of the West of England and Joint Managing Partner, Practical Academics. Email rob.cuthbert@uwe.ac.uk. Twitter/X @RobCuthbert.


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Higher Education, High Hopes, and Heavy Bureaucracy

by Phil Power-Mason and Helen Charlton

UK higher education is pulled between its lofty ambitions for transformative learning and the managerialism that sometimes constrains their realisation. This tension defines the contemporary Higher Education workplace, where the mantras of “more with less” and “highly regulated freedom” collide with the desire for rich, personalised student experiences amidst fiscal belt-tightening, quantification, and standardisation. Bubbling through the cracks in any long-term political or economic vision for the sector is a professional identity steeped in ambivalence of purpose and position, one whose contradictions are nowhere rendered more vividly than in England’s higher and degree apprenticeships (HDAs). Conceived to braid university learning with workplace productivity, HDAs promise the best of both worlds yet must be delivered within one of the most prescriptive funding and inspection regimes in UK higher education. This provision also sits amidst a precarious and volatile political landscape, with continuous changes to funding rules, age limits and eligibility of different levels of study, and ‘fit’ within a still poorly defined skills and lifelong learning landscape.  

At the heart of this ongoing policy experiment stands an until-recently invisible workforce:  Higher Education Tripartite Practitioners (HETP). These quiet actors emerged as a series of pragmatic institution level responses to the Education and Skills Funding Agency (ESFA, now subsumed into the Department of Education) related to progress reviews involving the provider, apprentice, and employer. Yet, as we argued in our paper at the SRHE International Conference in December last year, they have evolved into nuanced, often misunderstood boundary-spanners who simultaneously inhabit academia, industry, and compliance. Part coach, part conduit, part compliance specialist, they facilitate developmental conversations, broker cultural differences, and ensure every clause of the ESFA rulebook is honoured. The quality of this brokerage is decisive; without it even the most carefully designed apprenticeship fractures under audit pressure.

Consider the core activities of HETPs. Much of their time is spent in close personal engagement with apprentices – fostering professional growth, guiding reflective practice, and offering pastoral support traditionally associated with mentoring. They encourage apprentices to think holistically, integrate theory with workplace reality, and map long-term career aspirations. Almost simultaneously, they must document progress reviews, monitor the evidence of every single hour of learning, and tick every regulatory box along a journey from initial skills analysis through to end point assessment.

This duality produces a daily oscillation between inspiring conversations and tedious paperwork. The tension is palpable and exhausting, revealing a deeper struggle between two visions of education: one expansive, transformative, and relational; the other restrictive, measurable, and dominated by compliance. Fuller and Unwin’s expansive–restrictive continuum maps neatly onto this predicament, underscoring how universities are urged by policymakers to deliver high-skilled graduates for economic growth while simultaneously squeezed by intensifying regulation and managerial oversight.

Little wonder, then, that HETPs describe their roles with the language of complexity, ambiguity, and invisibility. They are neither purely academic nor purely administrative. Instead, they occupy a liminal institutional space, mediating competing demands from employers, regulators, apprentices, and colleagues. Esmond captures the resulting “subaltern” status of these practitioners, whose contributions remain undervalued even as they shoulder the brunt of institutional attempts to innovate without overhauling legacy systems.

Their experiences lay bare the contradictions of contemporary university innovation. Institutions routinely trumpet responsiveness to labour-market need yet bolt new programmes onto structures optimised for conventional classroom delivery, leaving HETPs to reconcile expansive educational ideals with restrictive managerial realities. The role becomes a flashpoint: universities ask boundary-spanners to maintain quality, build relationships, and inspire learners within systems designed for something else entirely.

Yet amidst these tensions lies opportunity. The very ambiguity of the HETP role highlights the limits of existing support systems and points towards new professional identities and career pathways. Formal recognition of boundary-spanning expertise – relationship-building, negotiation, adaptability – would allow practitioners to progress without abandoning what makes their contribution distinctive. Communities of practice could break the apprenticeship echo-chamber and enrich the wider HE ecosystem, while institutional investment in bespoke professional development would equip practitioners to navigate the inherent tensions of their work.

Senior leadership must also acknowledge the strategic value of these hidden roles, reframing them not as incidental administrative burdens but as essential catalysts for integrated educational practice. Making such roles visible and valued would help universities reconcile expansive aspirations with regulatory realities and signal genuine commitment to reshaping education for contemporary challenges.

Policymakers and regulators, too, have lessons to learn. While accountability has its place, overly rigid compliance frameworks risk stifling innovation. Trust-based, proportionate regulation – emphasising quality, transparency, and developmental outcomes – would free practitioners to focus on learning rather than bureaucratic survival. The current neo-liberal distrust that imagines only regulation can safeguard public value inflates compliance costs and undermines the very economic ambitions it seeks to serve.

Ultimately, the emergence of HETPs challenges HE institutions to decide how serious they are about bridging academic learning and workplace practice. Recognising and empowering these quiet brokers would signal a genuine commitment to integrated, expansive education – an education capable of meeting economic demands without losing sight of deeper human and intellectual aspirations. HETPs are far more than practitioners managing checklists; they are a critical juncture at which universities must choose either to treat boundary-spanning labour as a stop-gap or to embrace the complexity and potential it represents.

Dr Phil Power-Mason is Head of Department for Strategic Management at Hertfordshire Business School, University of Hertfordshire, where he leads a diverse portfolio spanning executive education, apprenticeships and professional doctorates. A practice-focussed academic with a passion for innovative workforce development, Phil has overseen significant growth in the school’s business apprenticeships, MBA, and generalist provision, while nurturing cross-sector partnerships and embedding work-aligned learning at every level. With a research background in educational governance and strategy, he is a Senior Fellow of Advance HE and co-convenor of national apprenticeship knowledge networks. Phil’s research and sector leadership focus on emerging pedagogic and HE workforce practices, driving collaborative solutions that meet employer, learner and university needs. An invited speaker at national forums and a frequent contributor to sector conferences and publications, he remains committed to transforming vocational and work-ready learning practice for the future. (herts.ac.uk)

Dr Helen Charlton is Associate Professor of Work Aligned Learning and Head of Executive Education at Newcastle Business School, Northumbria University, where she leads the school’s business apprenticeships, executive CPD and distance-learning programmes. After almost a decade steering apprenticeship design and compliance, she stays keenly attuned to each fresh regulatory tweak – and the learning opportunities it provides. A former senior HR manager in the arts and not-for-profit sectors, Helen holds a Doctorate in Education and an MSc in Human Resource Management, is a Senior Fellow of Advance HE, a Chartered MCIPD, and a Chartered Manager and Fellow of the CMI. Her research examines how learners, employers and universities negotiate the tripartite realities of degree apprenticeships. (northumbria.ac.uk)


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Promoting access to higher education worldwide

by Graeme Atherton

The shift to the political right in many countries in the world, including it appears the UK now, presents a new set of challenges for equitable access and success to higher education. Not that it needed any new ones. Inequalities in participation in higher education are pervasive, entrenched and low on the list of priorities of most governments. Since the early 2010s we have been working with other organisations across the world including the World Bank and UNESCO to understand the extent and nature of these inequalities but more importantly to initiate activities to address them. In 2016 working with colleagues including the late, great Geoff Whitty I undertook a project to bring together as much secondary data we could on who participates in higher education by social background across the world.

The Drawing the Global Access Map report found that in all the countries where we could find data (over 90%) higher education participation was unequal. The extent of this inequality differs but it binds together countries and higher education systems of all varieties. Following convening 2 global conferences on higher education access around the time of this report in an attempt to galvanise the global higher education community, we then launched World Access to Higher Education Day (WAHED) in 2018. The aim of WAHED was to create a vehicle that would enable universities to launch activities to address inequalities in access and success on the day in their own place. As the pandemic hit we also started a global online conference and up to 2022 over 1000 organisations from over 100 countries engaged in WAHED. We also produced research to mark the day including the All Around the World – Equity Policies Across the Globe report in 2018 which looked at policies on higher education equity in over 70 countries. The report found that only 32% of the countries surveyed have defined specific participation targets for any equity group and only 11% have formulated a comprehensive equity strategy.

WAHED played an important role as a catalyst for activism, especially in contexts where individuals or departments felt that they were acting in isolation. However, progress will be limited if efforts are restricted just to an International Day of Action. Hence, in December 2024, working again with the World Bank, UNESCO as well as Equity Practitioners in Higher Education in Australasia (EPHEA), and a number of educational foundations, we launched the World Access to Higher Education Network (WAHEN). The aim of WAHEN is to construct an alliance for global, collective action on higher education equity and more information can be found here. It will focus on:

•              Capacity Building via the sharing, professionalisation and enhancement of practice in learning, teaching and pre-HE outreach

•              Collaboration – enabling organisations to formulate and deliver shared goals through a set of global communities of practice.

•              Convening – bringing together those from across countries and sectors to affect change in higher education through World Access to Higher Education Day.

•              Campaigning – advocating and working with policymakers and governments around the world producing research and evidence.

•              Critical thinking – creating an online space where the knowledge based on ‘what works’ in equitable access and success can be developed & shared.

It was because there was a national organisation that works to tackle inequalities in higher education in the UK, the National Education Opportunities Network (NEON), that I founded and led for 13 years, that WAHED and WAHEN happened. NEON led these efforts to build a global network. There remains a large way to go for WAHEN to be sustainable and impactful. We are working intently on how to position WAHEN and how it should focus its efforts. Inequalities in access and success are locally defined. They can’t be defined from a Euro-centric perspective, and they can also only be tackled through primarily work that is regional or national. The added value of international collaboration in this area needs to be articulated, it can’t be assumed. But at the same time, nor should the default assumption be that such a network or collaboration is less required where equitable access and success is concerned than in other parts of higher education. This assumption encapsulates the very problem at hand, ie the lack of willingness to recognise the extent of these inequalities and make the changes necessary to start to address them.

The present challenges to higher education presented by the global shift to the right brings into sharp focus the consequences of a failure to deal with these inequalities. Universities and left leaning governments are unable to frame higher education as open and available to all with the potential to enter. The accusations of elitism and the threats to academic freedom etc then become an easier sell to electorates for whom higher education has never mattered, or those in their family/community. It is more important than ever then that something like WAHEN exists. It is essential that we develop the tools that give higher education systems across the world to become more equitable and to resist populist narratives, and that we do this now.

Professor Graeme Atherton is Director of the World Access to Higher Education Network (WAHEN) and Vice Principal, Ruskin College, Oxford.


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Risk-based quality regulation – drivers and dynamics in Australian higher education

by Joseph David Blacklock, Jeanette Baird and Bjørn Stensaker

Risk-based’ models for higher education quality regulation have been increasingly popular in higher education globally. At the same time there is limited knowledge of how risk-based regulation can be implemented effectively.

Australia’s Tertiary Education Quality and Standards Agency (TEQSA) started to implement risk-based regulation in 2011, aiming at an approach balancing regulatory necessity, risk and proportionate regulation. Our recent published study analyses TEQSA’s evolution between 2011 and 2024 to contribute to an emerging body of research on the practice of risk-based regulation in higher education.

The challenges of risk-based regulation

Risk-based approaches are seen as a way to create more effective and efficient regulation, targeting resources to the areas or institutions of greatest risk. However, it is widely acknowledged that sector-specificities, political economy and social context exert a significant influence on the practice of risk-based regulation (Black and Baldwin, 2010). Choices made by the regulator also affect its stakeholders and its perceived effectiveness – consider, for example, whose ideas about risk are privileged. Balancing the expectations of these stakeholders, along with their federal mandate, has required much in the way of compromise.

The evolution of TEQSA’s approaches

Our study uses a conceptual framework suggested by Hood et al (2001) for comparative analyses of regimes of risk regulation that charts aspects respectively of context and content. With this as a starting point we end up with two theoretical constructs of ‘hyper-regulation’ and ‘dynamic regulation’ as a way to analyse the development of TEQSA over time. These opposing concepts of regulatory approach represent both theoretical and empirical executions of the risk-based model within higher education.

From extensive document analysis, independent third-party analysis, and Delphi interviews, we identify three phases to TEQSA’s approach:

  • 2011-2013, marked by practices similar to ‘hyper-regulation’, including suspicion of institutions, burdensome requests for information and a perception that there was little ‘risk-based’ discrimination in use
  • 2014-2018, marked by the use of more indicators of ‘dynamic regulation’, including reduced evidence requirements for low-risk providers, sensitivity to the motivational postures of providers (Braithwaite et al. 1994), and more provider self-assurance
  • 2019-2024, marked by a broader approach to the identification of risks, greater attention to systemic risks, and more visible engagement with Federal Government policy, as well as the disruption of the pandemic.

Across these three periods, we map a series of contextual and content factors to chart those that have remained more constant and those that have varied more widely over time.

Of course, we do not suggest that TEQSA’s actions fit precisely into these timeframes, nor do we suggest that its actions have been guided by a wholly consistent regulatory philosophy in each phase. After the early and very visible adjustment of TEQSA’s approach, there has been an ongoing series of smaller changes, influenced also by the available resources, the views of successive TEQSA commissioners and the wider higher education landscape as a whole.

Lessons learned

Our analysis, building on ideas and perspectives from Hood, Rothstein and Baldwin offers a comparatively simple yet informative taxonomy for future empirical research.

TEQSA’s start-up phase, in which a hyper-regulatory approach was used, can be linked to a contextual need of the Federal Government at the time to support Australia’s international education industry, leading to the rather dominant judicial framing of its role. However, TEQSA’s initial regulatory stance failed to take account of the largely compliant regulatory posture of the universities that enrol around 90% of higher education students in Australia, and of the strength of this interest group. The new agency was understandably nervous about Government perceptions of its performance, however, a broader initial charting of stakeholder risk perspectives could have provided better guardrails. Similarly, a wider questioning of the sources of risk in TEQSA’s first and second phases could have highlighted more systemic risks.

A further lesson for new risk-based regulators is to ensure that the regulator itself has a strong understanding of risks in the sector, to guide its analyses, and can readily obtain the data to generate robust risk assessments.

Our study illustrates that risk-based regulation in practice is as negotiable as any other regulatory instrument. The ebb and flow of TEQSA’s engagement with the Federal Government and other stakeholders provides the context. As predicted by various authors, constant vigilance and regular recalibration are needed by the regulator as the external risk landscape changes and the wider interests of government and stakeholders dictate. The extent to which there is political tolerance for any ‘failure’ of a risk-based regulator is often unstated and always variable.

Joseph David Blacklock is a graduate of the University of Oslo’s Master’s of Higher Education degree, with a special interest in risk-based regulation and government instruments for managing quality within higher education.

Jeanette Baird consults on tertiary education quality assurance and strategy in Australia and internationally. She is Adjunct Professor of Higher Education at Divine Word University in Papua New Guinea and an Honorary Senior Fellow of the Centre for the Study of Higher Education at the University of Melbourne.

Bjørn Stensaker is a professor of higher education at University of Oslo, specializing in studies of policy, reform and change in higher education. He has published widely on these issues in a range of academic journals and other outlets.

This blog is based on our article in Policy Reviews in Higher Education (online 29 April 2025):

Blacklock, JD, Baird, J & Stensaker, B (2025) ‘Evolutionary stages in risk-based quality regulation in Australian higher education 2011–2024’ Policy Reviews in Higher Education, 1–23.


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A new way of addressing the enigma of student engagement

by Caroline Jones and Leonie Sweeney

Psychosocial and Academic Trust Alienation (PATA) Theory as a Methodological Lens

Higher education is experiencing post-pandemic challenges which have increased pressure on students in multifaceted and interconnecting ways (Jones & Bell, 2024). Existing research suggests that post-pandemic, students’ mental health and wellbeing has been significantly impacted (Chen & Lubock, 2022; Defeyter et al, 2021; Jones & Bell, 2025; McGiven & Shepherd, 2022; Nunn et al, 2021). This indicates that research into the field of higher education is needed more pro-actively than ever before, especially given the diverse student market.

Currently there is considerable research in the form of critique of policy trends or evaluation of the effectiveness of changes in practice; however, the PATA theory lens suggests an approach to research centring on the educational psychologies and intricacies of the student and the enigma of student engagement (Buckley, 2018; Jones & Nangah, 2020: McFarlane & Thomas, 2017).

Our recent article presents the PATA theory as a methodological lens through which higher education student behaviours, characteristics, and demographics can be researched. Furthermore, it provides an explanation of the PATA theory with specific links to student engagement. The idea of the PATA theory was first explored by Jones in 2017 and developed further in 2020 and 2021 in response to recognised issues faced relating to student engagement in widening participation student demographics. This research establishes the theory which can be applied to investigating the complexities of student demographics, with the aim being to develop knowledge and understanding of issues affecting students such as post-pandemic engagement.

Guidelines from the QAA (2018) state that due to the demographic of the students who attend each institution, student engagement needs to be interpreted and encouraged in response to student/higher education institutional need. Therefore, student engagement can be interpreted in a variety of ways, examining the links between time, energy and other properties invested by HEIs and students with the aims of cultivating the student experience, strengthening educational outcomes, encouraging development and raising student achievement. Positive student engagement can lead to successful student outcomes, lower attrition rates and improved social mobility, demonstrating the importance of research for understanding and investing in student engagement practices.

The PATA theory sits under the umbrella of alienation theory: it considers the individual student’s psychosocial status (self-concept/self-esteem levels) and has identified links to academic trust levels (Jones, 2021), particularly for students from the widening participation demographics or those who have experienced socio-economic disadvantage, see figure 1.

Figure 1. PATA Theory (Jones, 2021)

The PATA theory fits as a methodology within the realms of phenomenology as it enables researchers to present a narrative to represent the phenomena studied to extract significant statements from the data to formulate meaning. Neubauer, Witkop and Varpio (2019, p91) believe it is imperative for the researcher engaging in phenomenological research to be familiar with the philosophical ‘interpretations of human experience’, whilst Morrow, Rodriguez and King (2015, p644) advise that ‘descriptive phenomenology is especially valuable in areas where there is little existing research’. An additional crucial aspect of phenomenology is understanding that social reality has to be grounded in an individual’s encounters in authentic social situations. The focal point of the PATA theory lens research is to understand how students’ psychosocial status affects the academic trust of their higher education experiences and the relationships that arise out of the social exchanges therein, permitting researchers to construe the associations that the participants make.

This article analyses the PATA theory potential range of research methods that can be employed and used in higher education practice and is supported by three case vignette examples with reflection points.  For example, we would usually see student disengagement relating to activities such as non-attendance, but the PATA theory shows us that the concept of student engagement is much more complex and encourages higher education institutions and professionals to view the issue in a more holistic student-centred way rather than homogenously.

Additionally, post-Covid there has been a significant rise in the number of students presenting with mental health issues, with students struggling to attend and engage with their programmes of study. Currently, the assessment strategies used by HEIs for capturing student engagement fail accurately to measure both student engagement and sense of belonging. However, using the PATA theory as the research lens would provide a deeper insight into the post pandemic issues faced, by focussing on student alienation and the strengthening of trust between the student and the institution. HEIs could then scrutinise their existing on-campus experiences to aid the re-engagement process, and practice could be adapted to increase the student experience, such as including more pastoral 1:1 support time within the timetable.

Some further practical illustrations of how the PATA theory might influence our understanding or make a difference in practice are:

  • To understand potential psychological barriers to student engagement based on demographics, behaviours and characteristics.
  • To identify success stories of positive engagement where good practice can be disseminated or shared to improve student outcomes.
  • To take a deep dive into higher education practices, course or programmes to find out if there are specific teaching and learning barriers affecting students.
  • Provides time and space to analyse intricate needs of specific demographics; behaviours and characteristics such as impact of low tariff on entry gaps or previous educational experiences.
  • Can lead to bespoke action to address potential equality and inclusion concerns.
  • Can be used as an early intervention tool to support students’ re-engagement potentially contributing to reduced attrition and improvements in social mobility.
  • Can be used to explore wider societal issues that affect engagement

The PATA theory has its limitations, being a new and emerging theoretical perspective, and is very much open to academic critique. However, this concept does bring new insight to the complexities of the student community, the higher education institutional and political landscapes and could be used as a methodological lens to develop deeper knowledge and understanding of student engagement challenges. Whilst the PATA theory is a complex idea applied to a range of complex student issues, when the phenomenon is understood well, there is the potential to really make a difference to the educational outcomes for students. Furthermore, existing theories do not make connections between psychosocial status and academic trust which is where the PATA theory can contribute to a stronger understanding of the student phenomena.

The article on which this blog is based is

Jones, C. S., and Sweeney, L (2025) ‘The Psychosocial and Academic Trust Alienation (PATA) Theory: A new lens to research higher education student phenomena: behaviours, characteristics, and demographics’ Student Engagement in Higher Education Journal, 6(1), 79–110 https://sehej.raise-network.com/raise/article/view/1240.

Caroline Jones is an applied social sciences teaching professional with extensive experience working in the children and young people field and lecturing/programme leading in Higher Education. Currently employed as a Tutor based within the Health and Education Faculty at Manchester Metropolitan University, having previously been a Lecturer at the University Campus Oldham and at Stockport University Centre. Also an External Examiner for Derby University/Middlesex University and a Peer Reviewer for IETI. Research interests include; leadership and management, social mobility and social policy, risk, resilience and adolescent mental health, young care leavers, widening participation and disadvantage, originator of the ‘psychosocial and academic trust alienation’ (PATA) theory.

Email: c.jones@mmu.ac.uk. LinkedIn: https://uk.linkedin.com/in/caroline-jones-1bab40b3. Twitter/X: @c_JonesSFHEA. Researchgate: https://www.researchgate.net/profile/Caroline-Jones-39?ev=hdr_xprf.

Leonie Sweeney is a teaching professional within the Applied Social Sciences faculty at Manchester Metropolitan University, with many years of experience working within the children and young people sector. Currently employed as a Higher Education Course Leader and Lecturer, delivering Children and Young People and Early Years degree courses. Additionally, is an External Examiner for University of Chichester and University of Sunderland. Research interests include: student engagement, social mobility, widening participation.

Email: leonie.sweeney@oldham.ac.uk


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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/