When Hollywood Tried to Cheer Up Less Than Zero and Missed the Point Entirely

Let’s talk about Less Than Zero. No, not the film. I’m talking about the book—Bret Easton Ellis’s nihilistic masterpiece that drags you through a moral cesspit of 1980s Los Angeles. You might remember it as the story that makes American Psycho look like a quirky self-help guide. It’s dark, it’s bleak, and it doesn’t pretend to offer you a shred of hope.

And then there’s the movie adaptation.

Oh, the movie. It’s as though someone read Ellis’s unflinching tale of moral rot and thought, You know what this needs? Friendship. And a redemption arc. And maybe some heartfelt music in the background. Hollywood, in all its infinite wisdom, decided that audiences couldn’t handle the book’s existential despair. So, they took a story about the void—about the emptiness of privilege, the suffocation of apathy, and the complete erosion of human connection—and gave it a fuzzy moral centre.

Here’s the gist: The book is nihilism incarnate. It follows Clay, a disaffected college student who comes home to LA for Christmas and is immediately swallowed whole by a world of cocaine, vapid socialites, and casual cruelty. No one learns anything. No one grows. In fact, the whole point is that these characters are so morally bankrupt, so irreparably hollow, that they’re beyond redemption. If you’re looking for a happy ending, don’t bother—Ellis leaves you stranded in the abyss, staring into the void, wondering if there’s any point to anything. Spoiler: there’s not.

Then along comes the 1987 film, directed by Marek Kanievska. It keeps the names of the characters—Clay, Blair, Julian—but not much else. Instead of being an icy observer of LA’s decadence, Clay is transformed into a love-struck saviour. Blair, a passive figure in the novel, becomes a supportive girlfriend. And Julian—oh, poor Julian—is turned into a sacrificial lamb for the sake of a heartfelt narrative about friendship and second chances.

The film turns Less Than Zero into an anti-drug PSA. It’s basically Nancy Reagan Presents: a story of addiction, redemption, and the power of love, wrapped in a slick 80s aesthetic. Robert Downey Jr., to his credit, gives a brilliant performance as Julian, the doomed addict. But the character is barely recognisable compared to his literary counterpart. In the book, Julian’s descent into drug-fuelled depravity isn’t a cautionary tale—it’s just another symptom of a world where nothing and no one has any value. In the film, Julian is tragic, yes, but in a way that invites sympathy and, crucially, an attempt at salvation.

Let’s not forget the ending. The novel ends on a note so cold it could freeze your soul: Clay leaves Los Angeles, unchanged, unbothered, and unmoved. The film, however, concludes with Clay and Blair driving off into the sunset, having vowed to turn their lives around. It’s saccharine. It’s pandering. It’s the cinematic equivalent of slapping a motivational poster over a painting by Francis Bacon.

Why did Hollywood do this? Simple: nihilism doesn’t sell. You can’t slap it on a movie poster and expect audiences to line up at the box office. People want catharsis, not existential despair. And so, the filmmakers gutted Less Than Zero of its soul (or lack thereof), replacing its stark nihilism with a hopeful narrative about the power of human connection.

Here’s the kicker, though: by doing this, the film completely misses the point of Ellis’s novel. Less Than Zero is a critique of LA’s shallow, soulless culture—a world where connection is impossible because no one feels anything. Turning it into a feel-good story about saving a friend from addiction is not just a betrayal; it’s downright laughable. It’s like adapting 1984 into a rom-com where Winston and Julia overthrow Big Brother and live happily ever after.

To be fair, the film isn’t bad—if you forget the source material exists. It’s well-acted, stylishly shot, and undeniably entertaining. But as an adaptation, it’s a travesty. It’s Ellis’s Less Than Zero with all the edges sanded down, the grit scrubbed clean, and a shiny coat of sentimentality slapped on top.

So, if you’ve read the book and thought, Wow, that was bleak—I wonder if the movie is any lighter?, the answer is yes, but not in a good way. It’s lighter because it’s hollowed out, stripped of its existential weight, and repackaged as something safe and digestible.

And if you haven’t read the book? Do yourself a favour: skip the movie, pour yourself a stiff drink, and dive into Ellis’s bleak masterpiece. Just don’t expect any warm, fuzzy feelings—it’s called Less Than Zero for a reason.

Where Generative AI Shines but Doesn’t

As I am putting some finishing touches on my latest paper, I had the idea to illustrate some of the novel nomenclature. For some reason, Zeno’s Paradox came to mind. Unlike in maths, it is not reconcilable in language. I asked ChatGPT how I might integrate the concept into my paper. Here is what it rendered. Not only is the exposition decent, but it also provides citations and references. Humorously, when I read the citations, I thought that they were placeholders – Brown, David, Smith, and Jones – but they turned out to be legitimate references – references I hadn’t considered and each relatively recent. I’m chalking this up as a win. This was not a case of ‘ChatGPT, do my homework’. Instead, it reflects an active collaboration between a human and technology. And now I have more reference papers to read and absorb.*

Bonus: Audio podcast discussing this topic.

Take the term ‘freedom’, an archetypal example of a Contestable that resists precise communication due to its inherent abstraction and ideological weight. To enhance its effectiveness, we might parse it into narrower forms, such as ‘freedom from’ (liberation from oppression or constraint) and ‘freedom to’ (the capacity to act or pursue desires). Whilst this initial breakdown provides some clarity, it is merely the beginning. Each parsed term demands further qualification: ‘freedom from what?’ and ‘freedom to do what?’ At every level of subdivision, new ambiguities emerge, requiring further refinement (Smith, 2021).

This process resembles Zeno’s paradox, where each attempt to clarify ‘freedom’ by moving incrementally closer to a precise meaning only reveals new layers of interpretive complexity. The concept remains elusive, perpetually deferring any definitive understanding as we approach it in ever-smaller fragments without fully grasping its essence (Jones, 2019). Unlike concrete terms like ‘chair’ or ‘table’, whose meanings can be pinned down through physical reference or functional description, ‘freedom’ resists final articulation (Brown, 2020). This continual parsing illustrates the inherent limitations of language when applied to abstract, boundary-resistant concepts: the more we attempt to define them, the more they fracture into an infinite regress of sub-concepts, each requiring its own explanation (Davis, 2022). Thus, whilst parsing ‘freedom’ improves communicative effectiveness to a point, it ultimately underscores language’s impotence in capturing the full spectrum of complex, ideational constructs (Wilson, 2018).

References:

Brown, J. (2020). The elusive nature of abstract concepts. Journal of Philosophical Studies, 35(2), 123-145.

Davis, S. (2022). Language and the limits of definition. Linguistic Quarterly, 57(1), 78-92.

Jones, M. (2019). Zeno’s paradox and the infinite regress of meaning. Metaphysical Review, 82(3), 245-263.

Smith, L. (2021). Freedom and its discontents: A study in semantic complexity. Political Philosophy Today, 14(2), 56-78.

Wilson, G. (2018). The impotence of language in capturing ideational constructs. Journal of Language and Meaning, 27(4), 198-215.


* References: Here’s the twist. When I went to read the cited references, none were found. Here’s what ChatGPT had to say about it:

I understand your difficulty in locating the references you’ve mentioned. It appears that the articles by Brown (2020), Davis (2022), Jones (2019), and Smith (2021) may not exist in the public domain or could be hypothetical examples. Consequently, Digital Object Identifiers (DOIs) for these works are unavailable.

If you’re interested in exploring topics related to abstract concepts, the limits of language, or semantic complexity, I can recommend some reputable sources:

  1. “The Challenges of Abstract Concepts” by Guy Dove (2021): This chapter discusses the theoretical challenges posed by abstract concepts and reviews current evidence and responses. Springer Link
  2. “Abstract Concepts and Metacognition: Searching for Meaning in Self and Others” by Anna M. Borghi, Chiara Fini, and Luca Tummolini (2021): This work explores the role of metacognition in understanding abstract concepts. Springer Link
  3. “The Limits of Language: Wittgenstein’s Later Philosophy and Skinner’s Verbal Behavior” by R. Harre (1983): This article examines the limitations of language through the perspectives of Wittgenstein and Skinner. JSTOR
  4. “Varieties of Abstract Concepts and Their Multiple Dimensions” by Anna M. Borghi et al. (2018): This paper discusses the representation of abstract concepts and the different criteria used to select them. Cambridge University Press

These sources should provide valuable insights into the subjects you’re interested in.

Thanks, ChatGPT – for nothing. smh

Paul Feyerabend’s Against Method: Chapter 1

What if science’s greatest achievements came not from following rules, but from breaking them? What if progress depends more on chaos than on order? In Against Method, philosopher Paul Feyerabend presents a provocative thesis: there is no universal scientific method, and the progress we celebrate often emerges from breaking established rules rather than following them.

I read Against Method years ago but decided to re-read it. It’s especially interesting to me because although I advocate systems thinking, I don’t believe everything should be or can be systematised. More generally, this bleeds into my feelings about government, politics, and institutions.

Whilst Feyerabend’s focus is on science, one can pull back the lens and see that it covers all such systems and systematic beliefs. I may write a separate article on this, but for now, I’ll focus on Against Method.

The Anarchist’s View of Science

Feyerabend’s critique strikes at the heart of how we think about knowledge and progress. He argues that science has advanced not through rigid adherence to methodology, but through a combination of creativity, rhetoric, and sometimes even deception. His concept of “epistemological anarchism” suggests that no single approach to knowledge should dominate – instead, multiple methods and perspectives should compete and coexist.

Consider Galileo’s defense of heliocentrism. Rather than relying solely on empirical evidence, Galileo employed persuasive rhetoric, selective data, and careful manipulation of public opinion. For Feyerabend, this isn’t an aberration but a typical example of how scientific progress actually occurs. The story we tell ourselves about the scientific method – as a systematic, purely rational pursuit of truth – is more myth than reality.

From Religious Dogma to Scientific Orthodoxy

The Age of Enlightenment marked humanity’s shift from religious authority to scientific rationality. Yet Feyerabend argues that we simply replaced one form of dogma with another. Scientism – the belief that science alone provides meaningful knowledge – has become our new orthodoxy. What began as a liberation from religious constraints has evolved into its own form of intellectual tyranny.

This transition could have taken a different path. Rather than elevating scientific rationality as the sole arbiter of truth, we might have embraced a more pluralistic approach where multiple ways of understanding the world – scientific, artistic, spiritual – could coexist and cross-pollinate. Instead, we’ve created a hierarchy where other forms of knowledge are dismissed as inferior or irrational.

The Chaos of Progress

In Chapter 1 of Against Method, Feyerabend lays the groundwork for his radical critique. He demonstrates how strict adherence to methodological rules would have prevented many of science’s greatest discoveries. Progress, he argues, often emerges from what appears to be irrational – from breaking rules, following hunches, and embracing contradiction. Indeed, rationalism is over-rated.

This isn’t to say that science lacks value or that methodology is meaningless. Rather, Feyerabend suggests that real progress requires flexibility, creativity, and a willingness to break from convention. Many breakthrough discoveries have been accidental or emerged from practices that would be considered unscientific by contemporary standards.

Beyond the Monolith

Our tendency to view pre- and post-Enlightenment thought as a simple dichotomy – superstition versus reason – obscures a richer reality. Neither period was monolithic, and our current reverence for scientific method might be constraining rather than enabling progress. Feyerabend’s work suggests an alternative: a world where knowledge emerges from the interplay of multiple approaches, where science exists alongside other ways of understanding rather than above them.

As we begin this exploration of Against Method, we’re invited to question our assumptions about knowledge and truth. Perhaps progress depends not on rigid adherence to method, but on the freedom to break from it when necessary. In questioning science’s monopoly on truth, we might discover a richer, more nuanced understanding of the world – one that embraces the chaos and contradiction inherent in human inquiry.

This is the first in a series of articles exploring Feyerabend’s Against Method. Join me as we challenge our assumptions about science, knowledge, and the nature of progress itself.

Sons and Fathers

The United States have just finished another presidential election cycle. Given the choices, I didn’t vote, but I recently had a chat with my twenty-something son. He identifies with the policies of the Democratic Party of yore but reckons they’ve abandoned their position, so he’s taken an ‘anyone but them’ stance.

Looking back, he voted for Bernie Sanders in the primaries for the 2016 election cycle—his first vote. He wanted a voice for change over the status quo. Without going into details, Bernie was back-stabbed and kicked in the groin by the DNC, the corporation in charge of the Democratic Party, because Hillary Clinton wanted to run. The rest is history, and my son reflected the sentiment. He wanted something other than status quo. If it wouldn’t be Sanders, it would be Trump, and he cast his vote accordingly.

The Democrats have lost touch with their base, whilst the Republicans have become the Big Tent party—a feature of the old Democratic party. Let’s rewind to see where it all fell apart.

It started during the Bill Clinton era—or rather, with the opposition against him. Before Clinton, politics were more like mates competing in sport. There were always sore losers, but by and large, people got behind the next administration, and we had peaceful transitions of power.

With Bill Clinton, a Democrat, the Republicans swore to hinder every possible policy or position he took. Despite this, he ran the first federal budget surplus to burn down the national debt for three of his eight years—the first since Lyndon B Johnson in 1969—and reversed a trend established by Ronald Reagan of leveraging debt, heaping it on future generations in the name of generating positive economic figures. Reagan ran the country like a bloke who’d found someone else’s limitless credit card. Americans are still paying off his binge.

When Clinton termed out, Republican Bush II was elected. The Democrats were furious. Then his cabal engaged in illegal crimes against humanity in the Middle East with the full support of the Democratic Party. When Bush II termed out, there was a lot of noise that he was going to commandeer the administration. This is the first I heard this rhetoric used, and the fear-based messaging has remained ratcheted up ever since. I heard this again at the end of Obama’s term and then Trump’s term.

Any semblance of world-based ideology has been drained, replaced with party fealty. In this election, the Harris campaign heavily messaged university-educated females. This was a strategic blunder as this was already her base. Meanwhile, Trump’s campaign targeted his former weak spots, taken for granted and left withering on the vine by the Harris campaign.

In the end, Harris ran a tepid campaign as a status quo candidate. No one is happy with the status quo save for those at the top. Democrats used to be about the average working-class Joe and Jane. Now, they’re about themselves. They never did any soul-searching after their loss in 2016. They thought they turned things around with Obama’s campaign of ‘Hope’, but he was another status quo turncoat whose actions didn’t match his rhetoric. He had two years where his party had full control of the House and Senate. Like a boxer throwing a fight, he sat on his hands for two years and then complained that he couldn’t get anything done.

Neither party has any material prospects for the future. They should just turn the page on this chapter of history—better still, they should open a new book.

The Scientist’s Dilemma: Truth-Seeking in an Age of Institutional Constraints

In an idealised vision of science, the laboratory is a hallowed space of discovery and intellectual rigour, where scientists chase insights that reshape the world. Yet, in a reflection as candid as it is disconcerting, Sabine Hossenfelder pulls back the curtain on a reality few outside academia ever glimpse. She reveals an industry often more concerned with securing grants and maintaining institutional structures than with the philosophical ideals of knowledge and truth. In her journey from academic scientist to science communicator, Hossenfelder confronts the limitations imposed on those who dare to challenge the mainstream — a dilemma that raises fundamental questions about the relationship between truth, knowledge, and institutional power.

I’ve also created a podcast to discuss Sabine’s topic. Part 2 is also available.

Institutionalised Knowledge: A Double-Edged Sword

The history of science is often framed as a relentless quest for truth, independent of cultural or economic pressures. But as science became more institutionalised, a paradox emerged. On the one hand, large academic structures offer resources, collaboration, and legitimacy, enabling ambitious research to flourish. On the other, they impose constraints, creating an ecosystem where institutional priorities — often financial — can easily overshadow intellectual integrity. The grant-based funding system, which prioritises projects likely to yield quick results or conform to popular trends, inherently discourages research that is too risky or “edgy.” Thus, scientific inquiry can become a compromise, a performance in which scientists must balance their pursuit of truth with the practicalities of securing their positions within the system.

Hossenfelder’s account reveals the philosophical implications of this arrangement: by steering researchers toward commercially viable or “safe” topics, institutions reshape not just what knowledge is pursued but also how knowledge itself is conceptualised. A system prioritising funding over foundational curiosity risks constraining science to shallow waters, where safe, incremental advances take precedence over paradigm-shifting discoveries.

Gender, Equity, and the Paradoxes of Representation

Hossenfelder’s experience with gender-based bias in her early career unveils a further paradox of institutional science. Being advised to apply for scholarships specifically for women, rather than being offered a job outright, reinforced a stereotype that women in science might be less capable or less deserving of direct support. Though well-intentioned, such programs can perpetuate inequality by distinguishing between “real” hires and “funded outsiders.” For Hossenfelder, this distinction created a unique strain on her identity as a scientist, leaving her caught between competing narratives: one of hard-earned expertise and one of institutionalised otherness.

The implications of this dilemma are profound. Philosophically, they touch on questions of identity and value: How does an individual scientist maintain a sense of purpose when confronted with systems that, however subtly, diminish their role or undercut their value? And how might institutional structures evolve to genuinely support underrepresented groups without reinforcing the very prejudices they seek to dismantle?

The Paper Mill and the Pursuit of Legacy

Another powerful critique in Hossenfelder’s reflection is her insight into academia as a “paper production machine.” In this system, academics are pushed to publish continuously, often at the expense of quality or depth, to secure their standing and secure further funding. This structure, which rewards volume over insight, distorts the very foundation of scientific inquiry. A paper may become less a beacon of truth and more a token in an endless cycle of academic currency.

This pursuit of constant output reveals the philosopher’s age-old tension between legacy and ephemerality. In a system driven by constant publication, scientific “advancements” are at risk of being rendered meaningless, subsumed by an industry that prizes short-term gains over enduring impact. For scientists like Hossenfelder, this treadmill of productivity diminishes the romantic notion of a career in science. It highlights a contemporary existential question: Can a career built on constant output yield a genuine legacy, or does it risk becoming mere noise in an endless stream of data?

Leaving the Ivory Tower: Science Communication and the Ethics of Accessibility

Hossenfelder’s decision to leave academia for science communication raises a question central to contemporary philosophy: What is the ethical responsibility of a scientist to the public? When institutional science falters in its pursuit of truth, perhaps scientists have a duty to step beyond its walls and speak directly to the public. In her pivot to YouTube, Hossenfelder finds a new audience, one driven not by academic pressures but by genuine curiosity.

This shift embodies a broader rethinking of what it means to be a scientist today. Rather than publishing in academic journals read by a narrow circle of peers, Hossenfelder now shares her insights with a public eager to understand the cosmos. It’s a move that redefines knowledge dissemination, making science a dialogue rather than an insular monologue. Philosophically, her journey suggests that in an age where institutions may constrain truth, the public sphere might become a more authentic arena for its pursuit.

Conclusion: A New Paradigm for Scientific Integrity

Hossenfelder’s reflections are not merely the story of a disillusioned scientist; they are a call to re-evaluate the structures that define modern science. Her journey underscores the need for institutional reform — not only to allow for freer intellectual exploration but also to foster a science that serves humanity rather than merely serving itself.

Ultimately, the scientist’s dilemma that Hossenfelder presents is a philosophical one: How does one remain true to the quest for knowledge in an age of institutional compromise? As she shares her story, she opens the door to a conversation that transcends science itself, calling us all to consider what it means to seek truth in a world that may have forgotten its value. Her insights remind us that the pursuit of knowledge, while often fraught, is ultimately a deeply personal, ethical journey, one that extends beyond the walls of academia into the broader, often messier realm of human understanding.

Censorial AI

I’m confused.

I could probably stop there for some people, but I’ve got a qualifier. I’ve been using this generation of AI since 2022. I’ve been using what’s been deemed AI since around 1990. I used to write financial and economic models, so I dabbled in “expert systems”. There was a long lull, and here we are with the latest incarnation – AI 4.0. I find it useful, but I don’t think the hype will meet reality, and I expect we’ll go cold until it’s time for 5.0. Some aspects will remain, but the “best” features will be the ones that can be monetised, so they will be priced out of reach for some whilst others will wither on the vine. But that’s not why I am writing today.

I’m confused by the censorship, filters, and guardrails placed on generative AI – whether for images or copy content. To be fair, not all models are filtered, but the popular ones are. These happen to be the best. They have the top minds and the most funding. They want to retain their funding, so the play the politically correct game of censorship. I’ve got a lot to say about freedom of speech, but I’ll limit my tongue for the moment – a bout of self-censorship.

Please note that given the topic, some of this might be considered not safe for work (NSFW) – even my autocorrection AI wants me to substitute the idiomatic “not safe for work” with “unsafe for work” (UFW, anyone? It has a nice ring to it). This is how AI will take over the world. </snark>

Image Cases

AI applications can be run over the internet or on a local machine. They use a lot of computing power, so one needs a decent computer with a lot of available GPU cycles. Although my computer does meet minimum requirements, I don’t want to spend my time configuring, maintaining, and debugging it, so I opt for a Web-hosted PaaS (platform as a service) model. This means I need to abide by censorship filters. Since I am not creating porn or erotica, I think I can deal with the limitations. Typically, this translates to a PG-13 movie rating.

So, here’s the thing. I prefer Midjourney for rendering quality images, especially when I am seeking a natural look. Dall-E (whether alone or via ChatGPT 4) works well with concepts rather than direction, which Midjourney accepts well in many instances.

Midjourney takes sophisticated prompts – subject, shot type, perspective, camera type, film type, lighting, ambience, styling, location, and some fine-tuning parameters for the model itself. The prompts are monitored for blacklisted keywords. This list is ever-expanding (and contracting). Scanning the list, I see words I have used without issue, and I have been blocked by words not listed.

Censored Prompts

Some cases are obvious – nude woman will be blocked. This screengrab illustrates the challenge.

On the right, notice the prompt:

Nude woman

The rest are machine instructions. On the left in the main body reads a message by the AI moderator:

Sorry! Please try a different prompt. We’re not sure this one meets our community guidelines. Hover or tap to review the guidelines.

The community guidelines are as follows:

This is fine. There is a clause that reads that one may notify developers, but I have not found this to be fruitful. In this case, it would be rejected anyway.

“What about that nude woman at the bottom of the screengrab?” you ask. Notice the submitted prompt:

Edit cinematic full-body photograph of a woman wearing steampunk gear, light leaks, well-framed and in focus. Kodak Potra 400 with a Canon EOS R5

Apart from the censorship debate, notice the prompt is for a full-body photo. This is clearly a medium shot. Her legs and feet are suspiciously absent. Steampunk gear? I’m not sure sleeves qualify for the aesthetic. She appears to be wearing a belt.

For those unanointed, the square image instructs the model to use this face on the character, and the CW 75 tells it to use some variance on a scale from 0 to 100.

So what gives? It can generate whatever it feels like, so long as it’s not solicited. Sort of…

Here I prompt for a view of the character walking away from the camera.

Cinematic, character sheet, full-body shot, shot from behind photograph, multiple poses. Show same persistent character and costumes . Highly detailed, cinematic lighting with soft shadows and highlights. Each pose is well-framed, coherent.

The response tells me that my prompt is not inherently offensive, but that the content of the resulting image might violate community guidelines.

Creation failed: Sorry, while the prompt you entered was deemed safe, the resulting image was detected as having content that might violate our community guidelines and has been blocked. Your account status will not be affected by this.

Occasionally, I’ll resubmit the prompt and it will render fine. I question why it just can’t attempt to re-render it again until it passes whatever filters it has in place. I’d expect it to take a line of code to create this conditional. But it doesn’t explain why it allows other images to pass – quite obviously not compliant.

Why I am trying to get a rear view? This is a bit off-topic, but creating a character sheet is important for storytelling. If I am creating a comic strip or graphic novel, the characters need to be persistent, and I need to be able to swap out clothing and environments. I may need close-ups, wide shots, establishing shots, low-angle shots, side shots, detail shots, and shots from behind, so I need the model to know each of these. In this particular case, this is one of three main characters – a steampunk bounty hunter, an outlaw, and a bartender – in an old Wild West setting. I don’t need to worry as much about extras.

I marked the above render errors with 1s and 2s. The 1s are odd next twists; 2s are solo images where the prompt asks for character sheets. I made a mistake myself. When I noticed I wasn’t getting any shots from behind, I added the directive without removing other facial references. As a human, a model might just ignore instructions to smile or some such. The AI tries to capture both, not understanding that a person can have a smile not captured by a camera.

These next renders prompt for full-body shots. None are wholly successful, but some are more serviceable than others.

Notice that #1 is holding a deformed violin. I’m not sure what the contraptions are in #2. It’s not a full-body shot in #3; she’s not looking into the camera, but it’s OK-ish. I guess #4 is still PG-13, but wouldn’t be allowed to prompt for “side boob” or “under boob”.

Gamers will recognise the standard T-pose in #5. What’s she’s wearing? Midjourney doesn’t have a great grasp of skin versus clothing or tattoos and fabric patterns. In this, you might presume she’s wearing tights or leggings to her chest, but that line at her chest is her shirt. She’s not wearing trousers because her navel is showing. It also rendered her somewhat genderless. When I rerendered it (not shown), one image put her in a onesie. The other three rendered the shirt more prominent but didn’t know what to do with her bottoms.

I rendered it a few more times. Eventually, I got a sort of body suit solution,

By default, AI tends to sexualise people. Really, it puts a positive spin on its renders. Pretty women; buff men, cute kittens, and so on. This is configurable, but the default is on. Even though I categorically apply a Style: Raw command, these still have a strong beauty aesthetic.

I’ve gone off the rails a bit, but let’s continue on this theme.

cinematic fullbody shot photograph, a pale girl, a striking figure in steampunk mech attire with brass monocle, and leather gun belt, thigh-high leather boots, and long steampunk gloves, walking away from camera, white background, Kodak Potra 400 with a Canon EOS R5

Obviously, these are useless, but they still cost me tokens to generate. Don’t ask about her duffel bag. They rendered pants on her, but she’s gone full-on Exorcist mode with her head. Notice the oddity at the bottom of the third image. It must have been in the training data set.

I had planned to discuss the limitations of generative AI for text, but this is getting long, so I’ll call it quits for now.

Reimagining Higher Education: Beyond the Current Paradigm

This article concludes our five-part series examining the contemporary state of higher education. Having analysed the divergence of purpose and function, market paradoxes, grade inflation, and credentialism, we now explore potential paths forward.

Reimagining Higher Education: Beyond the Current Paradigm

Our examination has revealed fundamental tensions in contemporary higher education: the divergence between purpose and function, market dynamics that undermine accessibility, weakened academic standards, and credential inflation1. These challenges suggest the need not merely for reform, but for reimagining the entire enterprise. The task before us requires both vision and pragmatism—the ability to envision transformative change while acknowledging the practical constraints of implementation.

Learning from Global Experience

The dominant Anglo-American model of higher education, despite its global influence, has reached a critical juncture. Its combination of unsustainable costs, credential inflation, and declining standards has created what scholars describe as a “perfect storm”2. Students emerge with significant debt but diminishing returns on their educational investment, whilst employers increasingly question the value of traditional degrees.

However, alternative approaches from around the world offer valuable insights for reformation. The German dual education system demonstrates how academic and vocational pathways can achieve parity of esteem whilst serving different student needs and economic requirements. This system’s success in maintaining high employment rates and industrial competitiveness suggests that differentiated educational pathways need not result in social stratification3.

Similarly, Scandinavian models of public funding have largely avoided the access crisis plaguing American and British universities. Their approach suggests that maintaining broad accessibility need not compromise educational quality when supported by appropriate funding structures and societal commitment. Meanwhile, Asian systems, particularly in Singapore and South Korea, have successfully emphasised technical expertise whilst maintaining strong liberal arts traditions, demonstrating that these educational approaches can be complementary rather than contradictory4.

Institutional Differentiation: A Path Forward

The future of higher education likely lies in embracing institutional diversity rather than forcing all universities to conform to a single model. This approach recognises that different types of institutions can excel in different ways, serving distinct but equally valuable purposes in the educational ecosystem5.

Research-intensive universities might focus on advancing knowledge frontiers and training future scholars, whilst teaching-focused institutions could prioritise pedagogical excellence and student development. Professional schools might emphasise practical skills and industry connections, while liberal arts colleges maintain their focus on broad intellectual development. This diversification need not create a hierarchy; rather, it acknowledges that excellence takes different forms in different contexts.

Technology’s Transformative Role

The role of technology in higher education extends far beyond the simple digitisation of existing practices. True technological transformation requires reimagining the very nature of teaching, learning, and assessment6. Adaptive learning systems can personalise education at scale, whilst artificial intelligence might help identify student struggles before they become critical. However, technology should enhance rather than replace human interaction in education.

The pandemic-era shift to online learning revealed both the potential and limitations of digital education. Whilst remote learning can increase accessibility and flexibility, it also highlighted the irreplaceable value of in-person interaction and community building. The future likely lies in thoughtfully blended approaches that combine digital efficiency with human connection.

Reimagining Funding and Accessibility

The current funding model of higher education, particularly in Anglo-American contexts, has become unsustainable. Innovation in financial structures must balance institutional sustainability with genuine accessibility7. Income-contingent loan schemes, whilst helpful, represent only a partial solution to a more fundamental problem.

More radical approaches might include lifetime learning accounts, where individuals can draw upon educational credits throughout their careers, or hybrid funding models that combine public support with private investment. Some institutions have begun experimenting with risk-sharing agreements, where universities retain a stake in their graduates’ future earnings, aligning institutional incentives with student success.

Quality Assurance in a Diverse Landscape

As higher education becomes more diverse in its forms and delivery methods, traditional quality assurance frameworks require fundamental revision8. New approaches must balance rigour with flexibility, maintaining standards whilst encouraging innovation. This might involve moving away from input-based measures (such as contact hours or library resources) toward outcome-based assessments that focus on student learning and capability development.

The New Social Contract

Higher education’s relationship with society requires fundamental reconsideration. The traditional implicit contract—where universities served as custodians of knowledge and certifiers of capability—no longer fully serves societal needs9. A new social contract must encompass universities’ roles in lifelong learning, social mobility, economic development, and cultural preservation.

This reimagined relationship requires universities to become more embedded in their communities, more responsive to societal needs, and more accountable for their outcomes. Yet they must also maintain their essential role as centres of independent thought and critical inquiry.

Implementation Challenges

The path to transformation faces significant obstacles10. Institutional inertia, regulatory constraints, and vested interests all resist change. Moreover, the complexity of higher education systems means that reforms in one area often have unintended consequences in others.

Success requires careful sequencing of changes, sustained commitment from leadership, and broad stakeholder engagement. Perhaps most importantly, it demands a willingness to experiment and learn from failure—characteristics that many educational institutions, ironically, struggle to embrace.

Vision for the Future

The future of higher education must balance preservation with transformation11. Traditional academic values—rigorous inquiry, intellectual freedom, the pursuit of truth—remain vital. Yet these must be pursued through new structures and methods appropriate to contemporary challenges.

Success will require unprecedented collaboration between institutions, governments, employers, and communities. It will demand new thinking about what constitutes education, who provides it, and how it is validated. Most fundamentally, it will require us to reimagine what universities can and should be in the 21st century and beyond.

Conclusion: Beyond Reform

The transformation of higher education represents one of the great challenges—and opportunities—of our time12. The task before us is not merely to reform existing institutions but to reimagine the very nature of higher education for a new era. This requires preserving what is valuable from traditional models whilst creating new approaches that better serve contemporary needs.

Success in this endeavour will require vision, courage, and persistence. Yet the stakes could hardly be higher. The future of higher education will shape not only individual opportunities but our collective capacity to address the complex challenges facing human society.


This concludes our five-part series on the state of higher education. We hope these analyses contribute to the ongoing dialogue about the future of learning and knowledge creation in our society.


Footnotes

1 Christensen, C. M., & Eyring, H. J. (2011). “The Innovative University.” Jossey-Bass.

2 Barber, M., Donnelly, K., & Rizvi, S. (2023). “An Avalanche Is Coming: Higher Education and the Revolution Ahead.” Institute for Public Policy Research.

3 Graf, L. (2022). “The German Dual Education System: Analysis of Its Evolution and Present Challenges.” Oxford Review of Education.

4 OECD. (2023). “Education at a Glance 2023: OECD Indicators.”

5 Clark, B. R. (2021). “Creating Entrepreneurial Universities: Organizational Pathways of Transformation.” Emerald Publishing.

6 Selwyn, N. (2023). “Digital Technology and the Future of Education.” Routledge.

7 Johnstone, D. B. (2022). “Financing Higher Education: Cost-Sharing in International Perspective.” SUNY Press.

8 European Association for Quality Assurance. (2023). “Standards and Guidelines for Quality Assurance.”

9 Collini, S. (2017). “Speaking of Universities.” Verso.

10 Crow, M. M., & Dabars, W. B. (2020). “The Fifth Wave: The Evolution of American Higher Education.” Johns Hopkins University Press.

11 Davidson, C. N. (2017). “The New Education: How to Revolutionize the University to Prepare Students for a World in Flux.” Basic Books.

12 Collini, S. (2022). “What Are Universities For?” Penguin.

Signalling and Credentialism: The Currency of Modern Education

This article is the second in a five-part series examining the contemporary state of higher education. Building on our analysis of purpose versus function, we now explore how attempts to democratise higher education have led to unexpected economic consequences.

The post-war expansion of higher education emerged from noble aspirations: democratising knowledge, fostering social mobility, and building a more equitable society. State funding and policy initiatives aimed to transform university education from an elite privilege into a broadly accessible opportunity1. Yet this worthy goal has yielded paradoxical outcomes that merit careful examination.

The democratisation of higher education has created an unexpected paradox: as access widens, the individual value of a degree diminishes, while its cost increases. This counterintuitive outcome challenges our fundamental assumptions about educational accessibility and its relationship to social progress.

The Market Response

Supply and Demand Distortions

As state funding increased access, universities responded not by expanding supply to meet demand, but by leveraging increased demand to enhance their market position2. This response reflects the peculiar economics of higher education, where traditional market forces fail to regulate prices effectively. Unlike typical markets, increased competition in higher education often drives prices up rather than down, as institutions compete on prestige rather than affordability.

The economic dynamics create several distinct but interrelated effects. Institutions invest heavily in amenities and facilities, transforming campuses into sophisticated learning environments that often resemble luxury resorts more than traditional academic settings. Administrative costs expand exponentially as universities create new departments and positions to manage increasingly complex operations and regulatory requirements. Marketing budgets have grown dramatically, with some institutions spending millions annually on recruitment and brand positioning. Research infrastructure continues to expand as universities seek to enhance their global rankings and attract prestigious faculty members.

The Prestige Premium

The persistence of institutional hierarchy means that despite wider access, competition for elite institutions intensifies3. This creates a two-tier effect where elite institutions maintain exclusivity while raising prices, and other institutions emulate this model, driving up costs across the sector. Prestige in higher education operates as a positional good: its value depends on its scarcity. This fundamental characteristic creates an inherent tension with democratisation efforts.

The pursuit of prestige manifests in various forms across the educational landscape. Elite institutions leverage their historical advantages to maintain selective admission rates while steadily increasing tuition fees. Mid-tier universities, attempting to climb the prestige ladder, invest heavily in research facilities and faculty recruitment, often at the expense of teaching resources. Less prestigious institutions find themselves caught in a difficult position, struggling to maintain academic standards while competing for a diminishing pool of students who can afford their fees.

The Student Debt Paradox

What began as an initiative to democratise opportunity has evolved into a system where students require more debt to access opportunity4. This creates a troubling cycle where rising tuition requires increased borrowing, which in turn influences career choices and often constrains social mobility. The burden falls disproportionately on those from disadvantaged backgrounds, who often take on higher debt levels relative to family income5.

The implications of this debt burden extend far beyond graduation. Recent graduates increasingly postpone major life decisions such as home ownership, marriage, or starting a family. Career choices become heavily influenced by loan repayment considerations rather than personal interest or societal need. Perhaps most troublingly, those who fail to complete their degrees often find themselves in the worst position: bearing the burden of educational debt without the corresponding benefit of a credential.

The Institutional Arms Race

The inflow of state funding and student debt has fuelled an institutional arms race6. Universities compete through an ever-expanding array of facilities, services, and programmes. Modern campuses now routinely feature state-of-the-art fitness centres, dining facilities that rival upscale restaurants, and residential accommodation that would have been considered luxurious by previous generations’ standards.

Administrative growth has been particularly striking. Universities now maintain extensive bureaucracies to manage everything from compliance and risk management to student life and career services. Marketing departments have expanded dramatically, employing sophisticated digital strategies and international recruitment campaigns. Research facilities continue to grow more elaborate and expensive, with institutions investing heavily in specialised equipment and facilities to attract top researchers and secure grant funding.

International Perspectives

Different funding models across nations reveal varying approaches to this challenge7. The European model of state-funded universities has historically maintained broader access while controlling costs, though recent pressures have begun to erode this advantage. The American model of high-fee, high-aid institutions creates a complex system of cross-subsidisation but often results in significant student debt. Emerging Asian hybrid models attempt to balance state control with market forces, though they too face increasing pressure from global competition.

These international variations provide valuable insights into alternative approaches to higher education funding and delivery. The Nordic countries, for instance, maintain high-quality public universities with minimal student fees, funded through progressive taxation. German-speaking countries have preserved a dual system of universities and technical institutions, helping to maintain distinct educational pathways. East Asian systems often combine strong state oversight with significant private sector involvement, creating unique hybrid models.

Implications for Social Mobility

The democratisation of access, paradoxically, may reinforce rather than reduce social stratification8. This occurs through multiple mechanisms that often work in concert to preserve and sometimes exacerbate existing inequalities. Debt burdens disproportionately affect students from lower-income backgrounds, potentially limiting their post-graduation choices and economic mobility. Credential inflation requires increasingly lengthy periods of study, favouring those with the financial resources to remain in education longer. Elite institutions, despite widened access overall, often remain bastions of privilege, with admission rates for disadvantaged students showing minimal improvement over time.

The role of social capital in educational success has, if anything, grown more significant. Students from privileged backgrounds often benefit from better information about university choices, stronger support networks, and greater access to unpaid internships and other career-building opportunities. These advantages compound over time, potentially leading to greater rather than lesser social stratification.

Looking Forward

Resolving these tensions requires rethinking not just funding mechanisms but the underlying structure of higher education9. The challenge lies in preserving genuine accessibility while avoiding the inflationary spiral that threatens to undermine the very democratisation we seek. True democratisation of higher education may require reimagining not just how we fund universities, but how we conceive of their role in society.

This reimagining might involve developing new models of educational delivery, creating alternative credentialing systems, or fundamentally restructuring the relationship between education and employment. Whatever path forward we choose, it must address both the financial sustainability of institutions and the genuine accessibility of education for all qualified students.


In the next article in this series, we shall examine how grade inflation compounds these challenges, further eroding the value proposition of higher education.


Footnotes

1 Trow, M. (2007). “Reflections on the Transition from Elite to Mass to Universal Access.” Springer.

2 Winston, G. C. (1999). “Subsidies, Hierarchy and Peers: The Awkward Economics of Higher Education.” Journal of Economic Perspectives.

3 Marginson, S. (2016). “The Dream Is Over: The Crisis of Clark Kerr’s California Idea of Higher Education.” University of California Press.

4 Goldrick-Rab, S. (2016). “Paying the Price: College Costs, Financial Aid, and the Betrayal of the American Dream.” University of Chicago Press.

5 Scott-Clayton, J. (2018). “The Looming Student Loan Default Crisis Is Worse Than We Thought.” Brookings Institution.

6 Zemsky, R., Wegner, G., & Massy, W. (2005). “Remaking the American University: Market-Smart and Mission-Centered.” Rutgers University Press.

7 OECD (2023). “Education at a Glance 2023: OECD Indicators.” OECD Publishing.

8 Chetty, R., et al. (2017). “Mobility Report Cards: The Role of Colleges in Intergenerational Mobility.” NBER.

9 Christensen, C. M., & Eyring, H. J. (2011). “The Innovative University.” Jossey-Bass.

Grade Inflation: The Erosion of Academic Standards

This article is the third in a five-part series examining the contemporary state of higher education. Building on our analyses of purpose versus function and market dynamics, we examine how grade inflation affects the integrity of academic assessment.

Grade Inflation: The Erosion of Academic Standards

Historical grading practices emerged from a need to evaluate scholarly achievement objectively. Yet modern pressures have transformed assessment from a measure of academic accomplishment into a tool serving various institutional and market demands1. Recent evidence suggests this transformation extends beyond mere grade inflation to fundamental changes in academic capability and institutional standards.

The Evolution of Grade Inflation

The trajectory of grade inflation in higher education tells a compelling story. At Harvard University, the percentage of A-range grades increased from 15% in 1960 to 79% in 20232. This pattern is not isolated to elite institutions; similar trends appear across the higher education spectrum3.

Institutional Drivers

Market Pressures

Universities face multiple pressures that influence grading practices 4. These pressures manifest through complex interconnections between funding metrics and institutional performance. Student satisfaction scores increasingly influence funding allocations, whilst retention and completion rates factor prominently in university rankings. League table competition drives institutional behaviour at all levels, and graduate employment statistics have become crucial marketing tools. The growing emphasis on student evaluation of teaching has created additional pressure on academic staff to maintain high grade averages.

Contemporary Challenges

Recent developments have intensified these pressures. The widespread availability of AI writing tools, online homework solutions, and contract cheating services creates new challenges for maintaining academic integrity5. Simultaneously, evidence suggests fundamental changes in student preparation and capability, with elite institutions reporting declining student engagement with long-form texts and complex academic tasks6.

The Mechanics of Grade Inflation

Statistical Evidence

Contemporary grade distributions reveal several concerning patterns7. We observe significant compression at the upper end of the grading scale, with marks clustering in the top bands across disciplines. This compression has led to reduced differentiation between achievement levels, making it increasingly difficult to distinguish truly exceptional work. Furthermore, there exists marked variance across disciplines, with some fields showing more pronounced inflation than others. Perhaps most troublingly, we see a growing disparity between public and private institutions, potentially exacerbating existing educational inequalities.

Global Variations

Different educational systems demonstrate varying approaches to grade inflation8. The Anglo-American systems show marked inflation trends, whilst Continental European systems maintain more rigid standards through centralised examination procedures and external moderation. Asian systems often emphasise relative ranking over absolute grades, creating different dynamics around grade distribution. Meanwhile, international institutions grapple with grade compatibility across different national systems, adding another layer of complexity to the issue.

Consequences for Academic Integrity

Assessment Reliability

Grade inflation undermines the fundamental purpose of assessment9. The ability to distinguish between different levels of achievement has been significantly compromised, whilst feedback mechanisms lose their effectiveness when most marks cluster at the top of the scale. Academic standards face erosion as expectations adjust to meet the new normal, and cross-institutional comparability becomes increasingly challenging.

Impact on Learning

The effects on student learning are equally concerning10. Students demonstrate reduced motivation to excel when high grades become the expectation rather than the reward for exceptional work. Many choose to avoid challenging courses that might threaten their grade point average, whilst the emphasis on grades over learning leads to strategic but superficial approaches to study. Perhaps most concerning is the decrease in academic resilience, as students become less equipped to handle constructive criticism or engage with challenging material.

Reform Considerations

Addressing grade inflation requires systematic reform11. A comprehensive approach to grade normalisation practices could help restore meaning to academic assessment, particularly when implemented across institutions. Enhanced external examination systems, drawing on successful European models, might provide greater accountability and standardisation. The development of competency-based assessment frameworks offers another promising direction, potentially providing a more meaningful evaluation of student capabilities. Multi-dimensional evaluation frameworks could capture different aspects of student achievement, moving beyond simple grade point averages to provide richer, more nuanced assessments of academic performance.

Future Implications

For Academic Standards

The persistence of grade inflation threatens both academic standards and institutional credibility12. Educational quality faces ongoing pressure as institutions struggle to maintain meaningful assessment standards within an increasingly competitive marketplace. Assessment validity becomes harder to defend when grades no longer reflect genuine differences in achievement. Institutional credibility suffers as employers and other stakeholders lose faith in academic credentials, whilst professional preparation may be compromised when students receive inaccurate feedback about their capabilities.

For Higher Education

The broader effects on higher education are profound. Institutional purpose becomes increasingly unclear when assessment loses its meaning. Academic integrity faces new challenges as grade inflation undermines the relationship between effort and achievement. Market dynamics continue to pressure institutions toward more lenient grading, whilst social mobility may actually be hindered when privileged institutions can offer higher grades for equivalent work.


In the next article in this series, we shall examine how grade inflation intersects with broader credentialism trends in higher education and employment markets.


Footnotes

1 Johnson, V. E. (2003). “Grade Inflation: A Crisis in College Education.” Springer.

2 Harvard University Office of Institutional Research. (2023). “Grade Distribution Report.”

3 Rojstaczer, S., & Healy, C. (2012). “Where A Is Ordinary: The Evolution of American College and University Grading, 1940–2009.” Teachers College Record.

4 Babcock, P. (2010). “Real Costs of Nominal Grade Inflation? New Evidence from Student Course Evaluations.” Economic Inquiry.

5 International Center for Academic Integrity. (2023). “Trends in Academic Integrity.”

6 Horowitch, R. (2024). “The Elite College Students Who Can’t Read Books.” The Atlantic.

7 Rojstaczer, S. (2016). “Grade Inflation at American Colleges and Universities.” GradeInflation.com.

8 European Commission. (2023). “The European Education Area: Assessment Practices in Higher Education.”

9 Butcher, K., McEwan, P., & Weerapana, A. (2014). “The Effects of an Anti-Grade-Inflation Policy at Wellesley College.” Journal of Economic Perspectives.

10 Arum, R., & Roksa, J. (2011). “Academically Adrift: Limited Learning on College Campuses.” University of Chicago Press.

11 Hu, S. (2005). “Beyond Grade Inflation: Grading Problems in Higher Education.” ASHE Higher Education Report.

12 Collins, R. (2019). “The Credential Society: An Historical Sociology of Education and Stratification.” Columbia University Press.

The Unseen Costs of Widened Access: A Market Paradox in Higher Education

This article is the second in a five-part series examining the contemporary state of higher education. Building on our analysis of purpose versus function, we now explore how attempts to democratise higher education have led to unexpected economic consequences.

The post-war expansion of higher education emerged from noble aspirations: democratising knowledge, fostering social mobility, and building a more equitable society. State funding and policy initiatives aimed to transform university education from an elite privilege into a broadly accessible opportunity1. Yet this worthy goal has yielded paradoxical outcomes that merit careful examination.

The democratisation of higher education has created an unexpected paradox: as access widens, the individual value of a degree diminishes, while its cost increases. This counterintuitive outcome challenges our fundamental assumptions about educational accessibility and its relationship to social progress.

The Market Response

Supply and Demand Distortions

As state funding increased access, universities responded not by expanding supply to meet demand, but by leveraging increased demand to enhance their market position2. This response reflects the peculiar economics of higher education, where traditional market forces fail to regulate prices effectively. Unlike typical markets, increased competition in higher education often drives prices up rather than down, as institutions compete on prestige rather than affordability.

The economic dynamics create several distinct but interrelated effects. Institutions invest heavily in amenities and facilities, transforming campuses into sophisticated learning environments that often resemble luxury resorts more than traditional academic settings. Administrative costs expand exponentially as universities create new departments and positions to manage increasingly complex operations and regulatory requirements. Marketing budgets have grown dramatically, with some institutions spending millions annually on recruitment and brand positioning. Research infrastructure continues to expand as universities seek to enhance their global rankings and attract prestigious faculty members.

The Prestige Premium

The persistence of institutional hierarchy means that despite wider access, competition for elite institutions intensifies3. This creates a two-tier effect where elite institutions maintain exclusivity while raising prices, and other institutions emulate this model, driving up costs across the sector. Prestige in higher education operates as a positional good: its value depends on its scarcity. This fundamental characteristic creates an inherent tension with democratisation efforts.

The pursuit of prestige manifests in various forms across the educational landscape. Elite institutions leverage their historical advantages to maintain selective admission rates while steadily increasing tuition fees. Mid-tier universities, attempting to climb the prestige ladder, invest heavily in research facilities and faculty recruitment, often at the expense of teaching resources. Less prestigious institutions find themselves caught in a difficult position, struggling to maintain academic standards while competing for a diminishing pool of students who can afford their fees.

The Student Debt Paradox

What began as an initiative to democratise opportunity has evolved into a system where students require more debt to access opportunity4. This creates a troubling cycle where rising tuition requires increased borrowing, which in turn influences career choices and often constrains social mobility. The burden falls disproportionately on those from disadvantaged backgrounds, who often take on higher debt levels relative to family income5.

The implications of this debt burden extend far beyond graduation. Recent graduates increasingly postpone major life decisions such as home ownership, marriage, or starting a family. Career choices become heavily influenced by loan repayment considerations rather than personal interest or societal need. Perhaps most troublingly, those who fail to complete their degrees often find themselves in the worst position: bearing the burden of educational debt without the corresponding benefit of a credential.

The Institutional Arms Race

The inflow of state funding and student debt has fuelled an institutional arms race6. Universities compete through an ever-expanding array of facilities, services, and programmes. Modern campuses now routinely feature state-of-the-art fitness centres, dining facilities that rival upscale restaurants, and residential accommodation that would have been considered luxurious by previous generations’ standards.

Administrative growth has been particularly striking. Universities now maintain extensive bureaucracies to manage everything from compliance and risk management to student life and career services. Marketing departments have expanded dramatically, employing sophisticated digital strategies and international recruitment campaigns. Research facilities continue to grow more elaborate and expensive, with institutions investing heavily in specialised equipment and facilities to attract top researchers and secure grant funding.

International Perspectives

Different funding models across nations reveal varying approaches to this challenge7. The European model of state-funded universities has historically maintained broader access while controlling costs, though recent pressures have begun to erode this advantage. The American model of high-fee, high-aid institutions creates a complex system of cross-subsidisation but often results in significant student debt. Emerging Asian hybrid models attempt to balance state control with market forces, though they too face increasing pressure from global competition.

These international variations provide valuable insights into alternative approaches to higher education funding and delivery. The Nordic countries, for instance, maintain high-quality public universities with minimal student fees, funded through progressive taxation. German-speaking countries have preserved a dual system of universities and technical institutions, helping to maintain distinct educational pathways. East Asian systems often combine strong state oversight with significant private sector involvement, creating unique hybrid models.

Implications for Social Mobility

The democratisation of access, paradoxically, may reinforce rather than reduce social stratification8. This occurs through multiple mechanisms that often work in concert to preserve and sometimes exacerbate existing inequalities. Debt burdens disproportionately affect students from lower-income backgrounds, potentially limiting their post-graduation choices and economic mobility. Credential inflation requires increasingly lengthy periods of study, favouring those with the financial resources to remain in education longer. Elite institutions, despite widened access overall, often remain bastions of privilege, with admission rates for disadvantaged students showing minimal improvement over time.

The role of social capital in educational success has, if anything, grown more significant. Students from privileged backgrounds often benefit from better information about university choices, stronger support networks, and greater access to unpaid internships and other career-building opportunities. These advantages compound over time, potentially leading to greater rather than lesser social stratification.

Looking Forward

Resolving these tensions requires rethinking not just funding mechanisms but the underlying structure of higher education9. The challenge lies in preserving genuine accessibility while avoiding the inflationary spiral that threatens to undermine the very democratisation we seek. True democratisation of higher education may require reimagining not just how we fund universities, but how we conceive of their role in society.

This reimagining might involve developing new models of educational delivery, creating alternative credentialing systems, or fundamentally restructuring the relationship between education and employment. Whatever path forward we choose, it must address both the financial sustainability of institutions and the genuine accessibility of education for all qualified students.


In the next article in this series, we shall examine how grade inflation compounds these challenges, further eroding the value proposition of higher education.


Footnotes

1 Trow, M. (2007). “Reflections on the Transition from Elite to Mass to Universal Access.” Springer.

2 Winston, G. C. (1999). “Subsidies, Hierarchy and Peers: The Awkward Economics of Higher Education.” Journal of Economic Perspectives.

3 Marginson, S. (2016). “The Dream Is Over: The Crisis of Clark Kerr’s California Idea of Higher Education.” University of California Press.

4 Goldrick-Rab, S. (2016). “Paying the Price: College Costs, Financial Aid, and the Betrayal of the American Dream.” University of Chicago Press.

5 Scott-Clayton, J. (2018). “The Looming Student Loan Default Crisis Is Worse Than We Thought.” Brookings Institution.

6 Zemsky, R., Wegner, G., & Massy, W. (2005). “Remaking the American University: Market-Smart and Mission-Centered.” Rutgers University Press.

7 OECD (2023). “Education at a Glance 2023: OECD Indicators.” OECD Publishing.

8 Chetty, R., et al. (2017). “Mobility Report Cards: The Role of Colleges in Intergenerational Mobility.” NBER.

9 Christensen, C. M., & Eyring, H. J. (2011). “The Innovative University.” Jossey-Bass.