Academia’s Quiet Aristocracy
Open inquiry requires a revolution in research assessment.
By Farid Zaid
"Matthew Effect Roulette" by Weston Wei (used with permission).
In a well-worn biblical parable, a master is preparing to leave on a long journey and, before departing, he entrusts his servants with portions of his wealth – "talents," or large units of currency. To one servant he gives five talents, to another two, and to the third, just one. The first two servants invest their shares and double what they have been given. The third buries his single share in the ground, hoping only to preserve what little he has. When the master returns, he rewards the two who took risks and multiplied their talents and admonishes the one who did not, declaring: For to everyone who has will more be given, and he will have an abundance. But from the one who has not, even what he has will be taken away.
Traditionally, the parable is read as an exhortation to diligence, ambition, and faith. But it is hard to ignore the harsher subtext: It is easy to take risks when you begin with plenty; fear is rational when you have almost nothing. The servant with the smallest endowment was not slothful – he was vulnerable. His caution wasn’t a form of laziness, but a rational response to the desperate calculus of scarcity, where every misstep could mean ruin.
Over time, this lesson – the compounding of advantage for those who already have, and the stripping away from those who have little – has been formalized into what is now known as the Matthew Effect, named after the gospel in which the parable cited above appears.
The effect shows up – often subtly – across a striking number of economic and cultural domains. In education, early gains in reading proficiency lead to compounding advantages in literacy, while struggling readers fall further behind – a gap that often widens over the school years. In wealth distribution, those who begin with wealth are more likely to access further opportunities for capital growth, entrenching inequality over time. In the labor market, early career access to high-status networks or prestigious internships accelerates opportunity, creating self-reinforcing loops of visibility and success. In cultural industries like music and publishing, exposure-based algorithms and bestseller dynamics amplify already-popular works, crowding out emerging voices regardless of quality.
Yet nowhere does the principle reshape outcomes more quietly – and more consequentially – than in academia, where it is not just results but the architecture of ambition itself that bends to its logic.
Universities present themselves as arenas of merit, where brilliance rises naturally toward recognition. Yet in reality, the world of journal publishing, citation counts, and institutional prestige resembles a reputation marketplace skewed by legacy and access. Influence compounds along familiar lines, while those outside established networks find themselves locked out of visibility, relevance, and reward. Innovation, it seems – unless safely packaged – is a dangerous wager. And so, countless ideas, like that buried talent, are hidden away before they are ever given a chance to grow.
Metrics were meant to illuminate excellence.But instead of casting light, they have thickened the shadows – entrenching privilege, narrowing inquiry, and rewarding only those already standing in the spotlight.
The idea that scholarly excellence could be measured with precision is a relatively recent invention. The Journal Impact Factor (JIF), introduced in the mid-twentieth century, marked the beginning of this shift – offering first libraries and then academic publishers, universities, and funding agencies a seemingly neutral way to quantify influence and impose order on the ambiguity of peer judgment. Over time, additional metrics such as citation counts, university and journal rankings, and the h-index amplified this logic, promising to identify scholarly value with algorithmic efficiency. It was a technocratic vision of academic meritocracy: detached, rational, transparent, and fair.
But the illusion of neutrality surrounding citation-based metrics masked the extent to which they can be – and routinely are – manipulated and distorted. Far from offering a transparent window into scholarly merit, these quantifiable measures invite strategic behaviour that rewards gaming over genuine intellectual contribution. Editors seeking to elevate their journal’s standing have been documented pressuring authors to insert irrelevant citations or favoring submissions likely to boost citation tallies, regardless of substance. Researchers, in turn, often engage in excessive self-citation to fabricate influence. Most concerning is the recent documented rise of citation cartels: collusive networks that systematically inflate members’ citation counts without regard for scholarly relevance.
Beyond these intentional distortions, deeper structural shifts in academic publishing have further eroded the reliability of citation-based metrics. As publication rates accelerate, studies are increasingly fragmented into smaller publishable units (aka salami-slicing), author lists lengthen, and the volume of references expands, while the signal-to-noise ratio of scholarly output diminishes. Measures such as citation count, h-index, and journal impact factor are increasingly saturated – amplified not by scholarly impact but by scale, density, and consolidation within elite publication networks. Across disciplines, and even within departments, such metrics no longer offer stable grounds for comparison.
These distortions are not fringe aberrations; they are embedded responses to institutional systems that equate numerical visibility with academic value. In line with Goodhart’s Law – which states that, when a measure becomes a target, it ceases to be a good measure – what began as a tool for assessing quality has become a force that reshapes scholarly practice itself, introducing perverse incentives that reward visibility over substance, resonance over rigour, and citation-maximization over genuine insight.
It is this quiet aristocracy – the subtle, often invisible consolidation of power and legitimacy – that shapes not only careers, but the intellectual boundaries of entire disciplines.
Metrics were meant to illuminate excellence. But instead of casting light, they have thickened the shadows – entrenching privilege, narrowing inquiry, and rewarding only those already standing in the spotlight. Sociologist Robert Merton first exposed this disturbing aberration in science: a self-reinforcing cycle of early recognition, often linked to institutional prestige, leads to disproportionate future rewards, irrespective of underlying merit.
Originally identifying what he termed “the Matthew Effect” in the context of how eminent scientists received more credit in collaborations or simultaneous discoveries, Merton later broadened the concept to include the ways in which scientific communication and visibility are skewed by status. Contributions from prominent figures are amplified while those from lesser-known scholars are often overlooked. Eminent scientists benefit not only from structural prestige, but from the psychosocial conditions it enables – confidence, risk-tolerance, and the freedom to pursue difficult problems. The Matthew Effect, in this sense, describes how prestige not only multiplies rewards but also reshapes the conditions of intellectual labour itself.
Empirical studies consistently show how success compounds along prestige lines. Citation counts, often taken as proxies for quality, are deeply shaped by where a paper appears, not simply by what it contributes. Even when identical papers are inadvertently published in different journals, the version in the higher-ranked outlet consistently attracts more citations – a striking reminder that visibility and prestige can outweigh substance. This "halo effect" – where perceived value is amplified by institutional reputation – helps explain why journal prestige remains one of the strongest predictors of citation rates. That early boost in visibility quickly compounds. Once scholars publish in elite journals, they are disproportionately invited back – benefiting from editorial trust, increased visibility, and a kind of reputational momentum that is hard to replicate elsewhere.
So entrenched is this pattern that some quip that science advances one funeral at a time – a grim but telling nod to how tightly access and authority are linked, and how slowly intellectual gatekeeping gives way to new voices. This isn’t just about who gets cited – it’s about which ideas are allowed to shape the future of knowledge.
This same gravitational pull of early advantage exerts a powerful influence in the competitive arena of research funding. Scholars who narrowly secure early-career grants are significantly more likely to dominate future grant competitions. The pattern holds just as firmly in the world of research funding more broadly: early success all but guarantees future access, while a narrow miss can quietly end a promising trajectory.
Those who miss out – despite equal talent – are often pushed to the margins, their research trajectories diverted or cut short. Rather than correcting for structural barriers – whether institutional, socio-economic, or demographic – the system entrenches them, reinforcing inequality at scale. Innovative or unconventional ideas that originate outside dominant networks are routinely underfunded, while resources cluster around those already recognised.
The implications of these compounding advantages are not peripheral – they are structural. They determine who gets to contribute, whose work defines the field, and which ideas are given the space to grow. The result is a scientific community that is less epistemically diverse, more risk-averse, and less resilient to intellectual stagnation and dogma.
By constraining what gets seen, cited, and funded, systemic biases don’t just mute the potential of individual researchers. They narrow the horizons of scholarship itself. We lose not only voices, but possibilities. It is this quiet aristocracy – the subtle, often invisible consolidation of power and legitimacy – that shapes not only careers, but the intellectual boundaries of entire disciplines.
Universities present themselves as arenas of merit, where brilliance rises naturally toward recognition. Yet in reality, the world of journal publishing, citation counts, and institutional prestige resembles a reputation marketplace skewed by legacy and access.
And this imbalance distorts more than just outcomes; it quietly narrows what scholars even dare to attempt. Just as the servant entrusted with only one talent feared taking a risk he could not afford, scholars with fewer institutional resources learn, often unconsciously, to aim for work that will be deemed acceptable by the dominant tastes of gatekeepers. They are drawn, often instinctively, toward caution.
Research questions are trimmed to fit familiar frames, and methods skew increasingly conventional, selected less for what they might uncover than for how safely they can be defended. Conclusions tilt toward what is already known and already admired. Even dissenting or unconventional viewpoints – those that might have stretched a field, challenged a consensus, or opened a new horizon – are often abandoned before they are fully formed – not from lack of imagination, but from an acute awareness that the margin for error is razor-thin. Those without prestigious institutional armour must learn to protect themselves. They bury their riskiest ideas deep beneath the surface, choosing safer, more acceptable paths.
This dynamic undermines the conditions necessary for open inquiry. Diversity of thought – not merely demographic, but epistemological and methodological – becomes collateral damage. Scholars from less represented regions, institutions, or intellectual traditions find it harder to gain a hearing, no matter the intrinsic merit of their work. The academy, instead of being a robust marketplace of ideas, morphs into an echo chamber, where what is already prestigious is simply amplified. If academic freedom is to mean anything beyond a formal protection against censorship, it demands the dismantling of prestige’s silent gatekeeping, so that insight, not inheritance, determines what rises.
Those without prestigious institutional armour must learn to protect themselves. They bury their riskiest ideas deep beneath the surface, choosing safer, more acceptable paths.
The good news: Despite the entrenched power of prestige metrics, alternatives already exist – and some are beginning to gather momentum.
The San Francisco Declaration on Research Assessment (DORA) calls for hiring, funding, and promotion decisions to prioritise the quality of individual contributions over the journals’ prestige. Preprint servers such as PsyArXiv create spaces where scholarship can be seen and engaged on its merits, without waiting for gatekeepers to confer legitimacy.
Some universities are beginning to move away from journal-based proxies altogether, experimenting instead with direct evaluation of research outputs at the article level. These approaches, often referred to as article-level metrics (ALMs), aim to measure the reach and influence of individual works rather than the prestige of the journals in which they appear. Unlike citation counts alone, ALMs incorporate a broader set of signals – social media mentions, news coverage, blog posts, policy citations, and usage statistics like views and downloads. The result is a more immediate and textured picture of how knowledge circulates both within and beyond academia. Though still imperfect, these tools gesture toward a more pluralistic and less hierarchical way of recognising scholarly value.
Funding bodies, too, are facing growing calls to shift their criteria, away from narrow benchmarks of prestige and toward a more generous recognition of intellectual risk, methodological diversity, and boundary-pushing inquiry. Rather than favoring projects that conform to familiar paradigms or emulate prior success, funders are being urged to support work that challenges disciplinary norms, explores emerging questions, or takes genuine epistemic risks.
These reforms remain modest and uneven, but they signal the contours of a healthier academic culture – one where scholarly value is judged by creativity, rigor, and the substance of its contribution, not by the institutional weight behind it. At present, however, too much depends on mastering the subtle codes of the academic aristocracy: the right language, the right citations, the right tone. True open inquiry requires more than permission to speak – it requires the structural capacity to think differently.