
Once one sees how the Williamson Fine discussion bears on a term like inclusion, it becomes very hard not to suspect that a much wider region of contemporary educational vocabulary may be vulnerable to the same diagnosis. The suspicion should not be turned into a cheap debunking reflex. It would be foolish to conclude that every influential educational term is empty simply because some are unstable. But Williamson gives us a new and quite exact way of asking when a concept is in danger of becoming an emperor without clothes concept. It is not enough that the term be broad, morally attractive, or politically serviceable. The deeper question is whether the apparent unity of the concept tracks a genuine educational structure, or whether it is being sustained mainly by a relevance heuristic that sweeps together everything that feels connected to a desirable answer to some educational question.
The pattern is by now familiar. A term enters educational discourse as a useful marker of concern or aspiration. It initially functions heuristically, drawing attention to some cluster of neglected phenomena. It then acquires normative prestige. Because it is associated with what seems obviously good, objection becomes morally awkward. At that point, the concept begins to thicken. More and more phenomena are treated as instances of it. More and more reforms are justified in its name. It becomes a banner concept. Eventually it starts to look as if it names a deep educational reality. At that stage, the Finean impulse awakens. We ask what belongs to its essence, what grounds it, what generated entities instantiate it, what it excludes, what it demands. But Williamson now tells us that this very sequence may be philosophically dangerous. The pressure to find a deep essence may itself be produced by a concept whose felt unity is already an artefact of the way our minds and our institutions have grouped things together.
One reason this happens so easily in education is that many of its key concepts are both evaluative and explanatory at once. A term such as inclusion, belonging, engagement, empowerment, resilience, voice, agency, creativity, wellbeing, or even excellence does not merely describe. It also commends. Once a term both praises and explains, the temptation to reify it becomes very strong. If a school is flourishing, one says it has belonging, agency, inclusion, culture, or voice. If it is not, one says these are absent. The term starts to function as if it named a thing whose presence or absence explains what matters. But this role can be illusory. It may simply be that the term gathers together many effects, conditions, and values under one rhetorically satisfying label.Williamson’s great contribution here is methodological rather than merely polemical. He gives us reasons for thinking that our confidence in such concepts may arise from a cognitive shortcut. We see certain elements as relevant to answering some question, what makes a school humane, what good learning requires, what justice in education demands, and we sweep them together. The more morally resonant the question, the more stable the resulting bundle can feel. But the feeling of relevance is not yet evidence of ontological discipline. In fact, educational discourse is especially prone to this kind of overfitting because it often works by way of examples, testimonies, case descriptions, and high-level policy ideals rather than by rigorous confrontation with competing formal models or deeper conceptual tests.
Take “student voice.” On first encounter it seems entirely compelling. Students should be heard. Their perspectives matter. Educational arrangements imposed without their say are often oppressive or stupid. The term therefore performs a valuable critical function. But does “student voice” name one educational kind. Or is it a cluster of quite different goods, consultation, representation, recognition, dialogue, authorship, participation in governance, freedom of expression, curricular responsiveness, public speech confidence, and so on. Once these are separated, it becomes much less obvious that there is a single thing called student voice whose essence we can theorise. Some of these goods may be generated by very different structures. Some may conflict. A pupil may have strong authorship in classroom writing but no institutional representation. Another may sit on the school council yet have no real discursive authority in lessons. A third may feel deeply recognised by one teacher while never publicly speaking at all. The term “voice” feels unifying because the relevance filter happily groups all these under an answer to the question, how are students not silenced. But that does not yet mean there is a single educational property there.
Or take “agency,” a term now almost impossible to avoid. Again, its critical role is obvious. It pushes back against images of the learner as passive recipient or behavioural object. It helps foreground the learner as one who acts, chooses, interprets, resists, and initiates. That is valuable. But analytically the term is often in very poor condition. Agency may mean freedom from coercion, self-direction, practical authorship, cognitive ownership, self-efficacy, political participation, reflective endorsement, or even simply active involvement. These are not the same. Yet educational writing often treats them as if they were all manifestations of one deep good. A lesson is praised for giving students agency because they choose presentation topics, because they structure their own inquiry, because they feel more motivated, because they co-construct criteria, because they exercise political critique, because they solve problems independently, or because they challenge the teacher. Some of these may belong together in certain settings, but often the unity of “agency” is supplied by the fact that each looks relevant to resisting passivity. That is precisely the kind of conceptual glue Williamson teaches us to suspect.
The same applies to “belonging.” We are strongly drawn to the idea that pupils need to belong. Again, this is almost certainly true in some important respects. But what is this belonging. Is it social acceptance. Is it affective security. Is it institutional legibility. Is it cultural recognition. Is it having one’s presence make a difference in a shared practice. Is it access to common goods without stigma. Is it symbolic representation in the curriculum. Is it confidence that one’s way of being will not be treated as alien. These may overlap, but not neatly. A pupil may feel socially accepted by peers while remaining curricularly invisible. Another may see herself represented in the syllabus while feeling no interpersonal ease. Another may be fully recognised as part of the institution while remaining isolated in the classroom. Yet the term “belonging” is often used as if it named a single educational state. Once again, the relevance filter can explain why. All these seem relevant to answering the question, what is it for a child not to be marginal. But that does not prove unity.
One can continue in this way through much of the current lexicon. “Wellbeing” is perhaps an especially clear case. It has become a master term into which emotional regulation, mental health, safety, enjoyment, balance, self-esteem, calmness, relational trust, sleep, diet, reduced stress, and sometimes even general moral flourishing are packed. It is then used as if it were one educational good capable of straightforward measurement, intervention, and optimisation. But the very breadth that makes the term politically useful may make it metaphysically unstable. The stronger the policy and moral pressure to have one good umbrella term, the easier it is for the concept to acquire the appearance of unity without actually earning it.
Even “creativity,” often treated as an unquestionable educational good, may be vulnerable in this way. Is creativity originality, risk, generativity, aesthetic invention, problem-solving flexibility, non-conformity, imaginative synthesis, domain-transforming work, or personal expressiveness. In practice the term is made to do service across all these. A child is called creative because she paints boldly, or solves a mathematical problem unexpectedly, or writes vividly, or invents a game, or resists formula, or combines known materials in a new way. Each may be relevant to some broad anti-routine answer to the question, what is education for if not mere reproduction. But the temptation to treat them as one property may far outrun the evidence that they belong to one coherent educational kind.
What makes these concepts especially dangerous is that many are are prestige terms. They come with built-in asymmetries of social and professional risk. To doubt them can look morally suspect, politically regressive, or technically outdated. This is one reason the emperor without clothes diagnosis matters. The problem is not merely semantic untidiness. It is that the prestige of the term can shield it from the very analytic pressure that would reveal its weakness. Fine’s style of metaphysics encourages us to ask what the thing really is, what its structure is, what grounds it. Williamson warns us that unless we are careful, we will simply build a high theory around the socially protected term and thereby deepen the illusion.
This does not mean the concepts must all be discarded. Williamson is not an eliminativist in that crude sense, and neither should educational theory become one. A buzzword can be conceptually unstable yet practically fruitful as a heuristic. In fact that is often how such terms begin. “Inclusion” helped draw attention to exclusions previously normalised. “Voice” helped highlight student invisibility. “Agency” countered passivising models of learning. “Belonging” named forms of marginality not captured by attainment data. “Wellbeing” disrupted a narrow productivist view of schooling. The problem begins when a heuristic organising concept is promoted into a metaphysical and explanatory master concept without sufficient scrutiny.
The deeper analytic reason for caution is that education is full of what one might call normative condensations. These are terms that gather many locally different but value-linked phenomena under one heading because the field needs a handle for acting, evaluating, and talking. Such condensation is often practically indispensable. But a condensed term should not automatically be taken as naming one thing in reality. Some do, some do not. The whole point of serious metaphysical work is to sort the two apart.
At this point Fine’s own framework becomes even more helpful once filtered through Williamson. A concept may fail as a single robust essence yet still be analysable in terms of generated forms, dependence structures, and partial definitional truths. “Inclusion,” for instance, may not name one unified educational reality, but it may still pick out several real relational structures, access to a good, participation in a practice, recognition within a community, and so on. “Agency” may not name one thing, but different uses may correspond to real educational capacities or institutional relations. The right conclusion is therefore often not, this term is empty, but, this term is over-general and hides a family of more disciplined concepts. Williamson’s pressure prevents us from mistaking the family resemblance for a deep singular essence. Fine’s machinery then helps us reconstruct the more exact terrain.
That reconstruction also helps reveal where some current educational arguments are not merely confused but pseudo-arguments. A great many disputes occur because one party treats the term as unified while another implicitly disaggregates it. One scholar says a school has no real inclusion because it lacks belonging. Another says it does because all pupils are placed together. One critic says a pedagogy lacks agency because it is too structured. Another says it enables agency because students master tools for later independence. These may look like disagreements over one property, but they may in fact be disagreements over which of several distinct goods should control the umbrella concept. Once the concept’s apparent unity is punctured, the argument becomes both clearer and harder. One must say which good one means and why it deserves priority.The broader implication is methodological. Contemporary educational theory has often mistaken conceptual inflation for moral seriousness. The more a term gathers under itself, the more profound it can appear. But this is exactly the pattern Williamson teaches us to distrust. In the sciences, overfitting occurs when a model is made more and more complicated to capture a limited and perhaps noisy set of observations, until the model fits the data beautifully but no longer tracks the underlying reality. In education, the analogous pathology may occur when a prestige concept is made to absorb more and more phenomena, exceptions, values, and aspirations, until it appears comprehensive but actually becomes less and less informative. The term then survives not because it maps real structure well, but because so much moral and institutional capital has been invested in it.
This is why the emperor without clothes possibility must be taken seriously. It is not a jeering anti-theoretical move. It is a demand that educational thought distinguish between concepts that are genuinely generative of understanding and concepts that are merely socially protected condensations of approval. The distinction is difficult, because many such terms contain both. A concept may have a heuristic role, a political role, a moral role, and some partial descriptive role all at once. The analytic task is to prise these apart without becoming blind to why the concept mattered in the first place.
A useful test, drawn from the Williamson Fine pivot, might be this. When a term is invoked, can we say with some discipline what sort of thing it is meant to be? A property, a generated educational form, a family of goods, a regulative ideal, a policy umbrella, a measure, or a moral orientation. Can we identify the lower-level structures over which it is conservative, if any? Can we say what would count as evidence that apparently diverse cases instantiate the same thing rather than merely similar values? Can we distinguish its heuristic usefulness from its ontological pretensions? Can we state what would falsify its unity? If the answer to these questions is persistently no, and if the term nonetheless dominates evaluation and explanation, then emperor without clothes suspicion becomes quite reasonable.
Seen in this way, the Williamsonian challenge does not impoverish educational theory. It may in fact save it from one of its recurrent temptations, namely the temptation to let moral urgency produce conceptual laziness. The field does need large orienting ideas. But it also needs a way of testing whether those ideas name realities, families, or fantasies. Fine helps give us the tools to model the realities once found. Williamson helps stop us mistaking the fantasy for the reality merely because the language around it has become powerful, familiar, and revered.
What comes into view here is a pattern that is not accidental but structural to contemporary philosophy of education, a tendency toward what can be called conceptual overfitting. The term is borrowed from statistical learning, but the analogy is not superficial. In that setting, a model is made increasingly complex in order to capture a set of data points. Each additional parameter improves the fit to the observed cases. Yet beyond a certain point the model ceases to track the underlying structure and instead begins to track noise, artefact, and accidental correlation. It looks more accurate, more comprehensive, more responsive, yet it has in fact lost its grip on what it is supposed to be modelling. Something closely analogous happens in philosophical work when a concept, especially a morally or politically charged one, becomes the site of progressive theoretical accumulation. A term such as hope, inclusion, agency, or decolonisation begins with a relatively tractable role, often heuristic, often corrective. It highlights something missing or misdescribed. But then successive layers are added. One theorist introduces a critique of instrumental rationality, another brings in affect theory, another situates the concept within a genealogy of colonial epistemology, another contrasts it with a supposed Western metaphysics, another aligns it with a set of non-Western traditions, another adds psychoanalytic depth, another invokes ecological relationality, another reframes it through critical race theory, another through disability studies, and so on. Each move has some local plausibility. Each seems to capture something relevant. The concept becomes richer, more sophisticated, more attuned to complexity. Yet there is a danger that what is being produced is not depth but overfitting.
Williamson’s framework gives a precise way of diagnosing what has gone wrong. The philosopher is no longer tracking a well-disciplined object but is instead responding to a shifting field of relevance cues. Each added theoretical layer feels justified because it connects to something that seems pertinent to the concept’s normative horizon. If hope is about the future, then surely political theory is relevant. If it concerns oppressed groups, then postcolonial critique is relevant. If it concerns subjectivity, then psychoanalysis is relevant. If it concerns relationality, then ecological or non-Western traditions are relevant. The mind, and the discourse, expands the concept by absorbing everything that appears relevant to answering the question, what is hope in education. But the very ease with which these connections are made is what should raise suspicion. The concept is not being sharpened. It is being stretched.
I often find the invocation of “Western philosophy” versus “non-Western philosophy” functions exactly like a heuristic in Williamson’s sense. It does not emerge from a careful analysis of kinds, essences, or even coherent traditions. It operates instead as a broad sorting device. “Western philosophy” becomes a placeholder for whatever is taken to be individualistic, rationalist, abstract, oppressive, or insufficiently relational. “Non-Western philosophy” becomes a placeholder for whatever is taken to be communal, embodied, holistic, or ethically superior in the relevant respect. These are not carefully delimited categories. They are relevance-driven constructs. They gather together disparate elements under morally and rhetorically charged headings.
Once these placeholders are in play, the concept under discussion, for example 'hope', becomes overfitted to them. Hope is no longer analysed in terms of what it is, what kinds of educational states or practices it might correspond to, what grounds it, how it differs from expectation, aspiration, or resilience. Instead, it is redescribed through an ever-expanding set of associations. Hope becomes anti-Western, decolonial, relational, embodied, resistant, affective, communal. Each addition makes the concept appear richer. But from a Williamsonian perspective, the additions may simply reflect the operation of a broad and unexamined relevance filter. The concept is being tuned to fit a complex ideological dataset rather than to track a stable educational phenomenon.
The case of the analytic and continental distinction is instructive because it reveals how such overfitted concepts can become institutionalised. The analytic continental divide persists not because it maps a clear and stable philosophical distinction, but because it has become a convenient heuristic for organising discourse, identities, conferences, journals, and intellectual lineages. It bundles together styles, topics, methods, and historical affiliations in ways that are often inconsistent and overlapping. Yet it feels real because it has been repeatedly invoked and socially reinforced. The same risk attends newer educational buzzwords. Once a term becomes embedded in funding calls, policy frameworks, conference themes, and institutional missions, its apparent reality is sustained by practice rather than by conceptual discipline. What is particularly damaging about this form of overfitting is that it gives the illusion of depth while actually blocking analysis. The more a concept is loaded with theoretical references, the harder it becomes to ask simple but crucial questions. What is the minimal structure required for hope in an educational context? Is it a disposition of a learner, a feature of a curriculum, a property of an institutional arrangement, or a relation between agents and possible futures? What distinguishes hope from optimism, expectation, or desire? Under what conditions is it present or absent? What grounds it? What would count as its failure? These are the kinds of questions that Fine’s machinery would encourage us to ask. But in an overfitted discourse, they can seem almost naive, because the concept has already been surrounded by a cloud of associations that makes it appear too rich to be pinned down.
There is also a political cost. When a prestige concept becomes overfitted in this way, disagreement becomes difficult to articulate. To question any part of the conceptual bundle can be taken as rejecting the entire moral orientation with which it is associated. To question whether “Western philosophy” is a coherent category can be heard as defending oppression. To question whether “non-Western philosophy” forms a unified alternative can be heard as dismissing marginalised traditions. The heuristic categories thus acquire a protective function. They shield the concept from the kind of analytic scrutiny that would reveal its internal incoherence.
Williamson’s approach does not deny that there are real differences among philosophical traditions, nor that there are important critiques of dominant frameworks. What it insists on is that we do not take the felt relevance of these differences as evidence that they can be bundled into a single explanatory contrast. The fact that certain features of what is called Western philosophy are relevant to certain educational problems does not entail that “Western philosophy” is a unified object. Nor does the fact that certain non-Western traditions offer resources for thinking about relationality entail that “non-Western philosophy” forms a coherent alternative. These are precisely the kinds of moves where a relevance heuristic masquerades as a metaphysical or conceptual distinction.
The same point can be made in a more Finean register. If we ask what kind of entity “hope in education” is supposed to be, and what grounds it, and what generated forms instantiate it, the overfitted version of the concept becomes very hard to sustain. The more elements are added, the less clear it becomes what would count as the underlying structure. Is hope grounded in temporal orientation toward future goods? In affective states? In institutional arrangements that make certain futures possible? In narratives that sustain agency? In cultural frameworks that shape expectation? In political conditions that enable or block possibility? All of these may be relevant, but unless we can specify how they relate, whether one grounds another, whether they jointly generate a determinate educational state, or whether they simply co-occur in some valued cases, the concept remains diffuse.
At this point, the contrast with a non-overfitted approach becomes sharp. A disciplined analysis might begin by distinguishing several different but related notions. One might separate hope as a learner’s disposition from hope as a property of an educational environment. One might distinguish epistemic hope, the sense that understanding is possible, from practical hope, the sense that one’s efforts can lead somewhere, from social hope, the sense that one’s place in a community is secure, from political hope, the sense that structures can change. One might then ask what grounds each, what conditions are necessary, what structures generate them, and whether they are compossible. That would be a Finean reconstruction. It would likely produce a more complex map, but one in which the complexity is articulated rather than accumulated.
What overfitting does instead is to collapse these distinctions into a single thickened term and then attach to it a series of theoretical affiliations that reinforce its normative appeal. The result is a concept that is rhetorically powerful but analytically weak. It can do work in motivating reform or signalling alignment, but it struggles to support precise judgement or explanation.
The broader lesson is that philosophy of education, perhaps more than some other areas, is vulnerable to this dynamic because of its dual commitment to critique and to normative vision. It must engage with large moral and political questions, and it must often respond quickly to changing social concerns. Under those pressures, heuristic concepts are indispensable. But the Williamson Fine pivot shows that without a countervailing commitment to ontological and conceptual discipline, these heuristics can harden into pseudo-objects. They begin to look like deep structures when they are in fact products of accumulated relevance. To resist this, one does not need to abandon ambition or sensitivity to complexity. One needs to separate two activities that are often run together. One is the expansion of a concept to capture a wide range of concerns. The other is the analysis of whether those concerns actually belong to a single thing. The first is often necessary for critique and mobilisation. The second is necessary for understanding. When they are conflated, overfitting becomes almost inevitable.
Seen in this light, the proliferation of theorists and references around a concept is not in itself a sign of depth. It may be a sign that the concept is being asked to do too much. The presence of many frameworks can indicate that no single structure has been identified. The concept is being stabilised by intellectual accumulation rather than by analytic clarity. Williamson’s caution is that we should not mistake that accumulation for evidence that there is a single underlying phenomenon to which all these frameworks are converging. It may instead be that they are all responding to different aspects of a loose and overextended term.
The task, then, is not to purge philosophy of education of its rich theoretical resources, but to bring those resources to bear more selectively and more critically. Instead of asking how many frameworks can be attached to a concept, one asks which frameworks help identify its structure, its grounds, its limits, and its relations to other concepts. Instead of assuming that broad oppositions such as Western versus non-Western track deep differences, one asks what precise distinctions are being made, and whether they correspond to stable kinds or merely to shifting relevance judgments.
If that discipline is maintained, the field may still speak of hope, inclusion, agency, and the rest. But it will do so with a clearer sense of what is being claimed, what is being assumed, and what remains to be shown. And in that clarity, the difference between a concept that genuinely tracks something in educational reality and one that has become an emperor without clothes may finally become visible.
A further symptom of the same overfitting dynamic lies in the way names of major theorists are often deployed within philosophy of education. One encounters passages in which Wittgenstein, Dewey, Levinas, Heidegger, Derrida, Butler, Spivak, or others are invoked through a single phrase or compressed reference, as if the mere citation were sufficient to anchor an argument. A line is quoted, sometimes detached from its argumentative setting, and then made to carry a considerable conceptual load. The name begins to function less as a pointer to a worked-out position and more as a token within a shared discourse. It signals alignment, seriousness, or critical orientation. It also serves as a kind of intellectual shorthand, allowing complex and often contested bodies of thought to be treated as if they offered a unified and readily applicable insight.
From a Williamsonian perspective, this is another instance of a relevance heuristic operating unchecked. The thinker’s name becomes associated with a cluster of themes, language games for Wittgenstein, experience and democracy for Dewey, alterity for Levinas, being and disclosure for Heidegger, différance for Derrida, performativity for Butler, subalternity for Spivak. When an educational problem appears to touch one of these themes, the corresponding name is brought in. The relevance feels immediate. Yet what is often missing is any specification of which claims from that thinker are in play, how they are to be interpreted, what their internal tensions are, and how exactly they connect to the educational case at hand. The invocation is doing classificatory work rather than analytic work. It helps situate the discussion within a recognisable intellectual landscape, but it does not yet establish what is being argued.
The result is a form of conceptual overfitting at the level of authority. Just as a concept like hope becomes overloaded by absorbing multiple frameworks, so too a philosophical reference becomes overloaded by standing in for an entire tradition or set of arguments. A single line from Levinas may be taken to ground a whole ethics of education. A gesture toward Derrida may be treated as sufficient to establish indeterminacy or critique of presence. Wittgenstein may be cited to dissolve problems without showing how the dissolution proceeds. In each case, the name functions as a kind of conceptual amplifier. It enlarges the apparent depth of the claim without necessarily increasing its precision. In a very real sense it is authoritarian.
Seen through the Finean lens, this practice also obscures the ontological and explanatory questions that should be asked. If one invokes Levinas in a discussion of responsibility in the classroom, what exactly is the educational entity or relation being posited? Is it a generated ethical relation between teacher and student? Is it grounded in asymmetry of authority? Is it a structural feature of pedagogical encounter? Or is the reference merely gesturing toward a moral orientation without specifying its form? Similarly, if one invokes Dewey in relation to experience, what is the status of experience in the educational ontology being proposed. Is it a constitutive element of learning, a condition for meaning, a process that generates understanding? Without such specification, the reference remains at the level of thematic resonance. Resonance here is a cover up.
Williamson’s caution sharpens the critique. The fact that a thinker’s name feels relevant to a discussion is not evidence that their position has been integrated into the argument. Nor is it evidence that the educational concept under discussion has been clarified. It may simply show that the discourse has learned to associate certain names with certain evaluative or explanatory moves. The invocation then stabilises the concept socially rather than analytically. It becomes harder to question the concept, because it is now backed by canonical authority, even if the connection is thin. It's a kind of group-think most clearly seen in the Lacan cult.
This does not mean that engagement with these thinkers should be abandoned. On the contrary, a more disciplined use of them would deepen educational theory considerably. But that discipline would require moving from citation as signal to citation as argument. It would require specifying which claims are being used, how they bear on the educational case, and how they interact with other elements of the analysis. It would also require recognising that these thinkers themselves often offer multiple, sometimes incompatible, lines of thought, rather than a single unified doctrine that can be easily imported.
In this way, the critique returns to the same underlying point. Whether the issue is a buzzword like inclusion, a master concept like hope, or a canonical name like Derrida or Dewey, the danger is that educational discourse substitutes accumulation for structure. Concepts and authorities are layered together because they seem relevant, because they carry normative weight, because they resonate with the concerns at hand. But without the kind of pressure exemplified by Williamson, and without the kind of structural articulation exemplified by Fine, that layering can produce the appearance of depth without its substance. The task is to recover a mode of thought in which relevance is tested, structure is specified, and authority is earned through argument rather than invoked through association.