Safeguarding Democracy: Political Neutrality in Education – Lessons from Weber, Mill, and Russell

Bertrand Russell (1950, pp. 121-122)

This essay will become a chapter of my forthcoming book Liberal Education: Views from Antiquity to Modernity (tentatively titled)

Education and Democracy

Bertrand Russell’s poignant observation, written in the aftermath of the devastation of World War II, reminds us of the dangers of unchecked intolerance and the vital role of education in preserving democracy. The horrors of two world wars and the Holocaust, fueled by nationalistic fervors and the demonization of those perceived as “other,” underscore the disastrous consequences of failing to cultivate understanding and empathy across different cultures, beliefs, and ways of life. Russell underscores the perils of irrational ideas and the “collective hysteria” that flows from their uncritical acceptance by young people; educators should discourage rather than repeat what “they hear frequently said” and instead teach “what there is some rational ground for believing.”

Russell’s observations remain strikingly relevant in modern democracies, where political tribalism, high degrees of partisanship, and the decline of civil dialogue have been amplified by the 24-hour news cycle, social media, and culture wars. The digital age has accelerated and entrenched societal divisions, creating echo chambers that reinforce pre-existing beliefs and impede communication and understanding of different viewpoints. As individuals increasingly and uncritically accept opinions and political ideas that align with their in-group, the potential for finding common ground and engaging in constructive compromise diminishes. This ideological insulation undermines the value of cooperation and poses a grave threat to the functioning of democratic processes.

The Current Situation

In our present-day situation, Russell’s emphasis on the role of education in correcting ignorant intolerance and promoting understanding takes on renewed significance. The classroom serves as a crucial space where students can be exposed to diverse perspectives, learn to engage in fact-based, careful, and respect dialogue, and develop the critical thinking skills necessary to navigate the complexities of the modern world. By encouraging students to explore and understand viewpoints different from their own, educators can help bridge deepening divides and cultivate the kind of tolerance and empathy that is essential for the health and vitality of our democratic institutions.

The polarization affecting broader society, however, has already spilled over into the realms of education and research, challenging the traditional norms of academic discourse and learning environments in K-12 and higher education. Jonathan Haidt and Greg Lukianoff, in The Coddling of the American Mind (2018), argue that this climate has fostered an educational culture overly focused on protecting students from offensive ideas and discomfort. The authors suggest that such an approach can limit exposure to diverse viewpoints, leading to a form of intellectual homogeneity that mirrors the echo chambers seen in wider societal discourse while stifling intellectual growth and critical thinking skills. On the one hand, a lack of consideration of diverse views could harm the ability of future generations to navigate complex, divisive issues and engage in productive, respectful debate. On the other hand, the emphasis on avoiding discomfort at all costs in educational settings could further reinforce societal divisions, as students may be less prepared to encounter and critically assess ideas that challenge their preconceptions, a critical skill for negotiating and building consensus in any society, but especially in a polarized one.

The current environment is also harming the ability of teachers to model civil discourse and fair consideration of differing views in the classroom. High degrees of partisanship and the culture wars have made educators fearful that even unbiased discussions of difficult historical or social issues can trigger political passions or partisan responses. Over time, these factors may erode how willing educators are to present diverse perspectives within their communities because they fear backlash or misunderstanding. This kind of self-censorship not only diminishes the richness of the educational experience but also stifles the development of critical thinking and empathy among students. Instead of the classroom being a haven for academic progress, intellectual growth, and mutual respect, this environment can escalate conflicts and remake the classroom into a mirror of society’s polarized state. Moreover, the pressure to conform to or avoid certain viewpoints can create a sense of unease among teachers, undermining their job satisfaction and effectiveness, and substantiating the well-documented perception that teaching is not a respected career. However, state learning standards—backed by professional disciplinary standards in our social studies and language arts fields—require educators to approach difficult topics and train students how to develop interpretations and perspectives on diverse viewpoints. Doing this is an essential duty of educators.

In this essay, I argue that the classroom should serve as a training ground for democratic values, a space where students can practice critical inquiry, evidence-based reasoning, and respectful discourse. By examining Max Weber’s seminal text, Science as a Vocation (1919), I will explore the importance of separating personal political views from professional roles, particularly in teaching. Moreover, I will draw upon John Stuart Mill’s On Liberty (1859) to demonstrate why the free exchange of ideas is essential for the health and vitality of a democratic society. Finally, I will explore Bertrand Russell’s thoughts in The Function of a Teacher (1950) on the role the teacher must play in defending a free society, a role that gives the teacher more autonomy in promoting values within the classroom, but which is also rooted in the appreciation of tolerance and freedom. Ultimately, I argue that by fostering intellectual autonomy and civic competencies while respecting the teacher’s politically neutral role, educators can help prepare students to become informed and engaged participants in our civil society.

Partisan Teaching Is Ineffective

Let’s begin by considering the obvious reasons why politicized instruction in English/Language Arts and Social Studies classrooms is ineffective and detrimental to student learning and growth. As a Social Studies and Humanities teacher at both the high school and college levels, I have reflected extensively on this topic over many years.

First, partisanship only convinces those who already agree with you and, thus, is inappropriate in the classroom setting. Students grow up in households where family, friends, and parents hold political opinions that they likely view as authoritative, especially when students are so young that they have no other means of evaluating these views. Persuading students to change their beliefs through passionate classroom advocacy, no matter how assured the educator is that their view is the correct one, is akin to attempting to convert someone to a particular religion by knocking on their door: it is unlikely to succeed. It is also a misuse of the teacher’s position of authority. Just as a fervent denunciation of the Pope and presentation of an alternative religious viewpoint is unlikely to make a Catholic change their faith, similarly being a strong advocate for a particular party, candidate, or issue in the classroom will not convince students who hold different views. While a teacher can passionately present differing views with evidence and reasoning to contextualize their own opinions along with others, their primary educational goal should be to encourage students to form their own opinions based on the information provided.

Constitutional Law, Curricula and Academic Freedom

US Supreme Court” by zacklur is licensed under CC BY-NC-SA 2.0.

The role of the teacher in exploring partisan views, opinions, and controversial issues is further complicated by the limits American constitutional law draws around student speech, teacher speech, and state and local curricular jurisdictions. Regarding student speech, extensive case law, including Tinker vs. Des Moines (1969), has established broad protection for student speech in the classroom. Barring substantial disruption, the court held that students “do not shed their constitutional rights to freedom of speech or expression at the schoolhouse gate.” Although Tinker doesn’t explicitly address “hate speech,” it does provide a foundation for understanding when and how schools can regulate speech, something backed by many state anti-discrimination and hate speech statutes. For speech to be restricted, it must cause significant disruption to the school environment or infringe on the rights of others. This may include instances of hate speech and disruptive speech, as supported by decisions like Bethel School District No. 403 v. Fraser (1986) and Morse v. Frederick (2007).

Teachers have the academic freedom to deliver the curriculum within the boundaries set by their school boards’ policies and oversight, which are under the jurisdiction of state-adopted curricular standards. However, the Supreme Court and various appellate courts have consistently upheld the principle that school districts, not individual teachers, have the authority to define educational curricula. Teachers must adhere to the curriculum and policies set by their districts.

In Evans-Marshall v. Board of Education of Tipp City Exempted Village School District (2010), the Sixth Circuit Court of Appeals clarified the limits of academic freedom for primary and secondary school teachers, stating, “Even to the extent academic freedom, as a constitutional rule, could somehow apply to primary and secondary schools, that does not insulate a teacher’s curricular and pedagogical choices from the school board’s oversight.” This case emphasized that while teachers have the freedom to educate, they must do so within the parameters set by their employing school district, and thus reinforced the district’s prerogative to determine what is taught and how.

Within the bounds of the approved curriculum, the academic value in subjects like history lies in helping students understand a variety of views and events, including those that are abhorrent, while also framing and articulating current controversial issues in a manner appropriate for both the age of the students and the school setting. In instances where inappropriate and non-academic speech arises, the teacher has a responsibility to firmly redirect the conversation and take a stand against such positions or re-contextualize them. Nevertheless, the instances in which a teacher has to restrict student views should be reasonably limited to truly hateful and disruptive speech, ensuring that the classroom fosters respectful modeling of democratic inquiry. The teacher’s primary role is to facilitate critical thinking and open-minded discussion, not to impose their own personal beliefs or restrict those of their students.

In addition to legal considerations, there are philosophical reasons why teachers should not forward partisan opinions. Such practice recalls the classical critique against sophistry, which emphasizes the potential distortion of education. Classical philosophers like Plato, in their examination of sophistry, highlighted the risk of prioritizing persuasive skill over the search for objective truth. They described sophists as adeptly using rhetoric to sway public opinion, often valuing persuasion above facts, evidence, and true reasoning. This method, they feared, could teach students that victory in argumentation, rather than the integrity of evidence and logical principles, constitutes truth. When education becomes a conduit for political agendas, it diverges from its primary role as a facilitator of independent inquiry and comprehensive understanding. Instead of encouraging students to explore ideas in their unadulterated form, it risks anchoring their learning experience to fluctuating partisan views, undermining the development of critical thinking skills and potentially biasing students’ perceptions and understanding of complex issues.

The Apolitical Nature of Education

School is presented, both academically and institutionally, as objective and apolitical. Students know this. From an early age, they learn that most academic subjects have methods for finding objectively right and wrong answers. By the time secondary students encounter complicated texts and views in English and social studies courses and are presented with methods for analyzing perspectives and arguments objectively, they should be well-versed in detecting value judgments and opinions. It is no surprise, therefore, that students clearly detect the partisan value judgments of their teachers when they are out of tune with academic standards and correct pedagogical practices. 

Partisan pontification on controversial issues fails to fool students. Only those already in agreement continue to agree; others disengage. Students may perceive the extended pushing of a teacher’s opinion as indoctrination and shut down, while others will gravitate to teachers they believe share their “correct views.” Both outcomes are problematic. Instead, teachers should present facts, documents, and evidence. They should invite students to identify, classify, and analyze various views on issues themselves. Socratic discussions should be open-ended. The teacher’s role is to ask challenging questions and encourage students to justify their thinking.

In this vein, I used to tell my students I only care “that they think” not “what they think.” I remind them we are not in a totalitarian state like the USSR, which commonly used schools for political indoctrination. This is good. School should foster learning, growth, and critical thinking skills, not push political agendas.

Max Weber and the Non-Normative Nature of Science

Portrait by Ernst Gottmann, 1918

In his essay “Science as a Vocation,” Max Weber discusses the status and significance of science (Wissenschaft) as practiced by professors dedicated to research and teaching in the university system. It is important to note that for Weber, the term science or “Wissenschaft” in German, denotes all the academic disciplines, including the “Geisteswissenshaften,” which we commonly refer to as the humanities and social sciences in anglophone university systems. Despite institutional differences between universities and secondary schools and historical changes since Weber’s era, his analysis of how and why politics infiltrated the classroom, from the perspective of the humanities and social sciences, is strikingly relevant.

In the second part of his essay, as he attempts to make the case for a clear separation between the respective vocations of politics and science, Weber argues that a fundamental problem with science as a vocation is its inability to address questions of its own meaning or provide guidance on how to live:

For Weber, even the ultimate value of scientific work—its “worth being known”—cannot be validated through the very means of science. He argues that such a value judgment “can only be interpreted in relation to its ultimate meaning, which we must either accept or reject based on our fundamental stance towards life” and not on the basis of the discipline. On the subject of the humanities and social sciences, Weber notes that while they give tools for interpretation, their limitations lie in their insufficiency for value judgements: “They enable us to understand and interpret political, artistic, literary, and social phenomena in terms of their origins. However, they do not tell us whether the existence of these cultural phenomena has been or is worthwhile. Nor do they address the further question of whether it is worth the effort to know them” (p. 10).

Weber’s point, from his perspective of a university social scientist, merits serious reflection, especially in our polarized era, which is marked by a lack of broad consensus on social and political values. Modern academic disciplines, through their methodologies, typically do not claim to provide answers on how we should live or what actions we ought to take. In philosophy, the distinction between normative (value and moral claims) and descriptive claims is helpful; while the humanities and social sciences are predominantly descriptive, they do offer students the chance to engage in normative judgments. Contemporary philosophy is rife with questions regarding the validity of normativity itself and supports the view that the question of value cannot be scientifically resolved but must be subjectively interpreted—a notion aligning with the biases of secular humanism. If the consequence of modern science is a form of “nihilism” or “perspectivism,” it is intriguing how it simultaneously dismisses its capacity for normative claims while becoming profoundly political in our contemporary academic institutions. And this is where Weber’s insight is so very interesting, because forwarding political opinions and value judgments in pedagogical contexts seems related to a paradoxical impulse to reclaim the sciences as a valid tool for ethical and political considerations—a reintroduction of this function into science, the validity of which science itself denies.

But this has not always been the case. Contrary to modern phenomenology, relativism, nihilism, or perspectivism, Aristotle posited in the Nicomachean Ethics (1141b) and elsewhere that ethics and the political sciences are practical, not theoretical, sciences from which humans can derive considerable normative insights through experience. While “Sophia” involves “nous” in the theory of the highest things, “phronesis” or practical wisdom involves deliberation and consideration from experience in things related to action in the human domain. Aristotle argues that political science and practical wisdom have the same “quality of mind” (ἔστι δὲ καὶ ἡ πολιτικὴ καὶ ἡ φρόνησις ἡ αὐτὴ μὲν ἕξις).  In other words, Weber’s reflection on the ability of science, and in particular, the humanities, to answer moral and political questions, reflects a deep tension within the classical and medieval philosophical traditions, which have always conceived of their disciplines as not only capable, but necessary, means to make value judgments. Despite Socrates’ insistence in The Republic that he is merely ignorant about the meaning of justice (354c), the entire treatise is dedicated to examining the ways in which dialectical philosophy can develop both a proper epistemological method for morality and a normative vision of a good life and state. This approach contrasts with the contemporary mindset, where the political sphere, which has always been viewed as a domain of normative claims, faces logical contradictions in an age skeptical of normativity itself and lacking a political and ethical system. My reading of Weber’s view is that it is precisely because modern science is considered not able to resolve normative questions of value that it becomes a potentially dangerous vector of biased and partisan political engagement, reminiscent of the classical fears of sophistry, in a context where belief in normativity has waned.

Weber’s comments on teaching in “Science as a Vocation” offer valuable insights into the role of the educator and the importance of maintaining a clear distinction between the classroom and the public square in a liberal, modern age where ethical and political views are held to be primarily outside the bounds of science. Given the modern demarcation between political and ethical value judgments and the domain of science, Weber understood that introducing the latter into the former would result in inappropriate performative rhetoric about values. He argues that while disciplines like history, sociology, economics, and political science interpret the sciences, “politics is out of place in the lecture room,” whether on the part of students or teachers (p. 10). Weber states, “When speaking in a political meeting about democracy, one does not hide one’s personal standpoint . . . [to] take a stand is one’s damned duty” (p. 10). However, he emphasizes that such persuasive and deliberative rhetoric, often involving harsh words and political combat, is not a means of scientific analysis and that it “would be an outrage . . . to use words in this fashion in a lecture or in the lecture-room” (p. 10).

When addressing topics that veer into the political domain—a common occurrence in highly effective history and literature classrooms—Weber advises teachers to analyze the various forms and functions of political systems, compare them with non-democratic forms of political order, and help students find the point from which they can take a stand based on their ultimate ideals. However, he cautions, “The true teacher will beware of imposing from the platform any political position upon the student, whether it is expressed or suggested” (p. 10). Weber adds that “letting the facts speak for themselves” can be a backdoor for expressing one’s political views through emphasizing certain facts over others, something that should be avoided.

Weber’s conception of the teacher is that it is part of their duty as a scientist—knowing full well that science cannot prove matters of value, morality, and individual conscience—to abstain from political editorializing and politicizing the classroom. He states, “The prophet and the demagogue do not belong on the academic platform” (p. 11). This is not only because science cannot and should not direct instruction towards political opinion, but also because the classroom is fundamentally different from the deliberative and persuasive forum of the actual political town square. Weber writes, “In the lecture-room we stand opposite our audience, and it has to remain silent. I deem it irresponsible to exploit the circumstance that for the sake of their career the students have to attend a teacher’s course while there is nobody present to oppose him with criticism” (p. 11). Weber articulates a view similar to John Stuart Mill’s concept of liberalism, stating that a teacher devoted to the presupposition of science, which cannot prove statements of value on culture, politics, or ethics, can please neither a Freemason nor a Catholic, but will also offend neither. His advice is still relevant today; where partisan demands are so sharp, pleasing no one and offending no one are crucial. The teacher “must desire and must demand of himself to serve the one as well as the other by his knowledge and methods,” and the tenets of faith or prophecy are outside his purview.

In a true statement of principles central to a secular, liberal education, Weber declares,

In his analysis, Weber acknowledges that young people often crave a “leader” rather than a teacher, coming to schools and universities seeking more than mere analyses and statements of fact. This desire for political guidance, or even value affirmation, from educators is particularly relevant in our polarized age, where the lack of consensus on social and political values leaves many young people searching for direction and moral clarity. However, Weber firmly rejects this view as mistaken, asserting that “if he feels called upon to intervene in the struggles of world views and party opinions, he may do so outside, in the market place, in the press, in meetings, in associations, wherever he wishes. But after all, it is somewhat too convenient to demonstrate one’s courage in taking a stand where the audience and possible opponents are condemned to silence” (p. 13).

Weber’s insights shed light on the reasons behind the yearning among students for political leadership from educators in our divided times. As traditional sources of moral authority and shared values have eroded, young people increasingly look to teachers and professors to fill the void and provide guidance on contentious issues. However, Weber argues that the classroom is not the appropriate forum for such political proselytizing, as it exploits the power imbalance between teacher and student and undermines the primary purpose of education, which is to foster critical thinking and the pursuit of knowledge. By confining political activism to the public square, where ideas can be freely debated and challenged, Weber maintains that educators can better serve their students and uphold the integrity of their profession. His analysis serves as a timely reminder of the importance of distinguishing between education and indoctrination, especially in an era where the temptation to use the classroom as a platform for political advocacy is strong.

Weber ultimately argues that the task of the teacher must remain consistent with their vocation: contributing to the technology of controlling life by calculating external objects and human activities, providing methods of thinking and tools for thought, and helping students gain clarity. Regarding questions of value, “the teacher can confront you with the necessity of this choice. He cannot do more, so long as he wishes to remain a teacher and not to become a demagogue” (p. 14). If teachers succeed in this, Weber believes they stand in the service of “moral” forces, fulfilling the duty of bringing about self-clarification and a sense of responsibility. He concludes, “I believe he will be the more able to accomplish this, the more conscientiously he avoids the desire personally to impose upon or suggest to his audience his own stand” (p. 14).

John Stuart Mill: Liberty for Participatory Democracy

Mill” by openDemocracy is licensed under CC BY-SA 2.0.

In contrast to Weber’s analysis, which rejects the idea that education has an explicit role in promoting ethical and political values, John Stuart Mill in On Liberty (1859) suggests that educators should at the very least forward the values that enable democracy to safeguard itself and avoid its own excesses through their practice. Mill asserts that free speech and the fair consideration of diverse viewpoints, through proper education, strengthen the participatory values of liberal democracies—the cornerstone of American society. For Mill, liberty properly understood is “liberty of conscience, in the most comprehensive sense; liberty of thought and feeling; absolute freedom of opinion and sentiment on all subjects, practical or speculative, scientific, moral, or theological . . . [and] liberty of expressing and publishing opinions.” Liberty thus understood is a sphere of the individual upon which society may only have an indirect interest and by which others may be affected “only with their free, voluntary, and undeceived consent and participation” (p. 22).  However, in agreement with Weber, Mill’s insights imply that if teaching is practiced as a form of politics, value imposition, or demagoguery, and students are not trained in the academic practice of evaluation, comparison, and factual analysis, the classroom has failed them, because, in short, the educational experience has deprived them of their proper consent, assent, and ability to participate.

John Dewey, the famous American educational philosopher, pointed out in his work Democracy and Education (1916) that democracy is more than just a form of government; like Mill, he sees that it is also a participatory social system that is a form of common experience and associated living:

Dewey asserts that education plays a crucial role in fostering the voluntary disposition and interest necessary for individuals to engage in the shared experience of democracy in a democratic society. Pursuant to Dewey’s insight, I argue that if the classroom remains unbiased and scientific on the educator’s part, it exemplifies the democratic and civic discourses of the respectful and non-harmful exchange of ideas that we cherish in our civil society. This exchange of ideas enables students, through the impartial examination of diverse perspectives, to formulate their own political and value propositions. They then are equipped to apply these skills outside the classroom in the realm of political persuasion and deliberation that our society requires. In this sphere, uniformity of thought is not the standard; multiple viewpoints and values must be negotiated and assessed based on facts and evidence, employing the fundamental principles acquired through a liberal education.

John Stuart Mill’s views on speech and the marketplace of ideas through education are therefore key to creating a classroom that supports democracy rather than one that harms it. By fostering an environment where students can freely express, examine, and challenge ideas, educators can help develop the critical thinking skills and open-mindedness necessary for effective participation in a democratic society.

In the first chapters of On Liberty, Mill frames his argument about free speech as a bulwark against the majority’s tendency to silence or mute their opponents. Mill alludes to The Republic where Plato presents his famous case of anacyclosis (the cyclical degradation of regimes), which describes the tendency of democracies to degrade into tyrannies, and presents his essay as one that advances the interests of “Civil, or Social Liberty.” He explains that the origin of liberal regimes was to check and limit sovereign powers from infringing upon the people’s liberties. However, over time, especially in the “continental section” of European liberalism, “what was now wanted was, that the rulers should be identified with the people; that their interest and will should be the interest and will of the people” (p. 5). The notion that the people have no need to limit their power over themselves might seem axiomatic when popular government was only a dream. However, according to Plato’s prediction in The Republic, the issue of the tyranny of the majority will emerge in liberal, democratic regimes, a fact known to political philosophers as diverse as J.S. Mill, Thomas Jefferson, and Machiavelli. As Mill puts it, “the will of the people . . . means the will of the most numerous or active part of the people . . . the ‘tyranny of the majority’ is now generally included among the evils against which society requires to be on its guard” (p. 7).

Avoiding Social Tyranny

The dangers inherent in the tyranny of the majority clearly connect to the concern for teachers to remain apolitical and for the classroom to be a “laboratory” of properly understood democracy. Mill’s apprehension, similar to that of de Tocqueville in Democracy in America (1835), is that democracies have a predilection for a “social tyranny more formidable than many kinds of political oppression” (p. 8). He speaks of the “tyranny of prevailing opinion and feeling,” which attempts to impose its own ideas and practices and prevent the formation of any individuality “not in harmony with its ways,” by using its dominant standards of taste, morality, or propriety to stifle contrary opinions or conduct (p. 8). Mill’s well-known harm principle offers a partial defense against such tyranny, but his deeper argument suggests that a healthy civic culture of vigorous contestation of ideas is essential not only for preventing the suppression of minority views but also for maintaining the vitality of political truths themselves.

Mill’s argument is particularly relevant for the role of teachers in a democracy. He observes that “if all mankind minus one, were of one opinion, and only one person were of the contrary opinion, mankind would be no more justified in silencing that one person, than he, if he had the power, would be justified in silencing mankind” (p. 30). It follows that when teachers present only one political viewpoint, they risk not only suppressing potentially true perspectives but also deny students the opportunity to fully understand the grounds of their own opinions. Mill contends that even erroneous views may contain valuable truths that can only be uncovered through earnest debate: “Though the silenced opinion be an error, it may, and very commonly does, contain a portion of truth; and since the general or prevailing opinion on any subject is rarely or never the whole truth, it is only by the collision of adverse opinions, that the remainder of the truth has any chance of being supplied” (p. 98).

Mill warns of the dangers that biases in educational environments pose to the fabric of democratic societies; these biases can signal a process akin to ideological conformity even in the absence of overt suppression characteristic of authoritarian regimes. Such ideological conformity engenders a culture of self-censorship among dissenters, reminiscent of the grave outcomes in totalitarian states where intellectual repression has significantly marred generations of human potential. Mill asserts, “Our social intolerance kills no one, roots out no opinions, but induces men to disguise them, or to abstain from any active effort for their diffusion” (p. 59). The toll of this intellectual quiescence is profound and leads to “the sacrifice of the entire moral courage of the human mind” (p. 60).

Mill mourns the societal condition in which “a large portion of the most active and inquiring intellects find it advisable to keep the genuine principles and grounds of their convictions within their own breasts, and attempt, in what they address to the public, to fit as much as they can of their own conclusions to premises which they have internally renounced” (p. 60). Such an environment is incapable of fostering the emergence of open, fearless actors and logical, consistent intellects, characteristics that once defined the intellectual world. Instead, it yields individuals who are “either mere conformers to commonplace, or time-servers for truth, whose arguments on all great subjects are meant for their hearers, and are not those which have convinced themselves” (pp. 60-61).

Mill’s concern is that if diverse views are not allowed to be expressed and considered, the consequence is a “tyranny of opinion”:

This insight holds profound implications for the modern American classroom and society as a whole. In an era where diversity, equity, and inclusion have become central themes in education and public discourse, it is essential to recognize that diversity encompasses a wide range of ideas, perspectives, and ways of thinking. A classroom that genuinely embraces diversity must not only tolerate but actively encourage and support eccentricity, independent thought, and nonconformity. By fostering an environment where students feel safe to express their unique views and challenge prevailing opinions, teachers can help cultivate the strength of character, mental vigor, and moral courage that Mill so highly valued.

Education and the Anti-Totalitarians: Arendt et al.

To these ends, Mill believes that a universal education, provided by a healthy blend of private and state schools, is necessary. However, he was leery of the dangers of the state monopolizing opinion. Therefore, he argues that examinations “should be confined to facts and positive science” and that “the examinations on religion, politics, or other disputed topics, should not turn on the truth or falsehood of opinions, but on the matter of fact that such and such an opinion is held, on such grounds, by such authors, or schools, or churches” (pp. 203-204). Mill asserts that “all attempts by the State to bias the conclusions of its citizens on disputed subjects, are evil; but it may very properly offer to ascertain and certify that a person possesses the knowledge, requisite to make his conclusions, on any given subject, worth attending to” (p. 204). In this assertion, Mill is foreshadowing the concerns of Arendt, Orwell, Huxley, Popper, and others, who warned against the dangers of totalitarianism, state propaganda, and the suppression of individual thought. These thinkers emphasized the importance of maintaining a pluralistic society where diverse opinions can be freely expressed and debated, as opposed to a society where the state dictates a single, dominant ideology.

The concerns of these thinkers are rooted in the belief that when the state monopolizes opinion and suppresses dissent, it leads to the erosion of critical thinking, the capacity for independent thought, and individual liberty.

Hannah Arendt, in her work The Origins of Totalitarianism (1973, p. 468) demonstrated how the state’s control over education and the dissemination of information can lead to the formation of a conformist society where individuals are unable to think for themselves, observing that “the aim of totalitarian education has never been to instill convictions but to destroy the capacity to form any.” Similarly, George Orwell’s dystopian novel 1984 (1949) depicts a society where the state’s control over language and information leads to the suppression of individual thought and the creation of a single, dominant narrative.

Likewise, Mustapha Mond, the antagonist political “controller” of Aldous Huxley’s Brave New World (1932), embodies a society where the state’s control over education and conditioning leads to the formation of a conformist population. Ideas contrary to what the state holds are “not to be published” lest

Karl Popper, in his Open Society and its Enemies (1956), advocated for a balance of liberalism and state intervention in education (p. 106), but also extensively warned of the dangers of totalitarianism in this regard, especially of the potential of education to serve totalitarian ends and official state ideologies. Popper famously critiques Plato’s classic proposal for the education of the ruling class—which would ban religious myth, poetry, and tragedies (as in Huxley’s modern dystopia) in order to create a perfectly just state in the Republic—as a program whose “educational aim is not the awakening of self-criticism and of critical thought in general” but of “indoctrination” and “ the strictest censorship” (p. 125).

Teachers as Protectors and Stewards

These various perspectives suggest that a pedagogy aimed at preparing students for democratic citizenship must go beyond the mere imparting of political dogmas and instead cultivate students’ capacity for critical reflection. As Mill warns, “The fatal tendency of mankind to leave off thinking about a thing when it is no longer doubtful, is the cause of half their errors” (p. 80). By having students actively debate political ideas from contrary perspectives, teachers can ensure a more vital and enduring understanding of political principles while guarding against the calcification of ideas into unquestioned dogma. This process also serves as a pedagogical safeguard against the danger of democracies slipping into totalitarian regimes which then use the educational system as part of their system of repression.

Mill’s defense of the liberty of thought and discussion offers a compelling pedagogical rationale for Max Weber’s insistence that teachers must refrain from political advocacy in the classroom; by not acting as advocates, teachers become protectors and stewards of the examination of diverse voices and perspectives. By maintaining political neutrality and promoting the vigorous contestation of ideas, teachers can create a “laboratory” of democracy in which students develop the habits of critical thinking essential for anti-totalitarianism and democratic citizenship. This approach not only aligns with the principles of a liberal education but also prepares students to engage in the political discourse and deliberation that our society demands, where multiple viewpoints and values must be negotiated and evaluated based on facts, evidence, and the critical thinking skills acquired through education.

Bertrand Russell and the “Good Teacher”

Bertrand Russell” by aldoaldoz is licensed under CC BY-NC-SA 2.0.

In his thought-provoking essay “The Functions of a Teacher” from Unpopular Essays (1950), Bertrand Russell eloquently articulates the vital role teachers play in shaping the minds and characters of their students, and by extension, the future of society. While Russell shares many views with Weber and Mill, as previously discussed, he places greater emphasis on the teacher’s autonomy to impart free thinking as a prophylactic against the concerns of anti-totalitarian thinkers. However, Russell firmly believes that education should not be a vehicle for political indoctrination, even if it needs to support democracy and tolerance, a view that aligns him with Weber’s fundamental principles. In contrast to Weber’s view that science cannot answer moral questions, however, Russell maintains that rational inquiry and scientific methods can indeed shed light on ethical concerns.

Russell illustrates this point by highlighting the dangers of educational systems that prioritize the instillation of official dogmas over the development of critical thinking skills. He writes,

Russell argues that the totalitarian approach to education, which stifles free discussion and promotes fanatical bigotry, is particularly destructive when combined with nationalist ideologies that deny the existence of a common international culture. He observes that in countries such as Nazi Germany and Soviet Russia, the young were indoctrinated with a narrow, nationalistic worldview that left them ignorant of the world outside their own country and incapable of engaging in open dialogue with those who held different opinions.

It is crucial to understand that Russell’s perspective, which grants teachers more leeway than Weber’s, developed in the aftermath of two devastating world wars and the terrible destructiveness of authoritarian and totalitarian ideologies which also influenced Ardent’s and Popper’s views. Having witnessed the horrific consequences of unchecked authoritarianism and the suppression of free thought, Russell’s writings were deeply influenced by the urgent need to safeguard intellectual freedom and prevent the rise of oppressive regimes.

Within this historical context, Russell argues that the primary duty of the teacher is not merely to impart knowledge: ‘if democracy is to survive,” the teacher must produce in his pupils “the kind of tolerance that springs from an endeavour to understand those who are different from ourselves” (p. 121). Russell cautions against the perils of prevailing dogmatism in education, which leads to censorship and repression: “Dogmatists the world over believe that although the truth is known to them, others will be led into false beliefs provided they are allowed to hear the arguments on both sides” (p. 116). This view, according to Russell, results in one of two unfortunate outcomes. Either a single group of dogmatists dominates and suppresses new ideas, or competing dogmatists control different regions and promote hatred against each other. The former stifles progress, while the latter threatens to destroy civilization entirely. Russell asserts that teachers should serve as the primary defense against both of these dangers.

Russell’s words serve as a powerful reminder of the dangers we face when education becomes subservient to the demands of the state, the prevailing orthodoxy of partisan groups, or the tyranny of the majority within a democracy, let alone a totalitarian state. He cautions that when teachers are “dominated and fettered by an outside authority,” they lose the ability to inspire their students and guide them towards a more enlightened understanding of the world. Furthermore, when education is influenced by partisan bias or political agendas, it can stifle free expression, suppress dissenting opinions, and undermine the pursuit of scientific truth.

In a passage that resonates strongly with the central themes of this essay, Russell writes, “If the world is not to lose the benefit to be derived from its best minds, it will have to find some method of allowing them scope and liberty in spite of organization. This involves a deliberate restraint on the part of those who have power, and a conscious realization that there are men to whom free scope must be afforded” (p. 123). Intellectual freedom and pedagogical judgment is essential for teachers who must advance human knowledge and understanding, even in the face of institutional constraints or societal pressures.

The role of educators as articulated by Russell underscores society’s immense responsibility in safeguarding the intellectual freedom of educators. By granting teachers the autonomy to exercise their professional judgment and expertise, we create the conditions necessary for them to inspire and guide the next generation of thinkers and leaders. However, as Weber argues, this autonomy also comes with a responsibility on the part of educators to restrain their impulse to express personal opinions or engage in activism within the scope of their instruction. Teachers must recognize the importance of maintaining a clear distinction between their role as educators and their personal political beliefs if they are to ensure that their classroom remains a space for open inquiry and the free exchange of ideas. This balance between academic freedom and professional responsibility is essential for fostering an educational environment that encourages critical thinking, intellectual curiosity, and the pursuit of knowledge. At the same time, as Russell points out, this professional autonomy must be imbued with a deep sense of moral purpose and what we could call a love of humanity. Russell’s vision, as articulated in his essay, is that the ultimate aim of education is not merely to produce skilled workers or obedient citizens, but to cultivate fully realized human beings who possess a keen understanding of the world and their place within it—without distortions. Education, therefore, is an act of moral civilization-building, where knowledge aims to emphasize understanding and peace rather than ignorance and conflict. “The civilized man,” he writes,

In Russell’s understanding, no one can be a good teacher unless they have both feelings of warm affection towards their pupils, and a genuine desire to impart to them what they themselves believe to be the value of education in service of the human good. This understanding is in stark contrast to the attitude of the propagandist, who sees pupils as potential soldiers in an army, serving purposes that lie outside their own lives and ministering to unjust privilege or despotic power. The propagandist, Russell argues, thwarts the natural growth of students, destroying their generous vigor and replacing it with envy, destructiveness, and cruelty. But a teacher who respects his or her students and has their best interests, and those of humanity in mind, will

Educators, while exercising restraint in expressing their personal opinions, must still strive to foster this sense of shared humanity and respect for diversity within their students. By doing so, they fulfill their moral obligation to shape not only knowledgeable individuals but also empathetic and open-minded citizens who are prepared to navigate the complexities of a pluralistic society.

Conclusion: Political Neutrality and Moral Purpose

In light of the insights provided by Mill, Weber, and Russell, it is evident that teachers should strive for political neutrality in their instruction while maintaining a deep commitment to fostering critical thinking, open-mindedness, and a shared sense of humanity among their students. This approach not only aligns with the principles of a liberal education but also serves as a bulwark against the dangers of dogmatism, ideological conformity, and the erosion of democratic values.

As Weber argues, teachers must refrain from imposing their personal political views on students, recognizing that the classroom is not an appropriate forum for partisan advocacy. By maintaining political neutrality, educators can create a space where students can express their own opinions, engage in respectful dialogue, and develop their capacity for independent thought. This neutrality aligns with Mill’s emphasis on the importance of subjecting all ideas to rigorous debate and scrutiny, which is essential for the pursuit of truth and the prevention of ideological tyranny.

However, as Russell points out, political neutrality does not mean a lack of moral purpose or a disregard of the broader aims of education. As we navigate the challenges of an increasingly complex and divided world, we must heed the wisdom of thinkers like Mill, Weber and Russell, and accept our responsibility to cultivate in our students a deep understanding and acceptance of our diverse and shared human experience. In addition, by maintaining political neutrality, we can impart the key concepts, skills, and knowledge of our social studies and English/language arts curricula, thereby equipping students with the tools they need to become informed, engaged citizens. By modeling and encouraging students to approach complex issues with empathy, open-mindedness, and a willingness to engage in good-faith dialogue, educators can foster the tolerance and understanding essential for a more enlightened, humane, and democratic society in a century whose ultimate political alignments are in danger of totalitarians and authoritarianism.

© Francis Hittinger 2024

All Rights Reserved

Realizing the Promise of Educative AI: Leveraging AI’s Hot-Cool Medium in Instruction and Assessment

Introduction

A decade ago, as a graduate student at Columbia, I became deeply interested in the concept of digital workflows for academic researchers, something that has continued to engage me. In an educational landscape undergoing a profound transformation, technology has shifted from being an intriguing novelty to an essential element of teaching and learning. It’s therefore critical that we reassess our approaches to how we use this technology. The initial widespread enthusiasm for educational technology, which has grown into a multi-billion-dollar industry, has faded as it became ubiquitous during the COVID pandemic and problems have arisen both with smartphones and other technological distractions in schools. The effectiveness of educational technology, in the periods before and after the pandemic, is now under close scrutiny.

The 2023 UNESCO report, An Ed-Tech Tragedy? Educational Technologies and School Closures in the Time of COVID-19, offers a stark evaluation of these technologies. It suggests that not only did technology fail to live up to its high expectations, but the pivot to it during the pandemic was profoundly disappointing. The 656-page report, in “documenting the severity and scope of the many negative consequences of ed-tech responses during the health crisis inverts the triumphalist narratives that accompany many descriptions of technology deployments to address the educational disruption caused by school closures.” This sobering perspective necessitates that we carefully reassess the real impact and future possibilities of these technologies, particularly in the era of generative AI tools like ChatGPT, which have quickly become prominent in educational settings.

Despite the significant learning setbacks experienced by students in elementary, middle and high school from over-dependence on technology during the pandemic, a chorus of optimistic and influential voices is now greeting the arrival of generative AI in the classroom, some with utopian hype. The Economist asserts that “AI can transform education for the better.” Bill Gates envisions AI as something “like a great high school teacher,” while others assert it can “make teachers better” through “observational feedback.” Sal Khan, the eponymous founder of his online learning academy, famous for direct instruction lectures delivered on YouTube, makes the boldest claim yet: “We’re at the cusp of using AI for probably the biggest positive transformation that education has ever seen.”

Others offer more tempered views of AI learning technology. The Wall Street Journal notes that Khan’s own AI tutoring program, “Khanmigo,” struggles with math and tasks that require deeper understandings, and thus reveals the gap between actual performance and hopes of perfection. Another serious issue is that easy access to AI among students has resulted in an explosion of academic dishonesty, with cheating by GPT replacing former modes of cheating. Of major concern is the tendency of AI to generate false information, called “hallucinations,” and its inherent algorithmic biases, which can lack both reliable sourcing and diversity of views. Due to limited subject expertise, students can often fail to detect these flaws. Indeed, mathematician Nassim Taleb is skeptical, arguing that tools like ChatGPT are “ONLY usable if you know the subject very, very well … making embarrassing mistakes only a connoisseur can detect … So if you must know the subject, why use ChatGPT?” Taleb’s critique suggests twin imperatives for educators. Before rapidly integrating still-limited AI technologies into the classroom, educators must determine how to leverage AI guided by the best standards and practices, while applying sound pedagogical principles attuned to its unique media effects.

In this essay, I reevaluate the use of AI in education in three key ways. First, I apply Marshall McLuhan’s media theory to identify generative AI as a unique hybrid medium that synthesizes elements of both “hot” and “cool” media. Next, I argue that AI’s hybrid nature should inform how we integrate AI with the purpose of promoting participatory learning, which include the skills rooted in “hot media”— like critical reading, logical interpretation, textual analysis, and writing—and tools that integrate the interactivity of “cool media.” I contend that the responsible implementation of AI requires pedagogical approaches that intentionally nurture these essential interpretive capabilities alongside the discursive, student-centered use of AI. Finally, I examine implications for our philosophy of assessment, critiquing overreliance on product-focused evaluations in favor of transparent, process-oriented authentic assessments. I argue that AI can play a constructive role as one of other dynamic skill-building activities rooted in student collaboration and growth-oriented feedback. Ultimately, I call for the necessary return to liberal arts education as the only kind capable of preparing students holistically for the post-AI world. Amidst specialized disciplines, the liberal arts teach students enduring first principles and develop the sophisticated cognitive skills they need to use and improve upon AI advancements.

The Medium is the Message

Marshall McLuhan’s main insight that “the medium is the message” in Understanding Media: The Extensions of Man (1964, p. 9) gives us a valuable framework for how we can think about Large Language Model-based (LLM) generative AI technologies. In a now famous formulation of this principle he says,

Ed Tech: The Same Old Same Old

Computer Running Windows 95 (Source: Wikipedia)

There is no doubt that, from the vantage point of the 1960s, the dawn of personal computer technology in the 1970s and 1980s has substantially changed our world. To make one example: it is now clear that the content of news and civic discourse, when transferred to the digital medium of the internet, social media, smartphones and 24-7 cable news cycles of the 21st century, significantly alters society’s experience of it. Computer technologies and the internet have shaped and mutated “the scale and form of human association and action” in novel ways. The internet has put previously inacessible quanta of information at our fingertips.

But the irony of the last twenty to thirty-year obsession with educational technology is how little substantial change it has made in our experience of content in schools. The fact is that the majority of educational technologies have merely digitized traditional media, such as lecture notes and documents or literary/informational texts, by moving them onto a screen and adding some degree of manipulability in the medium. They have not, however, fundamentally changed, or revolutionized, the nature of the learning process.

Platforms like Microsoft Office 365, Google Classroom, and Learning Management Systems (LMS) like Blackboard and Canvas, in effect extended traditional processes of interacting with content from the paper world onto the screen. Not to belabor the point, but a PowerPoint presentation is very much like the transparent overhead projector of forty years ago, just as file folders, PDFs, and threaded discussions resemble digitized versions of informational reading, writing, and viewing processes that would have been logical, in principle, even to Gutenberg despite the novelty of the internet and personal computer.

I first examined digital workflow and learning technologies in my 2014 essay PDF Chaos? Digital Workflow Basics – Humanities & History Blog (columbia.edu) for the Humanities & History Blog at Columbia University (the first installment is here). Although the digital environment seemingly offers an almost magical sense of participation, the underlying processes of computerized work aren’t fundamentally different from non-digital ones. I urged people to remember that “We can confuse the ‘medium’ with the ‘message’:

Today’s LLM Generative AI departs from the above paradigm, in which digital tools and applications only seemingly automated information management yet required users to engage in essentially manual, “hot media” processes which organized the paper world on a screen. Unlike the superficial digitization of the past, where the essence of organizing and interacting with information remained unchanged, today’s AI introduces a genuinely automated, interactive, and highly-participatory dimension to learning and knowledge management. We are tempted to call it an artificial brain, but it is just a probabilistic algorithm that feels like a brain. AI gives us not merely the paper world transposed onto a screen; instead, it’s a leap into a realm where the technology itself automates and then channels reciprocal participation in the educational process: guiding, questioning, and customizing information and the learning experience in real time. The contrast with the digital situation I analyzed in 2014 is stark. Where once users had to manually impose order on digital chaos, AI proposes to navigate, interpret, and even curate the informational deluge for us. It seems to embody a true shift from manual organization in the digital realm to automated cognitive engagement, but as such, the form of engagement with content through the AI medium remains a puzzling chimera.

Generative AI as a Hot/Cool Hybrid

To help us think about what sort of media experience AI actually is, McLuhan’s distinction between “hot” and “cool” is crucial. He writes:

McLuhan divides media into “hot” and “cool” based on the level of audience participation required. Hot media, including printed materials like textbooks and photographs, as well as radio and feature films, deliver information in a high-definition, detailed manner, directly targeting a specific sensory experience. This mode of delivery promotes a direct, linear approach to thinking and learning, encouraging the user to absorb information in a segmented and specialized way. Despite requiring the audience’s full attention due to their content-rich nature, hot media do not demand significant interaction from the viewer or reader. For instance, when students engage with primary sources, by reading through a textbook or completing a graphic organizer, they are fully immersed in a detailed and comprehensive learning experience. However, this type of engagement is characterized by low participation because the media provides all the necessary information directly, leaving little room for the audience to contribute or interact with the content beyond absorbing it.

In contrast, cool media, such as episodic television (especially news commentary, animations, game shows, and reality television), spoken conversations, and the use of telephones, offer less detailed content, requiring the audience to play a more active role in interpreting and engaging with the media. This category includes social media platforms, which, despite their rich mix of images, videos, and texts, foster a more interactive and participatory experience compared to reading a novel, studying from a textbook, or attending a traditional lecture. Cool media requires the audience to fill in more gaps, making their participation crucial for a complete engagement with the content.

Hot media, in general, do most of the work in our receiving information. Reading textbooks and conventional writing tasks are considered hot because they directly provide comprehensive and detailed information to the audience. The hot mode of information delivery engages the audience’s cognitive faculties fully but passively, by understanding and absorbing materials. Hot media doesn’t require and seldom allows for interactive engagement or personal input beyond the processing of the provided information. In essence, hot media denotes minimal involvement and contribution of the audience in the creation, interpretation, or discussion of content.  

Cool media, in general, require that we participate more in the work of receiving information. McLuhan’s discussion of cool media—such as TV shows, movies, and in our day, videos on various social media platforms—as opposed to hot media, is particularly illuminating for educators and relevant to an accurate understanding of AI as partially cool in educational settings: “Intensity or high definition engenders specialism and fragmentation in living as in entertainment, which explains why any intense experience must be ‘forgotten,’ ‘censored,’ and reduced to a very cool state before it can be ‘learned’ or ‘assimilated’”(1964, pp. 8-9). 

In education, generative AI is a hybrid of hot and cool media. As a hybrid, AI provides a rich, interactive textual content in high definition, and therefore, a very high cognitive load, but it also requires a high degree of active learner participation, for example by entering and revising prompts, an action reminiscent of low definition cool media.

When considering which academic teaching methodologies are most effective, educators must distinguish between traditional and participatory learning and how each impacts student success. It’s long been known that students with highly developed executive functions usually excel in environments rich in direct instruction with lectures, models, readings, and rote memorization assessments—a scenario reminiscent of Marshall McLuhan’s concept of hot media; this approach, however, does not benefit all learners. McLuhan’s assertion that “hot” content must be “reduced to a very cool state” to facilitate learning and assimilation, underscores the necessity of adapting educational content to a broader spectrum of learning styles. The transition from hot to cool media in education thus requires that students shift from a passive reception of information to a participatory learning process.

My theory is that generative AI, with its unique interactive capabilities, is a hybrid medium that synthesizes McLuhan’s hot and cool media. Traditional digital tools on the screen mimic the paper world and require user engagement that is essentially manual; as such they embody hot media’s characteristic of delivering detailed, high-definition content with minimal participation. In contrast, generative AI introduces an automated, interactive dimension to information management and learning. AI does not merely digitize existing information; it actively engages in the educational process by customizing and guiding the learning experience in real time. Through its capacity to navigate, interpret, and curate content, generative AI, like cool media, requires users to participate in less defined content by filling in gaps and thereby contributing to the creation and interpretation of knowledge. However, unlike pure cool media, generative AI also delivers detailed, contextually rich information and thus has attributes of hot media. The dual nature of generative AI, which combines the detailed, immersive experience of hot media with the interactive, participatory essence of cool media, makes it a hybrid medium. And as a hybrid medium it fundamentally alters the way we engage with and manage information.

Understanding generative AI as a unique hybrid medium brings me to my central question: How can we best leverage AI technology to promote optimal learning outcomes, given its dual media effects which offer both promise and peril? On the one hand, AI has tremendous potential to enhance learning through customized, interactive experiences. On the other hand, AI’s haphazard production of erroneous outputs threatens academic integrity and underscores the need for vigilance. Its perils therefore necessitate its careful integration into learning practices that are guided by core educational priorities. If we are to realize AI’s benefits while mitigating its risks, we must reframe our educational philosophy, curriculum, assessments and instructional practices to align with the participatory affordances of this technology. Below I present the pros and cons of educative AI with some comments about enhancing the former and containing the latter.

ChatGPT 4 (as prompted by the author on 2/25/2024)

The Pros of Educative AI

  • AI can simulate key activities of direct instruction by automating the repetitive practice and assessment of core concepts. Teachers can then focus instruction on the more advanced, higher-level cognitive skills and tasks of analysis and critical thinking.
  • AI algorithms produce an interactive, user-focused exploration of information based on immediate input and output and thereby quickly facilitate data-rich “conversations” on a vast range of topics; these outputs include broad generalizations, detailed specifics, categorized data, patterns as well as explanations of topics and connections between and among topics.  
  • In the Social Studies or ELA classroom, AI can help educators and students move beyond the traditional input of printed materials, lectures, slides, or textbooks, which students absorb and then translate into outputs like notes or graphic organizers. When thoughtfully used, AI can transform traditional learning into student-centered participatory instruction. This AI model has three stages: input from both the teacher and information sources; input from the student interacting with AI (in which the teacher provides output and source input); and finally, the AI output alongside the student’s output. This complex multi-stage input-output process emphasizes student participation, making learning more interactive and dynamic. Needless to say this process demands full executive function and is cognitively taxing.
Bloom’s Taxonomy” by Vandy CFT is licensed under CC BY 2.0.
  • AI is particularly helpful with student acquisition at the foundational learning level—like remembering and understanding— as outlined in the lower levels of Bloom’s taxonomy. AI tools can quiz students on memorized facts, generate examples, fill in knowledge gaps and clarify confusing concepts, and use flashcards and adaptive software to evaluate and improve retention; they also can continuously assess understanding through formative quizzes, promptings, and biometrics analysis.
  • Educators can also use AI to generate authentic step-by-step tasks that assess student understanding. Students can use it with surprising ease to draft writing responses, brainstorm ideas, and create various audio-visual elements.
  • AI could significantly assess higher-order cognitive skills, as categorized by Bloom’s taxonomy, specifically in the domains of applying, analyzing, evaluating, and creating.

· For the “apply” level, AI creates customized quizzes and interactive simulations which challenge students to use learned concepts in new situations.

· In the “analyzing” domain, AI systems can evaluate student responses through complex problem-solving tasks, identify their ability to break down information into parts, and examine their construction of relationships or patterns.

· For “evaluating” student capabilities to make evaluations based on set criteria, AI-enabled platforms use natural language processing (NLP) to critique the quality of arguments and judgments in essays or reports.

· Finally, in the “creating” tier, AI can help assess student originality and innovation in project-based assignments by suggesting novel combinations of ideas or providing feedback on the creativity of solutions.

By integrating AI across these specific assessment methods, educators can precisely target and enhance the higher-level cognitive processes of applying, analyzing, evaluating, and creating within the learning environment.

The Cons of Educative AI

Prisoners of Plato’s Cave being deceived by AI in a technological dystopia. Author generated by Dall-E.

While AI promises certain benefits for education, it also has significant issues concerning ethics, misinformation, bias, and transparency.  

  • AI systems can hallucinate information, that is, generate convincing, but completely fabricated output. This propagation of misinformation without sources or citations makes AI highly problematic as an instructional tool. AI models also frequently inherit and amplify societal biases due to their training data. Even AI designed without harmful intent can lead to prejudiced and problematic results. If students are unable to identify hallucinated misinformation or biased perspectives, such results can severely undermine the learning process as well as progress towards truthfulness, fairness, and social justice.

As the use of AI expands in education, more work is urgently needed to safeguard against these risks and mitigate damaging outcomes. The promise of AI is that it can assist student comprehension and retention; however, its potential ill effects, like unverified, erroneous, or biased information, raise deep concerns about its current limitations.

  • Students may also become heavily dependent upon AI technology; specifically, they could use AI tools as shortcuts in doing and completing cognitive work as opposed to genuinely developing their own skills. More troubling is that even well-intentioned students could have their foundational remembering and understanding of concepts undermined by AI hallucinations, biases, and lack of proper sourcing. Students who apply, analyze, and evaluate such faulty knowledge in higher-order assessments without scaffolding and intervention from a professional teacher, can have their misconceptions reinforced.

In short, flawed AI-facilitated support of early comprehension and retention activities, as based on erroneous or biased information, would propagate inaccuracies within more advanced learning. So while AI offers some instructional benefits, it can backfire if foundational knowledge is corrupted early on by fabricated information, bias, or lack of transparency. Educators need to construct safeguards to ensure that reliance on AI as a teaching tool does not cement misunderstandings and thereby undermine the integrity of personalized education. The promise of instructional efficiency, as usual, circles back to the issue of teacher professionalism, content knowledge, and pedagogical planning.

  • The interconnected nature of the internet and AI-powered tools can give students an inflated sense of easy access to all information. The hybrid digital learning medium often feels participatory and “magical”—with facts and concepts appearing to interlink seamlessly; the illusion for students is that any and all information is readily available without the deep work of recall and foundational comprehension.

Because the web and AI appear to stitch together a unified whole of instantly accessible knowledge, students may suffer from diminishing motivation to rigorously engage in proper understanding and retention. Here the phrase “surfing the web” takes on an unintended double meaning! If online information feels intuitively interconnected, students may erroneously believe that fruitful analysis, evaluation, and creation will also flow without their diligent engagement in the tasks of remembrance and comprehension. Teachers must ensure that students don’t get too caught up in surfing the waves of digital promise and instead make sure they put in the necessary cognitive work to arrive at the shore of solid knowledge acquisition!

  • ELA and Social Studies learning standards demand that students build specialized skills rooted in logic, linearity, and focused critical thinking; acquisition of these skills requires that students analyze texts, construct coherent arguments, assess the credibility of sources, seek and consider diverse perspectives, and present claims backed by evidence. Social Studies, in particular, requires the additional practice of inquiry, evaluation, and civil discourse. Both fields demand that students build adult-level writing skills that can be applied in authentic contexts.

However, as I noted above, by using non-transparent, stitched-together AI information, students may become overly dependent on AI, compromising their advanced cognitive capabilities. Without teachers who intentionally scaffold research and reasoning within AI tools, students may lose their critical sharpness and linear thinking skills. AI efficiency cannot replace the targeted instruction that explicitly cultivates analysis, logical reasoning, reliable sourcing, argument construction, and the application of contextual knowledge. To guide students in developing these faculties, educators must thoughtfully blend the use of AI with rigorous learning standards via the traditional methods that require clear definitions and perspectives. This approach will preserve AI’s benefits while mitigating the risk of diminished advanced skills.

In view of these risks, it’s essential to reconsider the use of AI tools within learning. As students become immersed in AI platforms, which offer the same immediate gratification as other “cool” media like YouTube, gaming, and social media, the tension between those media and academic rigor will intensify. Educators must recognize that the “medium is the message” and work to deliberately counterbalance the cool media effects of internet and AI media by teaching their students analytical precision. Without building specialized analytical skills in ELA and Social Studies, students may fail to develop the capabilities vital to navigate and evaluate an AI-influenced informational world, where torrents of computer generated, unsourced, and potentially biased or erroneous information are deployed either unwittingly or as a source of propaganda. For those familiar, the worst-case scenario we should fear is an AI, cool-media version of “Plato’s Cave” (on steroids!).

Therefore, classrooms must become laboratories that intentionally cultivate higher level thinking skills, such as the ability to vet sources for credibility, reason logically, write coherently, and debate with evidence. The only way students can escape the deceptive allure of AI as a magical learning and information experience is through educators who teach students to use AI responsibly. Equipping students to accurately synthesize and produce knowledge is essential for real-world survival; the ability to actually find and evaluate evidence and sort what’s false from what’s true and then articulate it can mean not only success or failure on the job, but also determine the very health of civil society and democracy.

Process over product: rethinking educative assessment for AI

In the discussions about AI, many authors are concerned about how easy AI makes it to cheat. As an educator, I’m one of them. Although cheating is nothing new under the sun, educators and institutions should employ AI with deliberate care because AI does make it so easy to cheat, particularly on written and project-based assessments. With AI, the expectation that all students are writing their own essays or other assignments is—to say the least—problematic; that, in turn, makes the traditional practice of teachers grading assignments, when they’re likely composed by AI, time-wasting and, in fact, absurd. Detecting AI-generated content is challenging, if not impossible, and there is little to no educational value in students submitting work created by AI under the guise of their own effort. This practice not only bypasses the learning process but also undermines it.

However, the root of this issue may lie in educators who continue to rely on traditional methods of assessment, such as term papers and conventional forms of homework, in the AI world. These approaches anchor us to outdated concepts of how to validate knowledge and learning, leaving us ill-prepared to navigate the risks and benefits of generative AI technologies. Such largely unchanged traditional assessment methods—present in secondary education and even more prevalent in higher education—fail to capture the dynamic and evolving nature of knowledge in the digital era.

Educational theorist Grant Wiggins, in his book Educative Assessment (1998), advocated for authentic forms of assessment that move beyond the simple audit of student learning to instead truly measure a student’s ability to intelligently apply their knowledge. As he states, “the aim of assessment is primarily to educate and improve student performance, not merely to audit it.” For Wiggins, assessments that merely gather data on what students have memorized promote a view that assessment is “not germane to learning, and therefore best done expediently” (p. 7).

Wiggins calls instead for assessments anchored in “authentic work” (p.10)—tasks that “replicate the way in which a person’s knowledge and abilities are ‘tested’ in real-world situations” (p. 22). Authentic tasks require judgment, encourage exploration within an academic discipline, and push students to “do” the subject rather than just repeat what they have been taught. Students need transparency about assessment standards, multiple opportunities to practice complex tasks, and feedback that evaluates their performance against exemplary models (p. 14).

Though written twenty-six years ago, Wiggins’ insights highlight the risks of using AI tools in ways that undermine authentic assessment. Grading student-AI-generated essays does not measure a student’s writing and analytical abilities; it merely audits the student’s ability to use an algorithm. Similarly, it’s futile to assess students’ AI-created product without any intentional direction or feedback regarding the process and steps taken; what’s missed is whether students can authentically explore academic disciplines and apply knowledge judiciously. Pursuing efficiency and expediency over engagement with subject matter is precisely the concern Wiggins raises. Therefore, the responsible integration of AI into classrooms requires that educators carefully consider the purpose of their assignments and their assessment philosophy. As Wiggins asserts, the primary aim of assessment should be to educate and improve actual student performance.

Using AI-generated artifacts for assignments which are traditionally graded, however, will likely result in an audit. That doesn’t mean that genuine assessment is forever banished from AI-influenced classrooms. Maintaining transparency about expectations, giving students opportunities to practice the application of knowledge, and presenting and understanding examples of excellence are key recommendations from Wiggins that can guide educators in their assessments in AI-influenced classrooms. The purpose of education must remain the nourishment of student skills through engagement and exploration—with personalized feedback from the teacher—not the outsourcing of the learning process to algorithms.

What is needed are authentic assessments in which AI serves as a tool within a learning process marked by ongoing educator feedback and scaffolding towards student mastery. As Wiggins affirmed, it’s key that educators communicate transparent expectations along with multiple opportunities for students to demonstrate their skills. Instead of assigning a final product that can be AI-generated, educators must double down on the learning process itself. Concretely, this means that teachers must scaffold each step of an assessment while prioritizing authentic evaluation of student abilities. Teachers would benefit from protocols that leverage AI to check outputs against valid sources and interpretive rubrics while using human judgment to assess meaningful, student-centered and collaborative instructional activities. Every lesson then contributes towards building skills intentionally cultivated through formative assessments woven into classroom activities.

In this hybrid framework, AI operates as an assistive component of a broader assessment ecosystem guided by teachers. In the world of AI-assisted learning, over-reliance on direct instruction or summative tests, homework tasks, and essays is counter-productive. Traditional learning products must be balanced with collaborative learning activities and authentic formative assessments which capture enduring, synthetic understandings. Teachers can leverage generative AI technologies while retaining agency by using transparent expectations, multiple practice opportunities, and formative assessments that measure genuine comprehension—all key recommendations from Wiggins. This approach moves beyond outdated assessment mentalities while proactively shaping AI tools to supplement—not supplant—rich pedagogical environments where human educators nurture sophisticated, evaluative skills in students. The promise of AI lies in educators using it to strengthen what effective teachers already strive for: insightful, scaffolded and dynamic learning experiences that surpass the limited purpose of knowledge audits.

AI and the Liberal Arts

If educators approach AI mindfully, prioritizing authentic assessments that nurture genuine competencies, students can learn to navigate this technology responsibly. As I have shown, AI often presents as an enticingly participatory media experience, yet it relies on algorithms that generate probabilistically-generated and problematic content that lacks transparency. Users of this technology are obligated to supply accurate context to and analysis of content; doing so requires the application of specialized cognitive skills cultivated in the classroom. Like solving a math problem, if students cannot show their work in how they interpret and evaluate AI output, they lack foundational understanding.

The hybrid nature of AI-learning and its inevitable advances mean teachers must use every minute of their precious classroom time to scaffold the learning process with instructional activities and assessments that allow students to learn and practice identification of credible sources, logical analysis, and evidence-based reasoning and writing. Just as scientific hypotheses demand explanations of methods, AI-infused assignments should require students to display their interpretive and higher-order thinking skills, not just their final products. Students will then be equipped to contextualize AI’s useful but limited probabilistic outputs with specialized abilities for sustaining truth, accuracy, and transparency.

The promise of generative technologies lies in augmentation, not automation. Educators who adopt AI must reinforce activities and assessments that nurture sophisticated cognition, lifting learners beyond passive media absorption towards conscious transfers of learning. If AI is integrated thoughtfully as a tool that strengthens human teaching practices centered on mastery and growth-oriented feedback, students can develop the discernment and integrity increasingly vital for navigating an AI-influenced educational system where transparency and cognitive discipline cultivate ethical, creative, and responsible lifelong learners.

The advent of generative AI therefore calls educators to reaffirm the value of a comprehensive liberal arts education. As AI proliferates, both humanistic and quantitative disciplines become essential foundations for using new technology appropriately. The humanities teache methods of ethical analysis, critical evaluation of sources, philosophical questioning, and the cultivation of wisdom, all of which can contextualize the products of AI. Additionally, mathematical and scientific habits can equip students to audit algorithms logically, and empirically test outputs through evidence-based reasoning rooted in first principles of validity, causality, and truth-seeking. Students who receive broad training in the arts, humanities and sciences will acquire the discernment to ethically use, interpret and improve emerging AI technologies because they have been equipped with the necessary first principles of inquiry.

The central role of pedagogy in leveraging technology was recognized over two decades ago by Andee Rubin in her paper “Educational Technology: Support for Inquiry-Based Learning” (1998):

As McLuhan noted in Understanding Media (1964, p. 390),

In his view, the electric era had the effect of a sudden liberation of humanity from the mechanical routines of specialization. But he also knew that to realize this promise required “nomadic gatherers of knowledge” who are equipped for an “imaginative participation in society” through compass-setting education that fosters integral skills and discernment (1964, p. 391).

Francis Hittinger

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