AI as an Enabler of Management as a Liberal Art

October 1, 2024

What is MLA?

Management as a Liberal Art (MLA), a concept championed by Peter Drucker views management not only as a technical practice focused on performance but as a humanistic discipline focusing on people, values, and the common good. In a  previous blog post , I introduced the three knowledge pillars of MLA by proposing that the knowledge of individual and societal characteristics is as important as the knowledge of organizational drivers of performance. Therefore, I concluded that managers practicing MLA need to acquire and maintain a good understanding of individual-level, organization-level, and society-level factors that impact business operations. In that post, I also discussed how knowledge of various disciplines such as psychology, history, and political science, among others, can lead to a better understanding of these three pillars of MLA. 


In this blog post, my goal is to discuss how recent developments in Artificial Intelligence (AI) can enhance effective implementation of MLA by facilitating the access, interpretation, and maintenance of multi-disciplinary knowledge pertaining to individual, society, and organization.


What is AI?

AI (Artificial Intelligence) refers to the use of computational systems that simulate human cognitive functions, such as learning, reasoning, and decision-making, to collect, process, and interpret vast amounts of data. It can transform raw data into actionable insights by identifying patterns, making predictions, and suggesting solutions. While the term AI was coined around 1956, it only recently gained significant popularity due to the confluence of data proliferation, algorithmic advancement, and enhanced computational capacity and storage.


AI and MLA

At first glance, AI and MLA might seem at odds. MLA emphasizes human judgment, ethics, and values, while AI is often associated with data-driven efficiency and automation, which could be perceived as undermining the human elements central to MLA. However, these approaches are not inherently conflicting. Instead, AI can complement MLA by enhancing human-centered decision-making and supporting value-based aspirations. 


AI can play a significant role in enabling managers to put the MLA philosophy into practice. Recent AI developments facilitate the effective and efficient collection and analysis of individual, societal, and organizational data in ways that were not possible before. While predictive AI tools have existed for decades to facilitate analysis of technical organizational and industrial data, the recent advancements in natural language processing (e.g., large language models) and generative AI have opened new horizons for interpretation and analysis of existing knowledge in the realm of social sciences. In other words, generative AI enables a fast acquisition and interpretation of written information from knowledge sources that were not easily accessible decades ago. In essence, summarization of existing written knowledge about specific topics in philosophy, history, or other social sciences can take place in a matter of seconds. Therefore, gaining fundamental technical information about individual and societal factors that impact management is less costly or time consuming than before. Similarly, advanced AI tools and systems can collect and analyze large amounts of data from a variety of sources in real time to offer managerial insights.


Below, I explore AI’s role in helping managers gain a deeper understanding of organizational-level, individual-level, and society-level influences. Although individuals are embedded within organizations and societies, examining these entities separately offers a clearer view of how AI transcends different levels of analysis. 

 

AI Helping Managers Understand the Organization

AI’s predictive capabilities allow managers to analyze internal data to identify problems and to predict potential financial and operational risks directly relevant to organizational performance. This leads to more proactive decision-making and strategic planning within the organization. Similarly, AI-powered tools facilitate better internal communication and collaboration by analyzing interaction patterns, identifying communication bottlenecks, and suggesting ways to improve information flow throughout the organization. As another example, AI can automate routine reporting tasks and dashboards, giving managers real-time insights into how various parts of the organization function.


AI Helping Managers Understand Individuals

Organizations monitor employee performance, measure productivity, and provide personalized recommendations for professional development. AI tools can take the quality of these recommendations to the next level by considering employee characteristics (e.g., personality) or other outcomes (e.g., job satisfaction). AI-based tools, such as the ones built on psychometric tests, can analyze language patterns and behavior to infer personality traits. By understanding an individual’s traits (e.g., introversion/extroversion, openness to experience), the AI can suggest tailored professional development paths. Similarly, sentiment or emotion analysis can help managers understand the ongoing needs of their employees. For instance, modified LLMs can analyze written or spoken communication (emails, chat messages, or voice inputs) to detect sentiment and emotional tone. This can help gauge mood and satisfaction, giving a sense of an employee’s emotional state over time. If used properly, these insights can help managers boost organizational outcomes by improving job satisfaction and minimizing employee burnout or turnover. It is important to note that establishing clear guidelines and ethical frameworks for the use of AI tools is important to prevent issues related to privacy and ethics. Transparency in informing employees of the purpose and scope of AI-based monitoring is also important. Implementing guardrails such as data privacy protocols and ethical oversight committees can also help prevent misuse and ensure AI tools are used to enhance trust rather than erode it.


AI Helping Managers Understand the Society

AI can help managers understand different cultural and demographic trends by analyzing large datasets that reveal societal changes, consumer behaviors, and global shifts in market demands. For instance, AI tools can analyze social media conversations, news articles, and public forums to gauge public sentiment, identify trends, and understand societal expectations or concerns. Similarly, AI tools can also be used to model the environmental impact of a company’s operations or decisions, helping managers evaluate sustainable practices the benefit different stakeholders. For instance, a company planning to expand manufacturing facilities can use AI to better estimate the carbon emissions resulting from increased production. AI tools can simulate the long-term environmental impacts, such as air and water pollution, as well as public health consequences. Based on these predictions, managers may choose whether to implement more energy-efficient technologies.


AI significantly shortens the gap between when a trend starts and when managers can detect it. Unlike traditional methods where data lag behind real-time developments, AI’s real-time data analysis and predictive capabilities allow organizations to see trends as they emerge, not years later. This immediate access to information enables managers to respond proactively, rather than reactively, to shifts in the marketplace or societal expectations.


Concluding Remarks

While MLA focuses on nurturing a holistic view of management, AI can provide insights and tools that allow managers to efficiently gain a comprehensive understanding of the organizational dynamics within their proper context. This in turn, gives managers a better understanding of various individual and societal factors surrounding a business problem. Rather than replacing human insight, AI can empower managers to make more informed, value-aligned decisions, reinforcing the core principles of MLA.


By Bo Yang, Ph.D. January 31, 2026
Peter Drucker’s memoir, Adventures of a Bystander, is a self-portrait of a most unusual kind. It reveals its subject not through direct autobiography, but through a series of incisive portraits of the people he encountered throughout a tumultuous life. Drucker positions himself as a "bystander," but this is no passive observer. Instead, he is an intellectual portraitist whose careful study of others becomes the very method by which he comes to understand himself and the fractured world he inhabited.
December 17, 2025
This essay was inspired by an article recently published by Karen Linkletter and Pooya Tabesh (2025). They were in search of the meaning of “decision” in the works of Peter Drucker. To this end, they used Python to identify and locate all the times the word, “decision”, came up in Peter Drucker’s oeuvre . They then characterized the contexts (“themes”) in which the word came up. The result was a nuanced but very clear characterization of the evolution of his thinking on the topic. Here, we will focus on a key theme for Drucker: the case where your decisions involve other people’s decisions and actions . For present purposes, we can start with their statement: One of Drucker’s valuable contributions to the literature on decision-making is his adamance that implementation be built into the decision-making process.” (Linkletter and Tabesh 2025 8) To be clear, “…it is not a surprise that his integration of implementation of and commitment to decisions is part of his process of decision-making. He argues that a decision “has not been made until it has been realized in action.” (2025 8) The question, therefore, is how to make this happen, how to turn an organization from an aggregate of individuals whose decisions may or may not be aligned, into an agent—an entity that makes decisions, implements them, and then ascertains that what was done was, in fact, what was decided, as we try to do when making purely individual decisions. Let’s look at the matter more closely… A few years ago, I read a story about a road crew that was painting a double-yellow line on a highway. In their path was a dead raccoon that had been hit by a car or truck. It was lying right in the middle of the road. The crew didn’t stop. Someone later took a picture of the dead raccoon with a double-yellow line freshly painted right over it. The picture is below. It went viral on the Internet.
December 17, 2025
When Paul Polman became CEO of Unilever in 2009, he did not inherit a troubled company. He stepped into a large global enterprise with familiar consumer brands that sat on shelves in cities from Amsterdam to Manila. Even with that scale and reach, the business rested on foundations that were beginning to crack. Public faith in multinational firms was fading, climate change was moving from a distant worry to a financial reality, and investors were increasingly locked into the rhythm of quarterly results that encouraged short term decisions and discouraged real strategy.
December 10, 2025
Peter Drucker suggested that readers view his first three books as a unified body of work: The End of Economic Man(1939), The Future of Industrial Man (1942), and Concept of the Corporation (1946). These works share a common theme: politics. Drucker did not think about politics like scholars who strictly follow modern social science norms. Instead, he viewed politics as part of social ecology and understood political events through the dynamic changes in social ecology. Despite having "corporation" in its title and using General Motors as a case study, Concept of the Corporation is indeed a book about politics. In this work, Drucker attempts to address the main issues that industrial society must resolve: the legitimacy of managerial authority, the status and function of managers and workers, and the power structure of society and organizations. In Drucker's own words, this is a book exploring the specific principles of industrial society. Corresponding to these specific social principles, Drucker had earlier attempted to develop a general social theory, which was the aim of The End of Economic Man and The Future of Industrial Man. The subtitle of The End of Economic Man is "The Origins of Totalitarianism." The book focuses on how society disintegrates in industrial societies and how totalitarianism rises. For Drucker, the real challenge of this topic isn't explaining how Hitler and Mussolini came to power, nor the actions of Germany and Italy in government, military, and economic spheres. Rather, it's understanding why some Europeans accepted clearly absurd totalitarian ideologies, and why others seemed potentially receptive to them. Drucker's writing style is argumentative. He clearly knew that to effectively advance his arguments, he needed to engage with popular theories of his time. Back then, there were two main explanatory approaches to Nazism and Fascism, which Drucker termed "illusions." Some viewed totalitarianism as ordinary political turmoil similar to previous historical revolutions. In their view, totalitarianism was characterized merely by cruelty, disruption of order, propaganda, and manipulation. Others considered totalitarianism a phenomenon unique to Germany and Italy, related to their specific national characters. Drucker thoroughly refuted explanations based on "national character." He believed that any historical approach appealing to "national character" was pseudo-history. Such theories always emphasize that certain events were inevitable in certain places. But all claims of "inevitability" negate human free will and thus deny politics: without human choice, there is no politics. If the rise of totalitarianism were inevitable, there would be no need or possibility to oppose it. Viewing totalitarianism as an ordinary revolution is equally dangerous. This thinking merely emphasizes how bad Nazis and Fascists were. But the real issue is that Europeans were not merely submitting out of fear—they were actually attracted to totalitarianism. And those attracted weren't just the ignorant masses but also well-educated intellectual elites, especially the younger generation. The world cannot defeat totalitarianism through contempt alone, especially if that contempt stems from ignorance. Understanding the enemy is a prerequisite to defeating it. Drucker identified three main characteristics of Nazism and Fascism (totalitarianism is a social type, with Nazism and Fascism being its representatives in industrialized Europe): 1. The complete rejection of freedom and equality, which are the core beliefs of European civilization, without offering any positive alternative beliefs. 2. The complete rejection of the promise of legitimate power. Power must have legitimacy—this is a long-standing tradition in European politics. For power to have legitimacy means that it makes a commitment to the fundamental beliefs of civilization. Totalitarianism denied all European beliefs, thereby liberating power from the burden of responsibility. 3. The discovery and exploitation of mass psychology: in times of absolute despair, the more absurd something is, the more people are willing to believe it. The End of Economic Man develops a diagnosis of totalitarianism around these three characteristics. Drucker offers a deeper insight: totalitarianism is actually a solution to many chronic problems in industrial society. At a time when European industrial society was on the verge of collapse, totalitarians at least identified the problems and offered some solutions. This is why they possessed such magical appeal. Why did totalitarianism completely reject the basic beliefs of European civilization? Drucker's answer: neither traditional capitalism nor Marxist socialism could fulfill their promises of freedom and equality. "Economic Man" in Drucker's book has a different meaning than in Adam Smith's work. "Economic Man" refers to people living in capitalist or socialist societies who believe that through economic progress, a free and equal world would "automatically" emerge. The reality was that capitalism's economic freedom exacerbated social inequality, while socialism not only failed to eliminate inequality but created an even more rigid privileged class. Since neither capitalism nor socialism could "automatically" realize freedom and equality, Europeans lost faith in both systems. Simultaneously, they lost faith in freedom and equality themselves. Throughout European history, people sought freedom and equality in different social domains. In the 19th century, people projected their pursuit of freedom and equality onto the economic sphere. The industrial realities of the 20th century, along with the Great Depression and war, shattered these hopes. People didn't know where else to look for freedom and equality. The emerging totalitarianism offered a subversive answer: freedom and equality aren't worth pursuing; race and the leader are the true beliefs. Why did totalitarianism reject the promise of power legitimacy? One reason was that political power abandoned its responsibility to European core beliefs. Another reason came from the new realities of industrial society. Drucker held a lifelong view: the key distinction between industrial society and 19th-century commercial society was the separation of ownership and management. The role of capitalists was no longer important. Those who truly dominated the social industrial sphere were corporate managers and executives. These people effectively held decisive power but had not gained political and social status matching their power. When a class's power and political status don't match, it doesn't know how to properly use its power. Drucker believed this was a problem all industrial societies must solve. Totalitarianism keenly perceived this issue. The Nazis maintained property rights for business owners but brought the management of factories and companies under government control. This way, social power and political power became unified. This unified power was no longer restricted or regulated—it became the rule itself. Why could totalitarianism make the masses believe absurd things? Because Europeans had nothing left to believe in. Each individual can only understand society and their own life when they have status and function. Those thrown out of normal life by the Great Depression and war lost their status and function. For them, society was a desperate dark jungle. Even those who temporarily kept their jobs didn't know the meaning of their current life. The Nazi system could provide a sense of meaning in this vacuum of meaning—though false, it was timely. Using the wartime economic system, the Nazis created stable employment in a short time. In the Nazi industrial system, both business owners and workers were exploited. But outside the industrial production system, Nazis created various revolutionary organizations and movements. In those organizations and movements, poor workers became leaders, while business owners and professors became servants. In the hysterical revolutionary fervor, people regained status and function. Economic interests were no longer important, freedom and equality were no longer important; being involved in the revolution (status) and dying for it (function) became life's meaning. The Nazis replaced the calm and shrewd "Economic Man" with the hysterical "Heroic Man." Though absurd, this new concept of humanity had appeal. What people needed was not rationality but a sense of meaning that could temporarily fill the void. Those theorists who despised totalitarianism only emphasized its evil. Drucker, however, emphasized its appeal. He viewed totalitarianism as one solution to the crisis of industrial society. From 19th-century commercial society to 20th-century industrial society, the reality of society changed dramatically. 19th-century ideas, institutions, and habits could not solve 20th-century problems. Capitalism could not fulfill its promises about freedom and equality, and neither could Marxism. It was at this point that totalitarianism emerged. Nazism and Fascism attempted to build a new society in a way completely different from European civilization. Drucker said the real danger was not that they couldn't succeed, but that they almost did. They addressed the relationship between political power and social power, proposed alternative beliefs to freedom and equality (though only negative ones), and on this basis provided social members with new status and function. The war against totalitarianism cannot be waged merely through contempt. Defeating totalitarianism is not just a battlefield matter. Those who hate totalitarianism and love freedom must find better solutions than totalitarianism to build a normally functioning and free industrial society. Totalitarianism gave wrong and evil answers. But they at least asked the right questions. Industrial society must address several issues: the legitimacy of power (government power and social power), individual status and function, and society's basic beliefs. These issues became the fundamental threads in Drucker's exploration of industrial society reconstruction in The Future of Industrial Man. The Future of Industrial Man: From Totalitarian Diagnosis to General Social Theory Both The End of Economic Man and The Future of Industrial Man feature the prose style of 19th-century historians. Even today, readers can appreciate the author's profound historical knowledge and wise historical commentary. For today's readers, the real challenge of these two books lies in Drucker's theoretical interests. He doesn't simply narrate history but organizes and explains historical facts using his unique beliefs and methods. In The End of Economic Man, Drucker developed his diagnosis of totalitarianism around three issues: power legitimacy, individual status-function, and society's basic beliefs. In The Future of Industrial Man, he also constructs a general social theory around these three issues. In "What Is A Functioning Society," Drucker explains three sets of tensions that exist in social ecology: 
November 15, 2025
Last semester, two students approached me to advise their AI-based graduate projects at a time when no one else in the department was available or willing to take them on. Our department lacked sufficient faculty with software or AI specialization at the time to support the growing number of requests in this area.
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When Marc Benioff founded Salesforce in 1999, Silicon Valley had a pretty straightforward playbook which was technological disruption at any cost. Profit, scale, and market capture dominated corporate ambition. Benioff, who worked under Steve Jobs at Apple and explored Buddhist philosophy, was not satisfied with that approach. He envisioned a company that would not only revolutionize enterprise software through the cloud but also redefine the social purpose of business itself. His leadership at Salesforce reflects Peter Drucker's concept of Management as a Liberal Art (MLA). This idea holds that management is not just about efficiency or growth, but about making work human, creating meaning, and building institutions that serve society (Drucker, 1989).
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Over the past two decades, there has been a discernible shift in the professional workforce. Increasingly, individuals have chosen to leave traditional corporate environments in favor of smaller ventures, entrepreneurial efforts, and purpose-driven careers. This migration has been fueled by a desire for greater autonomy, meaningful impact, and freedom from the rigidity of hierarchical organizational structures. As the world continues to undergo sweeping changes—economic, technological, and social—professionals are finding themselves at a crossroads. The COVID-19 pandemic only accelerated this reckoning, forcing people across industries to reevaluate their relationship with work, identity, and independence.
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In Part I of this series, I gave a brief overview of Alexis de Tocqueville’s background and project of evaluating American Democracy in the early 19 th century. In this new installment, I’d like to share de Tocqueville’s observations about the nature of equality in America and how what he saw might help us understand some of the challenges democracies face today.