What Business Schools Are Missing in Their Leadership Assessment Layer
Shelf A | Assessment Blind Spots | Higher Education Lens
More managers are burning out than at any previous point in the modern workforce. The conditions producing that are not mysterious. AI is not just changing what managers do. It is changing the decision architecture they operate inside. Governance structures built for a different pace are now asking managers to process and act on hundreds of decisions a day that no role was designed to hold. The identity a manager built around their work, their judgment, their authority, is reorganizing beneath them faster than any individual can track.
Business schools are responding. New courses, new frameworks, new executive programs are being designed to prepare managers for a workforce that is restructuring around them. What has not kept pace with that response is the foundational assessment layer, the self-knowledge infrastructure handed to students in the first weeks of their programs that is supposed to tell them who they are as leaders. Those tools were built for a context that is actively changing. AI is eliminating coordination and reporting functions. Org charts are flattening. Middle management layers are disappearing. Role boundaries are blurring as task ownership shifts to automated systems. A manager in 2026 may have the same title they had in 2022 and a fundamentally different job. The tools have not changed with it.
What are business school leadership assessments actually designed to measure?
DiSC, CliftonStrengths, MBTI and similar instruments have been embedded in MBA leadership curricula for years, standard components of the leadership development work at programs from Northwestern and Cornell to UNC and Chicago Booth. The students receiving them are typically not new to management. They are working managers, returning professionals, and executives who came back to school to develop their leadership capacity, and the assessments are given early, often in the first weeks of the program, as a foundation for everything that follows. These tools produce accurate and useful information. A DiSC profile tells a manager how they tend to communicate and respond under pressure, a CliftonStrengths report identifies the patterns of thinking and behavior that come most naturally, and an MBTI assessment maps broad personality preferences and decision tendencies. A manager who moves through this assessment layer leaves with something real: a language for how they show up, a framework for understanding their patterns, and a clearer sense of where they are likely to excel. What the assessment does not provide is a read on what happens to those patterns when the terrain shifts.
What does AI adoption change about the conditions these tools were built to describe?
Leadership assessment design follows workforce assumptions. The tools embedded in MBA programs were built for a context in which a manager's effectiveness was legible through observable behavior: how they communicated, how they made decisions, how they were experienced by the people around them. Describing that behavior accurately worked as a reasonable proxy for understanding leadership capacity because the conditions producing the behavior were relatively stable. Gartner predicted in October 2024 that through 2026, 20% of organizations will use AI to flatten their structures, eliminating more than half of current middle management positions. The task layer is compressing as AI reorganizes the coordination, reporting, and workflow functions that management was organized around for decades. As it does, the behavioral anchors those assessment tools were built to describe become less fixed. A manager who scored high on strategic thinking in their DiSC profile is still strategic, but the terrain that thinking is being applied to looks structurally different from the terrain the assessment was designed to read. What remains as the task layer compresses is not behavior. It is identity: who this leader is under pressure, in ambiguity, when the role is reorganizing and the familiar performance anchors no longer tell them whether they are succeeding.
Where do the tools currently embedded in MBA programs stop?
The assessments business schools use are well-validated and produce accurate data. The gap is not in what they measure. It is in the question they were built to answer. A strengths inventory tells a manager what they do well under normal conditions. It does not tell them how those strengths hold when conditions stop being normal. A behavioral profile describes how someone tends to work. It does not describe how they hold their footing when the work reorganizes. A personality assessment maps preferences that are largely stable. It does not map the terrain those preferences are being applied to, or whether that terrain is producing friction the manager cannot locate or name. A manager can leave a well-designed MBA program with a thorough behavioral profile, strong 360 feedback, and a clear articulation of their leadership strengths — and still have no framework for reading what the system they are entering is asking of them, or why they are struggling in conditions that were not part of the curriculum. The self-knowledge they were given is real. It just does not travel well into disrupted terrain.
What does identity-based assessment reveal that behavioral tools cannot?
Identity-based assessment reads a different layer of the leader. Where a strengths inventory surfaces what a leader does well, identity-based assessment interprets what the terrain is asking of that leader right now and whether their defaults are being read correctly by the system around them. Where a behavioral profile describes how someone tends to work, identity-based assessment asks why that pattern is generating friction in a specific condition and whether the friction belongs to the leader or to the terrain they are navigating. A manager who understands their behavioral style has an accurate description of themselves in stable conditions. A manager who understands their identity under pressure has something more durable: a clear read on who they are when the job reorganizes, what their defaults are in ambiguity, and how to distinguish between friction that is theirs to address and friction the system is producing around them. Leadership Cartography operates as this interpretive layer. It does not replace the assessment infrastructure already embedded in MBA and executive education programs. It answers the question that infrastructure was not designed to reach: who is this leader when the terrain changes, and what is the system asking of them that current tools cannot see?
What becomes possible when the assessment layer matches the terrain students are entering?
Business schools are already responding to AI disruption at the content level. Kellogg, Kelley, and MIT Sloan launched AI leadership programs in 2025 and 2026, building courses around strategy, adoption, and organizational change that give managers frameworks for navigating a workforce that is reorganizing. That response is real and the urgency behind it is warranted. What those courses do not address is the identity layer underneath the content. A manager who completes an AI strategy course without a clear read on who they are under pressure leaves with new frameworks sitting on top of unexamined defaults. The frameworks hold in stable conditions. They are tested precisely when conditions stop being stable, and most likely to fail exactly when the disruption the course was designed to address becomes most acute. When the foundational assessment layer is built to read identity alongside behavior, the program's investment compounds. Students leave with self-knowledge that applies to disrupted terrain, the AI strategy content has something real to land on, and the program produces managers who know themselves clearly enough to navigate whatever reorganization comes next, not just the current one. Business schools are asking the right question about AI disruption, and the investment in curriculum redesign reflects a real understanding of what is happening in the workforce. What is worth examining alongside that investment is whether the assessment layer at the foundation of those programs is asking a question that holds in the terrain those students are being prepared to enter. The tools currently embedded in MBA leadership curricula describe leaders accurately. They were designed carefully, validated rigorously, and built for a context in which describing behavior was a sufficient proxy for understanding leadership capacity. That context is reorganizing faster than the tools are. The gap between what a manager learns about themselves in week two and what the terrain will ask of them when they graduate is not a curriculum problem. It is an assessment design problem. And it will not close on its own.
Sources Gartner. (October 2024). Gartner Unveils Top Predictions for IT Organizations and Users in 2025 and Beyond. https://www.gartner.com/en/newsroom/press-releases/2024-10-22-gartner-unveils-top-predictions-for-it-organizations-and-users-in-2025-and-beyond
DDI. (2025). Global Leadership Forecast 2025. https://www.ddi.com/about/media/global-leadership-forecast-2025
Kellogg School of Management. (March 2026). https://www.kellogg.northwestern.edu/news/blog/2026/03/19/ai-executive-education-sawhney/
