In today’s world, almost every organization claims to value learning. And to be fair, most of them probably do recognize its importance since adapting to rapidly changing conditions and demands of today’s environment has become an absolute necessity in a competitive market.
In line with this, we see more and more companies investing in training programs, running feedback cycles, conducting performance reviews, and constantly talking about continuous improvement.
But the real question is this: Do all these efforts actually make the organization more innovative, more resilient, more capable of reaching its strategic goals? Or do similar problems quietly resurface, while the same strategic miscalculations are repeated in slightly different forms?
More broadly, what does it actually mean for an organization to learn?
Even at the individual level, identifying the signs of learning and measuring change is already complex. When we shift to the collective level, to something as layered and dynamic as an organization, that complexity increases even further.
In this article, we will try to unpack this question. As a starting point, we will go back several decades and revisit the influential theory of Organizational Learning developed by Argyris and Schön (1)
In much of the literature on learning in organizations, the core challenge
has been this: how do we translate something we usually understand as an
individual process into a collective, organizational one?
Learning is typically seen as something that
happens within a person. We think of individuals constructing knowledge,
testing assumptions, and revising their understanding. Argyris and Schön tried to
extend this logic to organizations. Drawing on what they call a “theory of
action” perspective, they argued that both individuals and organizations
operate based on underlying action logics that guide how knowledge is
constructed, tested, and restructured.
In doing so, they distinguish between two types:
However, as with people, the two do not always align.
For
instance, an organization may declare that it encourages open
dialogue. That is the espoused theory. But if employees who challenge decisions
are subtly discouraged, the theory-in-use instead is: avoid questioning
authority.
This gap is not necessarily intentional. Often, organizations genuinely
believe in their stated values. But when routines, incentives, and informal
reactions send a different message, theories-in-use tend to dominate. And it is
within this gap that learning, or the lack of it, becomes visible.
According to Argyris and Schön, learning begins with error detection. An error signals a discrepancy between expected outcomes and actual results and members choose to investigate that gap rather than ignore it.
An error, in this sense, is not simply a mistake. It is a signal. It points to a mismatch between a strategy and its outcome. The crucial question then becomes: At what level do members of the organization respond to this mismatch?
Single-loop learning focuses on adjusting actions without questioning the underlying assumptions. The guiding question is: How can we fix this?
If a project fails, timelines are tightened. If performance drops, new metrics are introduced. The strategy is modified, but the logic behind it stays the same.
Double-loop learning goes further.
Instead of asking only how to fix the action, the organization asks: Why were we doing it this way in the first place? This involves questioning underlying norms, values, and mental models. It is not just behavioral correction, but cognitive reconsideration. Because it challenges foundational assumptions, double-loop learning has the potential to create more fundamental and longer-lasting change.
Finally, deutero-learning refers to “learning to learn.” It involves reflecting on how the organization typically responds to problems. Does it allow questioning? Does it encourage reflection? Or does it default to defensiveness?
Deutero-learning strengthens the skills and mindset required for ongoing self-directed learning, making both single- and double-loop learning more likely in the future.
This level strengthens the organization’s capacity for ongoing adaptation.
In short, according to Agrys and Schön, organizational learning is not simply about adding new training programs or refining procedures. It is about how organizations respond to discrepancies, whether they adjust surface-level strategies or confront the deeper assumptions that shape them.
Argyris and Schön ground organizational learning in the learning processes of individual members.
However, they are also clear about one important point: organizational learning is not simply the sum of individual learning processes.
An organization does not automatically learn just because its individuals do.
For learning to become organizational, the knowledge gained through error correction must move beyond the person who discovered it. It needs to travel. It must move beyond the individual and become part of how the organization as a whole approaches future problems. Only then can the organization adapt more effectively to change and sustain learning over time.
Otherwise, insights remain isolated within teams or individuals and disappear when roles change or people leave.
Argyris and Schön’s work has been highly influential in the field of
organizational learning. At the same time, it has not been without criticism.
One important critique is that their model may
underestimate how much learning is shaped by broader organizational realities(2).
Power dynamics, hierarchy, culture, and informal norms actively shape what is
allowed to be questioned and what is not.
For example, some scholars argue that it is
often managers, not employees, who determine what counts as “learning” in the
first place(3). They decide which problems deserve attention, which assumptions
are open to discussion, and which topics remain untouched. In that sense,
learning is not always an open, collective process.
Others point out that the distinction between espoused theories and theories-in-use, while useful, may oversimplify real-world situations(4). Not all behavior reflects deeply embedded assumptions; sometimes it reflects uncertainty or lack of experience.
These critiques do not necessarily invalidate Argyris and Schön’s
contribution. On the contrary, their work was highly influential precisely because
it provided a structured way to think about learning beyond training programs
and surface-level adjustments and opened an important conversation.
At the same time, the critiques remind us that learning in organizations is rarely a clean or linear process. It is shaped by context, authority, culture, and complexity. And the organizational learning is both a cognitive process and a political one.
References
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