Lilla Hortoványi

Strategy Without Templates

Adaptation in Digital Environments

3.6 From Experimentation to Stability: Routines and Residues

Persistent experimentation generates temporary stabilization in the form of routines. Firms cannot operate through continuous improvisation alone. Repeated experimentation produces patterns that become routinized. These routines enable coordination and reduce uncertainty. They are the sedimented outcomes of prior experimentation. However, this stabilization introduces critical tension.

Drawing on bricolage theory (Baker & Nelson, 2005), experimental solutions often produce loosely integrated systems. Over time, these accumulate into what can be conceptualized as organizational debt: inconsistencies, redundancies, and path-dependent rigidities.

The accumulation of experimental residues generates a specific form of path dependence that differs from conventional accounts. Classical path dependence theory emphasizes increasing returns and lock-in through positive feedback: early choices become self-reinforcing as switching costs rise and complementary investments accumulate (Arthur, 1989). The path-dependent effects of experimentation operate through a different mechanism: the accumulation of architectural constraints.

Each experimental cycle produces not only a solution to an immediate problem but also a structural residue: technical dependency, an interface commitment, a data schema, a reporting logic, or an organizational routine. These residues are often invisible when created because they appear as implementation details rather than strategic commitments. Over time, however, they accumulate into a constraining architecture that shapes the feasible space for future action.

This process exhibits three properties. First, non-reversibility: experimental solutions become embedded in interdependent systems such that their removal would trigger cascading changes across organizational and technical layers. Second, opacity: the full extent of these dependencies often remains unknown until an attempted change reveals unexpected constraints. Third, cumulative restriction: each new experiment must accommodate prior residues, progressively narrowing the space of viable configurations.

This creates a dual effect: experimentation enables adaptation, but it also generates constraints. Each experimental cycle leaves residues that shape future possibilities. Firms do not act on a blank slate; they act on architectures shaped by prior improvisations.

The result is a strategic paradox. Experimentation increases adaptive capacity in the short term but can generate structural rigidity in the long term. Firms that experiment rapidly may become locked into configurations that were never explicitly chosen but emerged through the accumulation of locally rational adjustments. This differs from classical strategic lock-in, where firms become trapped by deliberate commitments to technology, market, or organizational design. Experimental lock-in is unintended and emergent: it arises from the sedimentation of tactical improvisations.

This leads to a fundamental ambivalence. Stability is necessary, but its form is not neutral. Routines may consolidate learning or lock in fragmentation. Therefore, the strategic challenge is not only to experiment, but to selectively stabilize and periodically reconfigure accumulated structures.

This has important theoretical implications. Evolutionary perspectives often assume that variation, selection, and retention operate on organizational forms that can be distinguished, compared, and replaced. Under experimental lock-in, however, such forms are not cleanly separable. Each configuration is partially constituted by its own history of improvisation, making comparison and replacement more difficult than standard selection models imply. Adaptation, therefore, proceeds less through substitution among discrete alternatives than through continuous reconfiguration of a path-dependent system.

The strategic challenge is not to avoid experimentation, because experimentation remains structurally necessary, but to manage the architecture of residues it leaves behind. This requires periodic refactoring: deliberate efforts to simplify accumulated dependencies, eliminate organizational and technical debt, and restore optionality. Without such interventions, firms risk adaptive sclerosis: the capacity to adapt declines precisely because past adaptations have progressively constrained the space of future possibilities.

Tartalomjegyzék

Kiadó: Akadémiai Kiadó

Online megjelenés éve: 2026

ISBN: 978 963 664 204 4

Gazdaság

What happens when understanding comes only after action has already begun?

Traditional strategy rests on the assumption that organizations can understand their environment before deciding how to act. Yet the conditions that once allowed organizations to rely on benchmarking, best practices, and proven strategic templates can no longer be taken for granted. Today, organizations increasingly face situations for which no clear roadmap exists. Established assumptions become less reliable, familiar reference points lose their clarity, and strategic decisions must be made before their consequences can be fully understood.

Strategy Without Templates explores how organizations learn, adapt, and navigate environments in which uncertainty is pervasive and established templates are absent or no longer sufficient. Instead of treating strategy as a process of prediction and planning, the book explores how strategic paths take shape through action, experimentation, adjustment, and learning.

A central insight in the book is that temporary solutions are often necessary. What begins as a practical response to an immediate challenge may gradually shape future possibilities in unexpected ways. Some solutions create new opportunities and sources of advantage. Others become constraints that are difficult to overcome.

Hivatkozás: https://mersz.hu/hortovanyi-strategy-without-templates//

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