TMI Research Library
Scientific Monograph Series · B2 (2025)


The Practice of Transformation Science

Authors: Jordan Vallejo and Transformation Management Institute Research Group

Status: Monograph B2 | October 2025

The practice of transformation existed long before the discipline that now defines it. Organizations relied on certain people when transformation no longer matched the plan everyone thought they were following. These practitioners were called in when priorities were interpreted differently across teams, when decisions returned after they were treated as finished, and when work lost momentum despite broad agreement on goals. They were not asked to motivate, persuade, or inspire. They were asked to make sense of situations where everyone was capable and committed, yet coordination still broke down.

This work did not begin with theory. It began with proximity. Practitioners learned to operate inside environments where direction arrived unevenly, where instructions conflicted without being named as conflicts, and where progress depended on reconciling assumptions that different groups did not realize they were carrying. Over time, they became fluent in a specific kind of problem: the organization could no longer provide a shared way to tell what was currently true.

Experienced practitioners rarely needed a dramatic failure to know trouble was coming. The earliest signs showed up in ordinary work. People began asking the same questions again with slightly different phrasing. Meetings repeated because decisions did not fully settle and kept returning. Teams waited for “the version people will actually be expected to follow,” not because they were passive, but because they had learned that today’s answer might not be tomorrow’s. Updates were announced, yet the tools and workflows people depended on still reflected the earlier version. In those conditions, it was hard to move quickly without guessing.

Practitioners learned to treat these moments as real signals. They noticed when a team stopped relying on shared data and began relying on memory, side conversations, or individual judgment. They noticed when exceptions became routine because the baseline no longer matched the day’s constraints. They noticed when handoffs began to fail for reasons that sounded minor but repeated often: two groups were working from different assumptions about what had been decided, what counted as complete, or who could approve the edge case.

Their work was often quiet. It rarely looked like “leading transformation.” It looked like getting the right people in the room and naming the mismatch that had been hiding in plain sight. It looked like tracing confusion back to a single moment where a decision was made but never carried forward into the places where work actually happened. It looked like asking a question that made a team pause and realize their shared language no longer pointed to the same thing.

This required a disciplined way of seeing. Practitioners learned to hold multiple viewpoints at once without treating them as disagreement. They listened for what people were compensating for rather than what they were arguing about. They developed an instinct for the difference between a genuine debate and a situation where everyone was making reasonable moves inside an environment that was no longer dependable. They were often most useful before a crisis, when the organization still looked functional but the same issues were beginning to recur.

The difficulty was that the work had no stable identity. The same role was called by many names, and the name rarely matched the object. Practitioners were asked to repair outcomes while being kept away from the conditions that produced them. They were expected to restore coordination without the authority to settle disputed decisions, clarify which artifacts governed reality, or stop exceptions from becoming permanent. When they succeeded, the success was attributed to personal skill. When they failed, the work was dismissed as “soft,” even when the failure was a direct result of missing authority.

Without a shared framework, the practice remained dependent on individual credibility. Practitioners could sense what was happening, but they struggled to describe it in terms that traveled beyond immediate relationships. They were often the first to see that the organization was asking people to reconstruct the situation privately, yet they had no widely accepted language for naming that burden. The result was a familiar pattern: responsibility without legitimacy.

Meaning System Science changed that. It did not invent the practice. It made the problem visible as a repeatable condition rather than a personality-driven story. It showed why certain failures return even after competent people address them, and why local fixes can preserve momentum while quietly increasing long-term inconsistency. It gave practitioners a way to point to observable conditions in the environment, instead of relying on intuition that others could not verify.

With that shift, the profession gained coherence. Practitioners could describe their work without appealing to charisma or persuasion. They could explain why restoring coordination sometimes required changing who could settle ambiguity, where updates lived, and how corrections reached daily work. They could explain why this work was not about preference or influence, but about whether people could coordinate without guessing.

Transformation Management emerged to codify this practice. It defines a professional responsibility centered on preserving shared, checkable understanding while systems become something new. Transformation Managers do not exist to sell the change. They exist to reduce the amount of private reconstruction required for people to do their jobs. They intervene where coordination begins to depend on assumption instead of reliable shared reference. They help an organization keep one reality in circulation, even when roles, tools, priorities, and machine-generated recommendations are moving at the same time.

The practice of transformation is therefore older than the discipline that names it. Practitioners were holding environments together long before the work had formal recognition. The science did not replace their judgment. It gave structure to what they already knew, and it provided a basis for treating this labor as essential rather than incidental.

Transformation Science explains why these conditions arise. Transformation Management ensures the organization can still produce binding answers: what is true now, what changed, which version governs, who can decide the edge case, and where the decision will be recorded so it remains decisive tomorrow.

Citation

Vallejo, J. (2025). Monograph B2: The Practice of Transformation Science. TMI Scientific Monograph Series. Transformation Management Institute.