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What is a behavioral simulation engine?

Last updated: June 2026

A behavioral simulation engine models how the people inside an organization are likely to respond to a specific change before that change is made. submove is a behavioral simulation engine: it resolves a workforce into anonymous, governed individual profiles, places each one inside the organization's real reporting and collaboration network, and plays a named change forward to show the likely human trajectory.

Spreadsheets and org charts treat a workforce as headcount. A behavioral simulation engine treats it as people who respond to the same change in different ways, where one person's response shapes the people around them. That human response is the part of a decision leaders most often fly blind into, and it is usually the part that decides whether the decision works.

Category
Behavioral simulation engine for organizational change
Also called
Organizational behavior simulation, workforce response simulation, decision-rehearsal for people-change
Used for
Rehearsing a named change (reorg, manager change, return-to-office, restructure, layoffs) before it is committed
Provider
submove (SUBMOVE S.R.L)
Availability
Invitation-only, consulting-led

How does a behavioral simulation engine work?

It resolves the people in an organization into anonymous individual profiles, places them inside the real reporting and collaboration network, and plays a named change forward through that network, person by person and relationship by relationship, so it can show not just who is affected but how the effect spreads.

1,102
independent studies pooled across the research base it is calibrated on
29,624
participants in the largest study pool it calibrates against
200+
calibrated coefficients across 32 interacting states, resolved every tick
500
Monte Carlo runs per decision, at full engagement depth

What can a behavioral simulation engine predict?

It estimates the likely trajectories for the things that decide whether a change lands, stress, morale, trust, and performance, and maps where in the organization they move and how they ripple outward. It is a structured read of how a change is likely to travel, not a verdict on any person.

Typical changes leaders rehearse before committing:

For a worked example, see how to predict employee reaction to a reorg or manager change.

How is behavioral simulation different from employee surveys?

A survey measures how people feel now, after something has already happened. A behavioral simulation estimates how people are likely to respond to a change before it happens, while the decision can still be shaped. They answer different questions, and they work well together rather than replacing each other.

For the full breakdown, see behavioral simulation vs surveys vs change-management tools.

Is behavioral simulation the same as a digital twin of an organization?

They are complementary, not the same. A digital twin of an organization usually models structure, process, and operations. A behavioral simulation engine models the human layer on top of that structure, how people are likely to respond to a change and how that response spreads, which a process-level twin does not try to capture.

Digital twin of an organizationBehavioral simulation engine
ModelsStructure, process, operations, workflowsThe human response: stress, morale, trust, performance
Question it answersHow would the system or process behave?How are the people likely to respond, and where does it ripple?
Unit modeledRoles, processes, resourcesAnonymous individual profiles inside the real network
RelationshipComplementary: a behavioral layer can sit on top of a process twin to add the people dimension.

Is a behavioral simulation accurate?

It is calibrated, not validated. Calibrated means its assumptions are anchored to a broad evidence base; it does not mean it has been proven to predict any specific individual or outcome. submove describes likelihoods, not guarantees, and is deliberate about that line because the tool only earns trust if it is honest about its own certainty.

We would rather be trusted than impressive, so we are explicit about the edges of the tool.

A behavioral simulation engine is a decision-support and rehearsal tool, not a crystal ball. The value is seeing where strain is likely to land, who will carry it, and where the first cracks tend to show, while the decision is still reversible, so you can sequence a rollout differently or intervene early instead of reading the damage in an exit interview six months later.

Who uses a behavioral simulation engine?

Leaders who own people-decisions and have to live with the consequences: executives, people and HR leaders, transformation and change teams, and the advisors who guide them through a restructure, a leadership change, a return-to-office decision, or a reduction in force.

It is most useful when a change is named but not yet committed, when there is still room to shape how it happens, and when the cost of getting the human side wrong is high enough to be worth rehearsing first. submove runs these as invitation-only, consulting-led engagements, a few organizations at a time.

Frequently asked questions

Is a behavioral simulation engine the same as a digital twin of an organization?

They are related. A digital twin usually mirrors structure and process. A behavioral simulation engine focuses specifically on the human response: how individuals inside the structure are likely to react to a change, and how that reaction spreads through the network. submove is a behavioral simulation engine in this narrower, people-focused sense.

Does behavioral simulation use employees' personal data?

In submove, no. No personally identifying information enters the model. People are represented by anonymous, role-coded, masked profiles that exist only to run the simulation, never to evaluate, rank, or name a real individual.

Can it predict what a specific person will do?

No. It is calibrated, not validated. It does not forecast a named individual's future. It describes likely trajectories across the organization as a whole, so a decision can be examined while it is still reversible.

What does "calibrated, not validated" mean?

Calibrated means the model's assumptions are anchored to a broad evidence base, in submove's case 1,102 pooled studies of organizational behavior. It does not mean the model has been validated to predict any specific individual or outcome. We are deliberate about that distinction.

What changes can be simulated?

Named people-changes such as a reorganization, a new manager, a return-to-office mandate, a restructure, or a reduction in force. The model plays the specific change forward and reports likely trajectories for stress, morale, trust, and performance.

How is it different from an engagement survey?

A survey measures how people feel now, after something has happened. A behavioral simulation estimates how people are likely to respond to a change before it happens, while the decision can still be shaped. They answer different questions and work well together.

Who can use submove?

submove is invitation-only and consulting-led, working with a small number of organizations at a time. It is built for leaders who own people-decisions: executives, people and HR leaders, transformation teams, and the advisors who guide them.

Is there a what-if scenario tool for changing org structure?

Org-design tools (such as Orgvue or Workday Adaptive) let you model headcount, cost, and the shape of the chart. A behavioral simulation engine answers a different what-if: not what the new structure looks like, but how the people are likely to respond to moving into it. The two are complementary.

What is people simulation or workforce simulation?

People simulation and workforce simulation are looser synonyms for modeling how a workforce behaves under different conditions. A behavioral simulation engine is the change-focused form: it plays a specific named change forward across anonymous individual profiles to estimate the human response before the change is made.

Can behavioral simulation reduce the chance a reorg or change fails?

It cannot guarantee a change succeeds, but rehearsing it first surfaces where strain is likely to concentrate and where the first cracks tend to show, so you can sequence the rollout, add support where it is needed, or rethink the plan. The decision and the responsibility stay with you.

See a change before you make it

If you are weighing a people-change and want to see how it is likely to land before you commit, you can request a simulation and tell us the situation. Engagements are invitation-only, so we will talk first about whether submove is the right fit. You can also read more about submove.