Bounded Propagation Modelling

Bounded Propagation Modelling

Cyber exposure is determined by how compromise can propagate — not simply by whether controls exist.

WHY THIS MATTERS

Most organisations assess security in isolation:

  • Firewall configured
  • Endpoint protection deployed
  • MFA enabled
  • Patches applied

Each control is evaluated independently.

But attacks do not operate independently.
They move.

  • Across systems
  • Through identities
  • Between environments
  • Along trust relationships

The real question is not:

“Do we have controls?”

It is:

“If compromise occurs, what happens next?”

THE CORE IDEA

DSCR models exposure as a propagation problem.

Compromise is not binary.
It is a process:

  • Initial foothold
  • Movement across the environment
  • Escalation of privilege
  • Persistence and control
  • Eventual impact

The speed, reach, and containment of this process are shaped by structure.

PROPAGATION MODEL

Once an organisation is represented as a structural state:

x = (S, P, M, I, B)

Exposure can be expressed as a function of that structure:

Exposure = F(x)

This reflects:

  • How easily movement can occur
  • How quickly detection can happen
  • How effectively spread can be contained

This is not a checklist.
It is a system behaviour model.

WHAT ORGANISATIONS GET WRONG

Organisations often assume that more controls reduce risk linearly.

This leads to:

  • Isolated control optimisation
  • Overconfidence in individual safeguards
  • Lack of understanding of system-wide behaviour

In reality:

  • Weak segmentation amplifies spread
  • Poor identity control accelerates escalation
  • Limited monitoring delays detection
  • Lack of boundedness enables full compromise

The interaction between these factors determines outcome — not their individual existence.

OUR POSITION

DSCR treats ransomware and cyber compromise as bounded propagation phenomena.

This means:

  • Exposure is shaped by structural conditions
  • Propagation can be constrained, slowed, or amplified
  • Containment capability is as important as prevention

Rather than asking:

“Can we stop an attack?”

DSCR asks:

“If an attack occurs, how far can it spread — and how quickly?”

This shift changes everything:

  • From prevention to containment
  • From controls to interaction
  • From static posture to dynamic behaviour

PRACTICAL CONSEQUENCE

With propagation modelling:

  • Organisations understand real exposure pathways
  • Boards see impact potential, not just control status
  • Technical teams identify structural weaknesses, not just gaps
  • Insurers receive credible signals of containment capability

Without it:

  • Risk is underestimated
  • Spread is misunderstood
  • Resilience is assumed rather than demonstrated

TRANSITION

Once exposure is understood, it must be translated into meaning that organisations can act on:

  • Governance decisions
  • Regulatory positioning
  • Insurer expectations

Governance & Insurance Interpretation