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Definition

Monte Carlo simulation

Repeated random sampling used to estimate a range of possible outcomes and the uncertainty around them.

Why it matters

The practical consequence.

Simulation exposes the distribution of plausible results instead of hiding uncertainty behind a single average.

Example

How it appears in a system.

A budget optimizer can simulate thousands of response curves to compare downside risk across channel allocations.

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