The plain-English version
Estimating outcomes by repeatedly sampling from specified random input distributions.
Why it matters
It helps explore variability when uncertainty can be modeled meaningfully.
Let’s make it click
A toy inventory model samples demand many times and summarizes stockout frequency.
Vibe Bro’s heads-up
More samples reduce some sampling uncertainty but cannot correct an unrealistic input distribution or an incorrect underlying model.
The docs behind it
Documentation links checked .
Editorial review · October 28, 2026
Supported: Monte Carlo estimates depend on the specified model/distribution; extra samples cannot remove systematic model error.