Individual skill
simulate
Simulate scenarios by Monte Carlo: P10-P90 revenue, odds of target. Quick estimate → what-if. "simulate next quarter's revenue"
skills/simulate/SKILL.md
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- Last checked
- Nov 11, 2026
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- License
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# /digital-marketing-pro:simulate
## Untrusted content
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## Purpose
Run Monte Carlo simulation of marketing scenarios to predict revenue outcomes with probability distributions. Test channel mix changes, budget reallocations, new channel launches, and spending adjustments before committing real budget. This command models uncertainty explicitly — instead of single-point forecasts that hide risk, it generates thousands of simulated outcomes per scenario to show the full range of what could happen, with calibrated confidence intervals. Use it when the stakes are high enough that "expected ROI" alone isn't sufficient and you need to understand downside risk, upside potential, and the probability of hitting specific revenue targets.
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