Examples

    Monte Carlo simulation examples — ready-to-use templates for finance, business, and operations analysis.

    Finance

    Startup Valuation (VC Method)

    VC Method valuation with scenario-weighted outcomes: IPO, acquisition, and failure paths. Models probability-weighted expected value like professional investors.

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    391

    FIRE Advanced

    Time-series portfolio model with inflation, expense ratios, and real vs nominal tracking

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    130

    FIRE Basic

    Simple Financial Independence calculator with savings rate and investment returns

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    310

    Business

    Product Demand Forecast

    Forecast demand with seasonal variation and market uncertainty

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    70

    Insurance Claim Decision

    Decide claim approval based on threshold with conditional payouts

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    30

    Weather-Driven Sales

    Model how correlated weather factors (temperature & sunshine) affect beach resort revenue

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    70

    Operations

    Inventory Reorder Point

    Calculate optimal reorder point considering demand variability and lead time

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    00

    Project Cost Risk

    Estimate total project cost with uncertain labor, materials, and contingency

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    30

    Manufacturing Yield

    Calculate production yield with defect rates

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    90

    Product

    Feature Prioritization

    Score and rank product features using weighted criteria with uncertainty

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    00

    Conversion Funnel Analysis

    Model conversion rates through a multi-step funnel with drop-off uncertainty

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    00

    A/B Test Sample Size

    Calculate required sample size for A/B tests with statistical power analysis

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    60

    Research

    Estimating Pi

    The classic classroom Monte Carlo: throw random darts at a square to estimate π

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    131

    Survey Sample Size

    Determine required survey sample size for desired confidence level

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    00

    Clinical Trial Power

    Estimate statistical power for a two-arm clinical trial

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    00