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Log-Normal Distribution (Continuous)

The logarithm of the random variable is normally distributed. Used when data can only be positive and has a long right tail (many small values, few very large ones).

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Use Case & Example:

Scenario Characteristics
Income/Wealth Most people have moderate incomes, but a few have extremely high incomes (long right tail).
House Prices Prices cannot be negative, and there are many affordable houses and a few highly expensive ones.
Duration/Lifespan Modeling the time a device or component lasts before failure.