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Standard Deviation

πŸ“Š intermediate
$$\sigma = \sqrt{\frac{\sum(x_i - \mu)^2}{N}}$$
Quantifies the amount of variation or dispersion of a set of data values.
Variables & Units
$\sigma$
Population standard deviation
Unit: Same as data units
$x_i$
Individual data point
Unit: Unit of measurement
$\mu$
Population mean
Unit: Unit of measurement
$N$
Total number of observations
Unit: Dimensionless
Key Information
πŸ“ Derived From
Square root of variance.
πŸ’‘ Example
Determining the volatility of stock prices.
πŸ”§ Applications
Quality control, finance, and social sciences.
⚠️ Constraints
Requires a normal distribution for some interpretations.

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