Fundamental Measures of Central Tendency & Dispersion
Descriptive statistics distill raw data collections into understandable mathematical summaries:
Core Statistical Metrics
- Arithmetic Mean (\(\bar{x}\)): The sum of all elements divided by \(n\). \(\bar{x} = \frac{1}{n}\sum x_i\).
- Median (\(\tilde{x}\)): The middle element of a sorted list. For even lists, the average of the two middle numbers.
- Mode: The value appearing most frequently in the sample.
- Standard Deviation (\(s\)): The square root of variance, measuring average dispersion around the mean.
Frequently Asked Questions (FAQ)
When should I use the Median instead of the Mean?
Use the Median when your data has extreme skewness or outliers (such as household income distributions or real estate home sale prices).