Difference Between Parameter and Statistics

The key difference between statistics and parameter is given below:

Characteristic

Parameter

Statistics

Definition

A numerical value that describes a characteristic or property of an entire population.

A numerical value calculated from a sample of data drawn from a population.

Representation

Denoted by Greek letters (e.g., μ, σ).

Denoted by Roman letters (e.g., x̄, s).

Nature

Fixed, unknown values that represent true population characteristics.

Calculated values used to estimate the corresponding population parameters.

Scope

Describes the entire population.

Describes a sample from the population.

Variability

Constant for a given population.

Subject to sampling variability, depending on the sample drawn.

Examples

Population mean (μ), population standard deviation (σ), population proportion (π).

Sample mean (x̄), sample standard deviation (s), sample proportion (p̂).

Statistic vs Parameter

In the statistical and data analytics areas, parameters and statistics are the most widely used two terms. Statistic is a numerical value calculated from a sample of data, whereas, Parameter is a numerical value that describes a characteristic of an entire population.

This article will provide the meaning and applications of parameters and statistics and the distinctions between them.

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