--- alias: user-guide-average-and-standard-deviation description: "This documentation details the properties and calculations for an Xbar-s control chart" --- # Average and Standard Deviation (Xbar s) The following table lists the properties of the Average and Standard Deviation (x̄ s) chart. | Property | Description | |-----------------------------------------------------|--------------------------------------------------------------------| | **Chart** | Average and Standard Deviation *(x̄ s)* | | **Process observation types** | Variables | | **Process observations relationships** | Independent | | **Sample Size** | Usually \>=10 | | **Distribution type** | Normal | | **Size of shift to detect** | Large (≥ 1.5σ) | | **Average (Indicator 1)** | $\overline{x}=\frac{\sum_i\overline{x}_i}{i}$ | | **Standard Deviation (Indicator 2)** | $s=\sqrt{\frac{\sum(x_i-\overline{x})^2}{n-1}}$ | | **Mean for All values** | $\mu=\overline{\overline{X}}=\frac{\sum{x_{ij}}}{\sum{n_{i}}}$ | | **Process Mean** | $\mu$ | | **Process Standard Deviation** | $\sigma=\overline{S}=\frac{\sum{S_i}\cdot\frac{c_4(n_i)}{1 - c_4(n_i)^{2}}}{\sum{\frac{c_4(n_i)^{2}}{1 - c_4(n_i)^{2}}}}$
Where $S_i$ is the standard deviation for the data point as given by:
$s=\sqrt{\frac{\sum(x_i-\overline{x})^2}{n-1}}$ | | **Average (Indicator 1) Centerline** | $\mu$ | | **Average (Indicator 1) Control Limits** | $UCL = \mu + \frac{3\sigma}{\sqrt{n_i}}$
$LCL = \mu - \frac{3\sigma}{\sqrt{n_i}}$ | | **Standard Deviation (Indicator 2) Centerline** | $\overline{S}_i = c_4(n_i)\cdot\sigma$ | | **Standard Deviation (Indicator 2) Control Limits** | $UCL = \overline{S}_i + 3\sigma \cdot c_5(n_i)$
$LCL = max(\overline{S}_i - 3\sigma \cdot c_5(n_i);0)$ | Table: Average and Standard Deviation chart properties The statistical table used to compute the control limits can be consulted in the [Control Chart Constants](control_chart_constants.md) page.