XBarS chart

XBarS chart

XBarS chart (X-Bar and Standard Deviation chart) is a type of control chart used in statistical process control to monitor the mean and variation of a process using the standard deviation of subgroups. It is preferred over the XBarR chart when subgroup sizes are larger (typically n > 8), as the standard deviation provides a more efficient estimate of process variation.


Map the data fields

  • Subgroup/Lot: This field represents the subgroup identifier. All observations sharing the same subgroup value are grouped together.
  • Process Value: This field contains the individual measurement value for each observation within a subgroup.
  • UCL (SPC Variable): Optional field for custom upper control limits for the SPC Variable (X̄) series.
  • LCL (SPC Variable): Optional field for custom lower control limits for the SPC Variable (X̄) series.
  • Central line (SPC Variable): Optional field for custom center line values for the SPC Variable (X̄) series.
  • UCL (SPC Range): Optional field for custom upper control limits for the SPC Range (S) series.
  • LCL (SPC Range): Optional field for custom lower control limits for the SPC Range (S) series.
  • Central line (SPC Range): Optional field for custom center line values for the SPC Range (S) series.

Calculation Methodology

The XBarS chart requires subgroup sizes between 2 and 25. Calculations are performed as follows:


Subgroup Mean (x̄ᵢ)

x̄ᵢ = Sum of all values in subgroup i / Number of observations in subgroup i

Subgroup Standard Deviation (Sᵢ)

Sᵢ = sqrt( Σ(xⱼ - x̄ᵢ)² / (nᵢ - 1) )

Grand Mean (X̿)

X̿ = Sum of all subgroup means / Number of subgroups (k)

Average Standard Deviation (S̄)

S̄ = Sum of all subgroup standard deviations / Number of subgroups (k)

Control Limits — X-Bar Chart


Upper Control Limit (UCL):

UCL = X̿ + A3 × S̄

Lower Control Limit (LCL):

LCL = X̿ - A3 × S̄

Center Line (CL):

CL = X̿

A3 Constants Table

nA3nA3
22.659140.817
31.954150.789
41.628160.763
51.427170.739
61.287180.718
71.182190.698
81.099200.680
91.032210.663
100.975220.647
110.927230.633
120.886240.619
130.850250.606

Notes:

  • If custom limits are provided, they override the calculated values
  • Subgroup size (n) must be between 2 and 25
  • Subgroup standard deviation uses the sample formula (divides by n-1)
  • The plotted value on the X-Bar chart is the subgroup mean, not individual observations
  • XBarS is preferred over XBarR when subgroup sizes are larger (typically n > 8), as standard deviation is a more statistically efficient measure of spread