Tools
Concepts
Interpretation & Calculations
Histograms, Process Capability
Applications
Key Success Factors for the Implementation of SPC
How to Study Process Capability
SPC to Improve Quality, Reduce Cost
Use Of SPC To Detect Process Manipulation
Always look at the Sigma chart first. The control limits on the X-bar chart are derived from the average Sigma, so if the Sigma chart is out of control, then the control limits on the X-bar chart are meaningless.
Interpreting the Sigma Chart
On the Sigma chart, look for out of control points and Run test rule violations. If there are any, then the special causes must be eliminated. Brainstorm and conduct Designed Experiments to find those process elements that contribute to sporadic changes in variation. Remove the statistical bias of the out of control points by dropping them from the calculations of the average Sigma, Sigma control limits, average X-bar and X-bar control limits. (This can be done automatically using the Auto Drop feature in our SPC software).
Once the effect of the out of control points have been removed from the Sigma chart, look at the X-bar Chart.
Interpreting the X-bar Chart
After reviewing the Sigma chart, interpret the points on the X-bar chart relative to the control limits and Run test rules. Never consider the points on the X-bar chart relative to specifications, since the observations from the process vary much more than the subgroup averages.
If there are any out of control points on the X-bar Chart, then the special causes must be eliminated. Brainstorm and conduct Designed Experiments to find those process elements that contribute to sporadic changes in process location. Remove the statistical bias of the out of control points by dropping them from the calculations of the average X-bar and X-bar control limits. (This can be done automatically using the Auto Drop feature in our SPC software).
If the process shows control relative to the statistical limits and Run Tests for a sufficient period of time, then we can analyze process capability relative to requirements. Process capability is only meaningful when the process is stable, since we cannot predict the outcome of an unstable process.
See also:
When to Use an X-bar / S Chart
Fixed or Varying Subgroup Sizes for X-Bar charts
Learn more about the SPC principles and tools for process improvement in Statistical Process Control Demystified (2011, McGraw-Hill) by Paul Keller, in his online SPC Concepts short course (only $39), or his online SPC certification course ($350) or online Green Belt certification course ($499).