I-MR-R/S Control

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How Do I Create I-MR-R/S Control Charts in Excel Using SigmaXL?


I-MR-R Charts


If the within-subgroup variability is much smaller than between subgroup, the classical X-bar & R (or S) chart will not work, producing numerous (false) alarms. The correct chart to use, in this case, is the I-MR-R (or S) chart. The subgroup averages are treated as individual values (I-MR) and the within subgroup ranges are plotted on the Range chart.



  1. Open Multi-Vari Data.xlsx. Select Sheet Between. First, we will incorrectly use the X-bar & R chart, and then apply the correct I-MR-R chart.

  2. Click SigmaXL > Control Charts > X-bar & R. Check Use Entire Data Table.

  3. Click Next. Select Stacked Column Format. Select Measurement, click Numeric Data Variable (Y) >>; select unit, click Subgroup Column or Size >>.


    X-Bar and R

  4. Click OK. Resulting X-bar & R chart:

  5. X-Bar and R Chart

    Almost all of the data points in the X-bar chart are out-of-control! This is due to the small within-subgroup variability (the control limits are calculated from the within-subgroup variability).

  6. Click Sheet Between. Select SigmaXL > Control Charts > Advanced Charts > I-MR-R.

  7. Click Next. Select Stacked Column Format. Select Measurement, click Numeric Data Variable (Y) >>; select unit, click Subgroup Column or Size >>.

    Individuals and Moving Range Chart

  8. Click OK. Resulting I-MR-R chart:

    Individuals Moving Range Chart

    This chart is much cleaner, showing a stable Individuals and Range chart. The MR chart may be trending up, but we would want to collect more data before making this conclusion. Typically, you want at least 20 (30 preferred) subgroups before calculating final control limits.

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