Track subgroup behavior, estimate sigma, and compare specification limits. Reveal instability before defects reach customers. Support smarter engineering action with confident quality insights daily.
Provide one subgroup per line. Use commas, spaces, or semicolons between observations. Keep subgroup sizes equal.
| Sample | Observation 1 | Observation 2 | Observation 3 | Observation 4 | Observation 5 |
|---|---|---|---|---|---|
| 1 | 10.1 | 10.4 | 9.9 | 10.0 | 10.2 |
| 2 | 10.3 | 10.5 | 10.2 | 10.1 | 10.4 |
| 3 | 9.8 | 10.0 | 10.1 | 9.9 | 10.2 |
| 4 | 10.4 | 10.6 | 10.3 | 10.2 | 10.5 |
| 5 | 10.0 | 10.2 | 9.8 | 10.1 | 9.9 |
Subgroup mean: X̄i = (Σx) / n for each subgroup.
Range: Ri = max(x) − min(x).
Grand mean: X̄̄ = average of subgroup means.
Average range: R̄ = average of subgroup ranges.
X̄ chart limits: UCL = X̄̄ + A2R̄ and LCL = X̄̄ − A2R̄.
R chart limits: UCL = D4R̄ and LCL = D3R̄.
Estimated sigma: σ̂ = R̄ / d2.
Capability: Cp = (USL − LSL) / 6σ̂ and Cpk = minimum of Cpu and Cpl.
Performance: Pp and Ppk use overall standard deviation instead of within-subgroup sigma.
It measures process stability and capability using subgroup averages, ranges, estimated sigma, and common engineering quality indices such as Cp, Cpk, Pp, and Ppk.
Control chart constants depend on subgroup size. Unequal sizes change the statistical basis, so matching subgroup counts are needed for valid X̄ and R control limits.
Cp measures potential capability using spread only. Cpk also considers centering, so it shows whether the process average is drifting toward one specification limit.
Cpk uses within-subgroup variation, while Ppk uses overall variation from all observations. Ppk often shows actual long-term performance more realistically.
It means a subgroup mean or range falls outside control limits. That suggests special-cause variation, requiring investigation before capability conclusions are trusted.
Yes. It suits machining, assembly, coating, filling, and many repeated engineering measurements where subgroups represent short time windows or batches.
Many teams consider Cpk of 1.33 or higher capable, though requirements vary by industry, customer standards, safety risk, and production economics.
Yes. Use the built-in CSV export for spreadsheets and the PDF export for reports, reviews, audits, and production quality documentation.
Important Note: All the Calculators listed in this site are for educational purpose only and we do not guarentee the accuracy of results. Please do consult with other sources as well.