A Gauge R&R study decomposes measurement variation into repeatability (equipment), reproducibility (appraisers) and part-to-part, following the AIAG crossed design.
Before trusting a measurement process, quantify how much of the observed variation comes from the gauge itself. In the crossed design every appraiser measures every part at least twice: repeat measurements isolate equipment variation, appraiser differences isolate reproducibility, and what remains is real part-to-part variation.
The AIAG verdict reads %Study Var of Total Gauge R&R: < 10% acceptable, 10–30% marginal, > 30% unacceptable. The number of distinct categories (ndc ≥ 5) checks whether the gauge can actually resolve the parts being measured.
Part ID + appraiser/operator + numeric measurement (every appraiser × part cell measured ≥ 2 times).
Variance components (VarComp, %Contribution, StdDev, %Study Var), Total Gauge R&R verdict, ndc.
High repeatability share → fix the instrument; high reproducibility share → train/standardize the appraisers.