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Balanced crossed replicated study

Crossed Random-Effects Gage R&R ANOVA

Estimate variance components for part,operator,operator×part interaction and repeatability with a fully disclosed method-of-moments two-way ANOVA. No automatic acceptance decision is made.

Two-way crossed ANOVAInteraction retainedNo AIAG conformance claim

Required design and assumptions: every operator measures every part for the same number of trials; order should be randomized and measurements independent. Parts and operators are treated as random representative levels. Residuals are assumed approximately normal with constant variance. The calculation does not assess bias,linearity,stability,resolution,time effects or calibration uncertainty.

Variance-component estimates

Repeatability σe
Operator σO
Operator×part σPO
Reproducibility √(σ²O+σ²PO)
Combined Gage R&R σGRR
Part-to-part σP
Total study σtotal
GRR / total study variation
GRR variance contribution

SourceSSdfMSVariance estimate
Part
Operator
Part×operator
Repeatability

Balanced crossed random-effects model

yijk=μ+Pi+Oj+(PO)ij+eijk
σ²e=MSe
σ²PO=max[(MSPO−MSe)/r,0]
σ²O=max[(MSO−MSPO)/(pr),0]
σ²P=max[(MSP−MSPO)/(or),0]
σ²GRR=σ²e+σ²O+σ²PO

p,o and r are the numbers of parts,operators and trials. Components are in squared measurement units; displayed σ values are their square roots. Negative method-of-moments component estimates are reported in the note and truncated to zero for the combined nonnegative variance display.

Open statistical sources

NIST/SEMATECH e-Handbook §3.2.3.2 gives the balanced crossed two-way model and sums of squares for part,operator,interaction and residual. NIST/SEMATECH e-Handbook §7.4.4 explains random effects,expected mean squares and method-of-moments variance components.

Standards and acceptance boundary

ISO5725-1:2023,edition2 provides general principles and definitions for trueness and precision and explicitly says calculation methods are in other parts; this calculator does not claim to implement ISO5725. AIAG MSA 4th edition is a separately licensed manual. Because its full licensed method was not available for this audit,the former 10/30% labels,ndc coefficient/threshold and minimum-study claims are not implemented or presented as verified.

Interpretation

GRR/total study variation and variance contribution are descriptive for the sampled part population; changing the selected parts can change them. They are not percentages of tolerance and no pass/warn/fail class is assigned. Confirm study design,assumptions,customer requirements and the governing licensed procedure before making a measurement-system decision.

©2024–2026 Vibromera

Transparent method-of-moments crossed ANOVA,not AIAG or ISO certification. Scientific review:July2026.

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