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SKILL verified MIT Self-run

Msa Gauge Rr

skill-rbraga01-quality-engineering-skills-msa-gauge-rr · by RBraga01

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$ agentstack add skill-rbraga01-quality-engineering-skills-msa-gauge-rr

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No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

Measurement System Analysis (MSA) / Gauge R&R

When to use

Use this skill when:

  • Qualifying a measurement system for a new part or process (PPAP requirement)
  • Interpreting Gauge R&R results — is this gauge acceptable?
  • Auditing a supplier's MSA study for correctness and adequacy
  • Selecting the right study type for a given measurement situation
  • Investigating a quality problem where measurement error may be a factor
  • Responding to a customer request for MSA data on a specific characteristic

Prerequisites

  • The characteristic to be measured (product or process)
  • The gauge or measurement system to be studied
  • Production parts spanning the expected process variation (10 parts minimum)
  • At least 2 trained appraisers who normally perform the measurement
  • The specification (tolerance) for the characteristic

Workflow

Step 1 — Select the MSA study type

| Study type | When to use | |-----------|-------------| | Gauge R&R (crossed) | Variable data, 2–3 appraisers, each measures all parts (most common) | | Gauge R&R (nested) | Variable data, parts are destroyed during measurement (e.g., tensile test) | | Attribute MSA | Pass/fail, go/no-go, visual inspection — data is not a number | | Bias study | Accuracy of a single gauge vs. a reference standard | | Linearity study | Whether gauge accuracy is consistent across its measurement range | | Stability study | Whether gauge accuracy drifts over time |

For PPAP: Crossed Gauge R&R is required for all variable gauges on special characteristics.


Step 2 — Crossed Gauge R&R study procedure

Setup:

  • Minimum 10 parts selected to represent the full process variation range (not cherry-picked from centre of tolerance)
  • Minimum 2 appraisers (3 preferred)
  • Minimum 2 trials per appraiser per part (3 preferred)
  • Parts randomly numbered and labelled — appraisers must not see each other's measurements
  • Measurement conditions must match normal production conditions

Standard study design:

  • 10 parts × 3 appraisers × 2 trials = 60 measurements
  • 10 parts × 2 appraisers × 3 trials = 60 measurements

Execution:

  1. Appraiser A measures all 10 parts in random order — record results
  2. Appraiser B measures all 10 parts in random order — record results
  3. Appraiser C measures all 10 parts in random order — record results
  4. Repeat the cycle for trial 2 (and trial 3 if applicable)
  5. Appraisers must not see their own previous results or other appraisers' results during the study

Do NOT:

  • Allow appraisers to adjust the gauge between trials
  • Use parts that are all near the nominal value (no spread)
  • Record only one trial (single measurement per appraiser per part is insufficient)

Step 3 — Interpret the results

%GRR (Gauge R&R as % of Total Variation or % of Tolerance)

| %GRR | Interpretation | Decision | |------|---------------|---------| | 30% | Unacceptable | ❌ Gauge not suitable — investigate and improve before use in production |

Two calculation methods:

  • % of Study Variation (% of TV): GRR / Total Variation × 100 — preferred when process is in control
  • % of Tolerance: GRR / Tolerance × 100 — use when process capability is unknown or for attribute gauging

For PPAP, %GRR AV: investigate gauge (calibration, maintenance, resolution) If AV > EV: investigate training, measurement procedure, gauge fixture/setup

When %GRR > 30% — improving the measurement system

A result >30% means the gauge is not suitable for production use. Do not proceed to PPAP — investigate and retest. Common root causes and actions:

| Root cause (high EV) | Action | |---------------------|--------| | Gauge resolution too coarse | Replace with a gauge of finer resolution (rule: resolution ≤ 10% of tolerance) | | Gauge worn or damaged | Inspect, recalibrate, or replace the gauge | | Environmental interference (vibration, temperature) | Move measurement to a stable environment; add fixture if needed | | Inconsistent part fixturing | Design a repeatable fixture or measurement aid |

| Root cause (high AV) | Action | |---------------------|--------| | Measurement technique varies by appraiser | Develop a standardised measurement instruction (WI with photos/video) | | Gauge difficult to read or position | Redesign fixture; add a datum locator; use a self-positioning gauge | | Training gap | Retrain all appraisers using the standardised measurement WI; repeat the study |

After implementing improvements: re-run the full study. Do not accept a %GRR > 30% result with a customer waiver unless the characteristic is non-critical and the customer explicitly agrees in writing.


Step 4 — Attribute MSA (pass/fail gauges)

For go/no-go gauges, visual inspection, and any pass/fail decision:

Expanded attribute study (recommended for PPAP):

  • 50 parts spanning the full range (include parts near the accept/reject boundary)
  • 3 appraisers × 3 trials per part = 450 measurements
  • Calculate % agreement (within appraiser and between appraisers)
  • Calculate kappa statistic (Cohen's kappa ≥ 0.9 is acceptable)

Short method (minimum acceptable):

  • 20 parts × 2 appraisers × 2 trials
  • 90% agreement within and between appraisers required
  • Include borderline parts near the specification limit

Step 5 — Audit an existing MSA study

When reviewing a supplier's or internal MSA, check:

  • [ ] Parts selected represent the full process variation range (not all near nominal)
  • [ ] Minimum 10 parts, 2 appraisers, 2 trials confirmed
  • [ ] Appraisers did not see each other's or their own previous results
  • [ ] %GRR result stated clearly (tolerance method or study variation method — which one?)
  • [ ] ndc ≥ 5 for all special characteristics
  • [ ] EV vs. AV breakdown analysed and interpreted
  • [ ] %GRR 30% submitted in PPAP without explanation or customer waiver
  • Gauge calibration expired at time of MSA study — study is invalid
  • ndc "How would you like to receive the output?

> A — Structured Markdown (formatted tables and sections, ready to copy) > B — Plain tables (simplified structure for Excel or Word) > C — Narrative report (flowing text for a formal document or email) > > Default: A."

Adapt all output sections to the chosen format. If the platform or session context already defines a format preference, skip this question.

Changelog

| Version | Date | Author | Change | |---------|------|--------|--------| | 1.0 | 2026-06-06 | @RBraga01 | Initial release | | 1.1 | 2026-06-06 | @migmcc | Added improvement guidance for %GRR > 30% — root cause table for high EV and high AV with corrective actions |

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.