Quality & Statistics · Engineering Guide

Gage R&R NDC Below 5: What It Means and What to Check First

Your %GRR came back fine. The number of distinct categories didn't. Here's what ndc is actually telling you, and where to look before you touch the gage.

PUBLISHED 2026-08-30QUALITY ENGINEERINGPRACTICAL INTERPRETATION

Your %GRR came back fine. The number of distinct categories didn't. Here's what ndc is actually telling you, and where to look before you touch the gage.

It's a common moment of confusion in a measurement-system review: %GRR reads 12%, comfortably inside the "may be acceptable" range, and then ndc reads 3. The two numbers seem to disagree. They don't — they're answering different questions, and the second one is often the more important answer for your process.

Two horizontal bars of equal length, one divided into five resolvable bands and one divided into only two, illustrating that ndc measures how many distinct groups a gage can separate across the same part-to-part range
Two horizontal bars of equal length, one divided into five resolvable bands and one divided into only two, illustrating that ndc measures how many distinct groups a gage can separate across the same part-to-part range

What ndc is actually measuring

%GRR tells you how much of the variation in your data comes from the measurement system versus the parts themselves. ndc (number of distinct categories) tells you something more concrete: how many genuinely separable groups your gage can tell apart across the range of parts you studied.

An ndc of 3 means your measurement system can reliably sort parts into roughly three buckets — low, medium, high — and nothing finer than that. If your process needs to distinguish parts that are closer together than that, on the same gage, you're asking the measurement system to do a job its resolution can't support, regardless of what %GRR says.

The AIAG guideline of ndc ≥ 5 exists because below that point, a control chart or capability study built on this gage's data will misrepresent the process. You can have low measurement variation as a percentage and still not have enough categories, particularly when your parts don't vary very much to begin with.

Why this happens even when %GRR looks fine

Ndc is calculated from the ratio of part variation to measurement variation, scaled by a constant (1.41 × PV ÷ RR). Three situations commonly produce a low ndc with an otherwise acceptable %GRR:

The parts studied didn't span the process's real range. If your Gage R&R sample was pulled from a narrow band of production instead of the full spread of variation the process actually produces, PV will be artificially small — and ndc drops even though the gage itself is fine. This is the single most common cause, and the easiest to fix: re-run the study with parts deliberately selected to cover the process's full observed range, not just "whatever was on the bench."

The gage's resolution is close to the part-to-part variation. If your tolerance is 0.10 mm and your gage reads to the nearest 0.01 mm, you're working with only 10 discrete readings across the full tolerance band — not enough room for 5+ distinct categories even with perfect repeatability. The rule of thumb here is a gage resolution of at least 1/10th of the tolerance, though tighter is better for anything with real ndc requirements.

The characteristic itself has genuinely low part-to-part variation. Sometimes the process is simply very tight — which is good news for capability, but it means there's less part variation for the gage to distinguish. In this case, ndc is a real, structural limitation, not a fixable flaw in the study.

What to check, in order

  1. Confirm the parts sampled represent full process range, not a narrow production batch. Re-pull parts if needed.
  2. Compare gage resolution to tolerance. If it's coarser than about 1/10th of tolerance, that's a hardware limitation, not a study problem.
  3. Recalculate ndc after fixing part selection before concluding the gage itself is inadequate.
  4. If ndc is still low with a properly spread sample and adequate resolution, treat it as a genuine constraint — the process may be too tight for this characteristic to need fine discrimination at all, which is worth confirming with engineering before spending money on a better gage.

Ndc below 5 isn't automatically a failed study. It's a prompt to check whether you're measuring the actual spread of your process — and once you know that, the %GRR number and the ndc number usually stop disagreeing.

Run your own numbers: the free Gage R&R calculator computes %GRR, %Tolerance, and ndc together from your study data, so you can see how they move against each other before drawing conclusions.