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The Problem of Chunky Data

What happens when the measurement increment gets too large?

Donald J. Wheeler
Mon, 07/10/2023 - 12:03
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Chunky data can distort your computations and result in an erroneous interpretation of your data. This column explains the signs of chunky data, outlines the nature of the problem that causes it, and suggests what to do when it occurs.

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When the measurement increments used are too large for the job, the limits on a process behavior chart, as well as other statistical techniques, can be distorted. This distortion can lead to spurious results. Fortunately, this problem is easily detected by ordinary, production-line process behavior charts. No special studies are necessary; no standard parts or batches are needed. You simply need to recognize the telltale signs.

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Comments

Submitted by Rip Stauffer on Mon, 07/10/2023 - 09:13

Nice refinement

This is one of my favorite topics. I'm glad to see the refinement (the power curves) to the original texts. 

The problem I have often observed, especially with people who are new to SPC, is that they don't notice the chunky data patterns, and will thus find plenty of opportunities to tamper. 

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