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Content by Donald J. Wheeler
The Secret of Data AnalysisWhat they forgot to tell you in your statistics class
Mon, 12/05/2022 - 12:03
There are four major questions in statistics. These can be listed under the headings of description, probability, inference, and homogeneity. An appreciation of the relationships between these four areas is essential for successful data analysis.…
The Cumulative Sum TechniqueHow does it compare with a process behavior chart?
Mon, 10/31/2022 - 12:03
The cumulative sum (or Cusum) technique is occasionally offered as an alternative to process behavior charts, even though they have completely different objectives. Process behavior charts characterize whether a process has been operated predictably…
Converting CapabilitiesWhat difference does the probability model make?
Mon, 10/03/2022 - 12:03
Last month we found that capability and performance indexes have no inherent preference for one probability model over another. However, whenever we seek to convert these indexes into fractions of nonconforming product, we have to make use of some…
Does Capability Require Normality?What is the link between the indexes and the models?
Tue, 09/06/2022 - 12:03
Many people have been taught that capability indexes only apply to “normally distributed data.” This article will consider the various components of this idea to shed some light on what has, all too often, been based on superstition. Capability…
Should the Residuals Be Normal?How a grain of truth can become a mountain of misunderstanding
Mon, 08/01/2022 - 12:03
The analysis of residuals is commonly recommended when fitting a regression equation to a data set. It has even been recommended for the analysis of experimental data where the independent variable is categorical (i.e., treatment levels). In both of…
Process Behavior Charts and Chaos TheoryWhat do predictable processes have in common with chaos?
Mon, 07/11/2022 - 12:03
Walter Shewhart made a distinction between common causes and assignable causes based on the effects they have upon the process outcomes. While Shewhart’s distinction predated the arrival of chaos theory by 40 years, chaos theory provides a way to…
Different Approaches to Process ImprovementDoes your approach do what you need?
Mon, 06/06/2022 - 12:03
Many different approaches to process improvement are on offer today. An appreciation of the way each approach works is crucial to selecting an approach that will be effective. Here we look at the problem of production and consider how the different…
How Can a Control Chart Work Without a Distribution? In spite of what everyone says to the contrary
Mon, 05/02/2022 - 12:03
Students are told that they need to check their data for normality before doing virtually any data analysis. And today’s software encourages this by automatically providing normal probability plots and lack-of-fit statistics as part of the output.…
How Acceptance Sampling Works What can you say about the sampled lot?
Mon, 04/04/2022 - 12:03
Acceptance sampling uses the observed properties of a sample drawn from a lot or batch to make a decision about whether to accept or reject that lot or batch. Although the textbooks are full of complex descriptions of various acceptance sampling…
Analyzing Experimental DataWhy some studies can’t be replicated
Mon, 03/07/2022 - 12:03
Last month we looked at analyzing observational data. Here we will consider experimental data and discover a weakness in the way they are obtained that can contribute to the problem of nonreproducible results. Background The discipline of…

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