Content by Fred Schenkelberg

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Fred Schenkelberg
In 2019, Nicholas W. Eyrich, Robert E. Quinn, and David P. Fessell published an article in the Harvard Business Review titled, “How One Person Can Change the Conscience of an Organization.” In it,...
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Fred Schenkelberg
There is a type of error that occurs when conducting statistical testing: to work very hard to correctly answer the wrong question. This error occurs during the formation of the experiment. Despite...
Fred Schenkelberg's picture
Fred Schenkelberg
Reliability activities serve one purpose: to support better decision making. That is all they do. Reliability work may reveal design weaknesses, which we can decide to address. Reliability work may...
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Fred Schenkelberg
Mean time between failures (MTBF) is a symptom of a bigger problem. It’s possibly a lack of interest in reliability (which I doubt is the case). Or it’s a bit of fear of reliability. Many shy away...
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Fred Schenkelberg
MTBF use and thinking is still rampant. It affects how our peers and colleagues approach solving problems, and there is a full range of problems that come from using the “mean time between failure...
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Fred Schenkelberg
The term “Weibull” in some ways has become a synonym for reliability. Weibull analysis = life data (or reliability) analysis. The Weibull distribution has the capability to describe a changing...
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Fred Schenkelberg
Our customers, suppliers, and peers seem to confuse reliability information with mean time between failure (MTBF). Why is that? Is it a convenient shorthand? Maybe I’m the one confused,...
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Fred Schenkelberg
A conversation the other day involved how or why someone would use the mean of a set of data described by a Weibull distribution. The Weibull distribution is great at describing a dataset that...
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Fred Schenkelberg
If you have been a reliability engineer for a week or more, or worked with a reliability engineer for a day or more, someone has asked about testing planning. The questions often include, “How many...
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Fred Schenkelberg
We establish reliability goals and measure reliability performance. Goals and measures can be related; however, they’re not the same, and neither do they serve the same purpose. Recently, I’ve...