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Fred Schenkelberg — Thought Leader

Author of <a href="/creprep/">CRE Preparation Notes</a>, <a href="/on-product-reliability/musings">Musings</a>, <a href="/articles/nomtbf/">NoMTBF</a>, <a href="/book-author/fred-schenkelberg/">multiple books & ebooks</a>, co-host on <a href="/series/sor/">Speaking of Reliability</a>, and speaker in the <a href="/series/sor/">Accendo Reliability Webinar Series</a>.


This author's archive lists contributions of articles and episodes.

by Fred Schenkelberg 2 Comments

The Art of Creating a Reliability Plan

The Art of Creating a Reliability Plan

A plan is a road map toward a destination. It provide guidance toward a goal. The idea of a plan is to consider the path forward, the knowledge necessary to acquire, and the decisions along the way.

No plan is perfect other than those that successfully accommodate the successes and setbacks along the way. No plan can anticipate all the information yet to be uncovered, yet it can set a course to deliberately uncover what is necessary to move forward.

[Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability

by Fred Schenkelberg Leave a Comment

9 Ways Reliability is Green Engineering

9 Ways Reliability is Green Engineering

9 Ways Reliability is Green Engineering

podcast episode with speaker Fred Schenkelberg

Products that are reliable are also green. This is a rather simple argument as if an item is designed and built well, it lasts a long time, thus avoiding the landfill. When living in northern Bavaria years ago, the apartment came with a full bedroom set. The entire set was both beautiful and functional. When asked about the furniture, I learned it was over 300 years old. [Read more…]

by Fred Schenkelberg Leave a Comment

Deliberate Reliability Testing

Deliberate Reliability Testing

Deliberate Reliability Testing

podcast episode with speaker Fred Schenkelberg

Reliability testing is expensive. For that expense, the testing results should provide timely, meaningful results. Results that provide actionable information and insights.

The idea of running a set of standard tests or tests that we ‘commonly run’ in many cases as little value. Each test (experiment) should be conducted for specific reasons related to the current project and current knowledge. [Read more…]

by Fred Schenkelberg Leave a Comment

7+ Basic Quality Tools

7+ Basic Quality Tools

7+ Basic Quality Tools

podcast episode with speaker Fred Schenkelberg

I often describe reliability work as we do everything quality does and we do it over time. Quality folks may disagree. What is not in dispute is work in reliability engineering we use a lot of different ‘quality’ tools. That is because many quality tools lend themselves to data analysis and problem-solving, [Read more…]

by Fred Schenkelberg Leave a Comment

The Informative Run Chart

The Informative Run Chart

One of the very first plots to do with a string of data is a simple run plot. This plot provides information related to location, trends, patterns, and anomalies, The plot of the data over time is a rather informative chart.

You have most likely constructed many run charts; if not you really should. This short introduction to the run chart will cover creating and interpreting them. Plus we’ll mention a few cautions and tips, as well. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Probability and Statistics for Reliability

by Fred Schenkelberg Leave a Comment

Showcase Your Reliability Accomplishments Well

Showcase Your Reliability Accomplishments Well

When a reliability engineer or manager does their job well, the product just works as expected. Maybe even a little better than expected. There isn’t any major problems that need a hero to resolve.

Work done well, may go unnoticed. To avoid that you need to master the art of promoting successes without coming across as bragging or boasting. For your career advancement, you need to be both successful and likable.

For your program and ability to influence outcomes, you also need to be seen as successful, valuable, and again likable. [Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability

by Fred Schenkelberg Leave a Comment

The Good, the Bad, and the Ugly Reliability Discussions

The Good, the Bad, and the Ugly Reliability Discussions

The Good, the Bad, and the Ugly Reliability Discussions

podcast episode with speaker Fred Schenkelberg

Not every discussion about reliability goes well. Some conversations make it obvious reliability is an afterthought or considered a barrier to creating and shipping products. Other conversations seem to support reliability work, yet really are little more than lip service. And, then there are meaningful conversations that improve the reliability culture within the organization. [Read more…]

by Fred Schenkelberg 2 Comments

Stratification: A Basic Quality Tool

Stratification: A Basic Quality Tool

Stratification implies layers or differences. A quick test for soil composition is to place a sample of soil with water in a clear jar and give it a shake. The sand, silt and loam will settle at different rates and create a layered appearance within the jar over time. The height of each layer provides information about the proportion of each type of soil within the sample.

Stratification as one of the seven basic quality tools (some lists use a run chart or flowchart instead) the idea of layers or differences still applies. The idea is to identify potentially meaning differences within a sample set. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Data Collection and Use

by Fred Schenkelberg Leave a Comment

Help Your Team Make Better Reliability Decisions

Help Your Team Make Better Reliability Decisions

While in the US Army many years ago, I took command of an artillery battery. My first day included sitting down with my boss, the battalion commander. I’ve used the advice he gave me every day since.

He said that I needed to make decisions. It’s great when they are good decisions, you can learn from decisions that don’t work out well. He also said the only thing not allowed is not making a decision.

I learned that decision-making is a process and that I could get better at it with practice and feedback, and I did. [Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability

by Fred Schenkelberg Leave a Comment

Creating a Histogram

Creating a Histogram

A histogram is a graphical representation of a set of data. It is useful to visually inspect data for its range, distribution, location, scale, skewness, etc. There are many uses for histogram, there you should know how to create one.

Let’s explore a set of data and create default histograms using a variety of methods. If you have a way to create a histogram using some other method or software package please send it over and we’ll add it to the article. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Probability and Statistics for Reliability

by Fred Schenkelberg Leave a Comment

Fundamentals of Design for Reliability

Fundamentals of Design for Reliability

Fundamentals of Design for Reliability

podcast episode with speaker Fred Schenkelberg

DFR has been a term in and out of fashion for some time. One of the many DFX type programs. DFR, unlike some of the other Design for X programs has to exist within the overall culture of the organization to be successful. The premise that design occurs at the point of decision implies that each design may have the appropriate information to properly consider the decision’s impact on reliability performance. [Read more…]

by Fred Schenkelberg 1 Comment

t-test Hypothesis Testing for Means with Unknown Variance

t-test Hypothesis Testing for Means with Unknown Variance

In the situation where you have a sample and would like to know if the population represented by the sample has a mean different than some specification, then this is the test for you. In this case, you do not know the actual variance of the population, you just have a sample.

This test is often the second one in a textbook that describes hypothesis testing. It is a useful hypothesis test and applies in many situations as we rarely know the population variance. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Probability and Statistics for Reliability

by Fred Schenkelberg Leave a Comment

Resilience, Resolve, and Reliable Products

Resilience, Resolve, and Reliable Products

The essence of creating a reliable product involves making informed decisions. Informed related to the implications of the various options on reliability performance. Yet, these decisions, made nearly every day during the early stages of a product’s lifecycle are fraught with uncertainty.

There is an approach that instead of making perfect decisions every time, we instead focus on making decisions that allow us and others to learn the necessary information to then make better decisions. [Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability

by Fred Schenkelberg 1 Comment

How to Plan an ALT

How to Plan an ALT

How to Plan an ALT

podcast episode with speaker Fred Schenkelberg

The more you understand the failure mechanisms the easier it is to design an accelerated life test, (ALT). Yet, we often do not have all the information we would like to draft an ALT. So, what do we do then?
[Read more…]

by Fred Schenkelberg Leave a Comment

Tips for Better Online Learning

Tips for Better Online Learning

One of the key ideas behind the ASQ CRE certification is the need to learn enough to pass the exam. Then you are expected to continue to learn to maintain your certification. It is the key idea of ongoing professional development that central to the CRE program, and many other certification programs.

Over this past year of COVID-induced restrictions, the ability to attend local chapter meetings or conferences has changed. While many events are now done online, it’s another Zoom meeting after a day full of such online meetings.

A recent article by Anant Agarwal, the founder and CEO of edX titled, “What I’ve Learned About Learning – 5 Hacks for Success” caught my attention. Anant provides a few tips to improve your online learning – and I would say any learning. A little research on how to best learn online also found “Tips for Successful Online Learning” that helped inform this short summary. [Read more…]

Filed Under: Articles, CRE Prep, CRE Preparation Notes

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