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Home » Archives for Fred Schenkelberg » Page 13

Fred Schenkelberg — Thought Leader

Author of CRE Preparation Notes, Musings", NoMTBF, multiple books & ebooks>, co-host on Speaking of Reliability>/a>, and speaker in the Accendo Reliability Webinar Series.


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

by Fred Schenkelberg Leave a Comment

The Risk Matrix as a Communication Tool

The Risk Matrix as a Communication Tool

Not all risks the same. Some are minor with little consequence, while others are not. Every organization or reliability program facings a plethora of risks and being able to communicate the range of identified risks is helped by using a risk matrix.

The risk matrix is a simple two-dimensional grid that lays out on one access the expected consequence of risk, from minor to catastrophic. The other axis has the likelihood or occurrence of the risk becoming realized, ranging from rare too certain.

The boxes within the grid then contain classifications ranging from low to extreme, which provide a prioritization to address the risk in some fashion. Low-risk items are those with rare occurrences and insignificant consequences. The other end of the spectrum are extreme risks that are almost certain to occur and have catastrophic results. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Risk Management

by Fred Schenkelberg Leave a Comment

Why Reliability Engineering Is Important

Why Reliability Engineering Is Important

Why Reliability Engineering Is Important

podcast episode

What do you tell someone you just met when they ask, “So, what do you do?” Saying you’re a reliability engineer will likely get a polite nod or confused look. How do you explain what you do and why? Why is what we do as reliability-minded folk important? [Read more…]

by Fred Schenkelberg Leave a Comment

Prioritizing Urgent v Important Reliability Tasks

Prioritizing Urgent v Important Reliability Tasks

As reliability professionals, we have a lot to do. Risks to identify, failures to analyze. Plans to draft, numbers to crunch. Meetings, writing, research, and leading fill the day.

The list of tasks that you have before you each day is impressive and daunting. So, how do you focus on what actually requires your attention and not just the tasks that get your attention?

[Read more…]

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

by Fred Schenkelberg 2 Comments

There Might be 50 Reasons to Use a Histogram (or Bar Chart)

There Might be 50 Reasons to Use a Histogram (or Bar Chart)

When confronted with a stack of data, do you think about creating a histogram, too? Just tallied the 50th measurement of a new process – just means it’s time to craft a histogram, right?

There isn’t another data analysis tool as versatile. A histogram (bar chart) can deal with count, categorical, and continuous data (technically, the first two graphs would be bar charts). It like a lot of data yet reveals secretes of even smaller sets. A histogram should be on your shortlist of most often graphing tools. [Read more…]

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

by Fred Schenkelberg Leave a Comment

Building on a Good Reliability Goal

Building on a Good Reliability Goal

If we set a product reliability goal of 99% reliable over two years in the requirements document, what are we supposed to do tomorrow? On the other hand, if our goal is to write 1,000 pages for the next great novel by the end of the year and we have no pages written so far, well, we should write a page or two tomorrow.

A good goal provides a vision, a measurable milestone, a target. What it lacks is what we do from now till achieving that goal. If the goal is 1,000 pages in 365 days, we may want to set up a process to write at least 3 pages per day.

So, given a reliability goal, what do we do tomorrow, next week, and each week between now and when the goal is due?

A Good Reliability Goal

In previous work, I’ve written about setting reliability goals, connecting the goal to customer expectations, technical capability, and business needs. Plus, have written about the four (five) parts of a complete goal, including Function(s), Environment, Duration, and Probability (and all four continue to get more difficult as customers expect more).

A well-stated reliability goal provides direction and a measurable target for the entire team. It provides a basis to compare progress and to help frame “is the design reliable enough yet” discussions.

This is all well and good, yet is it enough? [Read more…]

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

by Fred Schenkelberg Leave a Comment

How is Reliability Engineering Changing?

How is Reliability Engineering Changing?

How is Reliability Engineering Changing?

podcast episode

The reliability engineering discipline, like all fields of endeavor, is changing. The inclusion of risk management, the shift to proactively avoiding field failures, and the increasing use of sensors and models all make the future fascinating.
[Read more…]

by Fred Schenkelberg Leave a Comment

Is a Professional Certification Worth It?

Is a Professional Certification Worth It?

The way we learn, prove our worth, and the nature of work are all changing. Professional societies are struggling to adjust to these changes. Universities and employers likewise are experimenting and exploring new ways to operate.

Over the past few months, I’ve received about a dozen inquiries on how to prepare for the ASQ Certified Reliability Engineer (CRE) exam in order to obtain the ASQ CRE certification. Many also asked if I had a course available. Thus, I decided to run a live course (learn more at the live course page – note: if you see this after the course start date we’ll have a sign up for those interested in future classes). [Read more…]

Filed Under: Articles, CRE Prep, CRE Preparation Notes

by Fred Schenkelberg Leave a Comment

3 Ways to Improve Your Reliability Thinking

3 Ways to Improve Your Reliability Thinking

I often joke that being a reliability engineer makes it difficult to get on an airplane. Yet air travel is by far the safest method of transportation. Maybe I just think about failure too much.

When a project manager views the day’s tasks, she sees timelines, connections, dependencies. When a marketing manager views a product idea, she sees benefits, sales channels, and profits. When a reliability engineer views a prototype, she sees the many ways it can fail.

Underlying how we view the world includes our assumptions, reasoning, and experience. We understand the world around us via the set of filters we use. We form conclusions and make decisions much the same way. Quickly and mostly automatically. [Read more…]

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

by Fred Schenkelberg Leave a Comment

Data Analysis and Questions to Answer

Data Analysis and Questions to Answer

One of my standing searches revealed an article that has shows a nice example of reliability data analysis. The author analyzed the time-to-violent-death of Roman emperors. The article is interesting in a historical sense plus illustrates a few key points for any life data analysis.

The article, “Statistical reliability analysis for the most dangerous occupation: Roman Emperor” by Joseph Homer Saleh takes a look at the 69 Roman emperors and 62% of them that suffered a violent death. The idea of the study was to determine if there is some pattern to the deaths and if the analysis would reveal any insights for those studying the era of the Roman emperors. [Read more…]

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

by Fred Schenkelberg Leave a Comment

3 Steps to Improve Your Reliability Culture

3 Steps to Improve Your Reliability Culture

3 Steps to Improve Your Reliability Culture

podcast episode

The reliability culture of an organization is about how individuals make decisions. It combines priorities & policies, behaviors & motivations, and information & capability. Understanding the current culture allows you to improve the culture.
[Read more…]

by Fred Schenkelberg Leave a Comment

Interpreting Standard Testing Results

Interpreting Standard Testing Results

Creating Effective Reliability Graphics

podcast episode

When you ‘pass’ a standard-based test, what does that mean? How can you use test results meaningfully besides just noting the product ‘passed’? Understanding the failure mechanisms at play, along with the statistics, is key. [Read more…]

by Fred Schenkelberg 1 Comment

How Much Reliability Data Is Enough?

How Much Reliability Data Is Enough?

Some may argue that just enough reliability data is just the right amount. Too much may lead to confusion, too little doesn’t inform well. The reliability work we do helps others make decisions, and recent work in how humans make decisions may help us prepare and present our results effectively.

If preparing reliability data-based recommendations, consider using less information. Ed O’Brien and Nadav Klein have found decision-makers tend to use much less data or information to make a decision than they think they will need.

If using data and the derived information to make a decision consider the situation carefully to know when to use a structured decision-making approach or to simply go with your gut. Daniel Kahneman and Gary Klein provide some insights and basic guidelines for decision making. [Read more…]

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

by Fred Schenkelberg Leave a Comment

5 Ways to Keep Your Audience’s Attention

5 Ways to Keep Your Audience’s Attention

I have found the best way to lose an audience is to focus on statistical derivation. While this is a fascinating subject for me, it just doesn’t seem to hold an audience’s attention.

Having something interesting and useful to say is key to maintaining an audience’s attention, yet at times how we present helps them become distracted.

So, given great content or proposal, how can you help your audience not quickly check their phone, yet again? [Read more…]

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

by Fred Schenkelberg Leave a Comment

Using a Strip Chart

Using a Strip Chart

Sometimes we just need a simple plot of a few data points. When there is scant data a histogram or box plot just is not informative. This is a great use for a one dimensional scatter plot, dot plot, or a what is called a strip chart in R.

The basic idea is to see where the data lines along a line. For example, let say we have 20 times to first failure. A table of numbers is not all that helpful. We could explore using a cumulative distribution plot (Weibull analysis), yet it would be difficult to fit a distribution with so little data.

Let’s turn to a strip chart to get a look at the data. [Read more…]

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

by Fred Schenkelberg Leave a Comment

Creating Effective Reliability Graphics

Creating Effective Reliability Graphics

Creating Effective Reliability Graphics

podcast episode

Graphics, when used well, can convey easy-to-understand information. Reliability graphics may focus on trends in failure rates or the verification of improvement work. Often, reliability graphics convey time-to-failure patterns.
[Read more…]

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