Podcast: How too much data, dashboards and RCA complicate reliability strategy

Fact or fiction: Green dashboards, breakdown heroes and bad culture get a reality check about what really drives plant reliability.
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Joe Kuhn, CMRP, former plant manager, engineer, and global reliability consultant, is now president of Lean Driven Reliability LLC. He is the author of the book “Zero to Hero: How to Jumpstart Your Reliability Journey Given Today’s Business Challenges” and the creator of the Joe Kuhn YouTube Channel, which offers content on starting your reliability journey and achieving financial independence. In our monthly podcast miniseries, Ask a Plant Manager, Joe considers a commonplace scenario facing the industry and offers his advice, as well as actions that you can take to get on track tomorrow.

This episode is our rapid-fire series where Joe tackles five diferent scenarios and provides five quick fixes. Listen to Joe discuss the traps of too much data and too weak a culture. First, I make him laugh, but tune in to see which scenario gets Joe all riled up!

Below is an excerpt from the podcast:

AT: Yeah, I'm sure every plant has their own collection of sayings and assumptions. Some are probably based on experience, and some just get repeated so often that they become accepted as fact, even if maybe they're not entirely true. So today we're bringing back one of our favorite formats: reliability myth busters. It's our rapid-fire series where I throw out some common beliefs from plant floor, and Joe decides whether they're myth, reality, or maybe a little bit of both. So, Joe, are you ready to bust some reliability myths?

JK: I'm ready. The big challenge for me is to give a two-minute-or-less answer.

AT: Good luck! So, I got five statements that sound familiar to anyone working in maintenance or operations. And Joe, your job is simple. Tell us fact or fiction and why. All right, scenario number one: Our plant is collecting more operational and maintenance data than ever before. Joe, myth or reality? More data automatically leads to better decisions.

JK: Oh my gosh! Absolutely false. You know, more data can be overwhelming. When I came into organizations, I tried to simplify. Data is good, but more data can just be overwhelming and be a mountain. When you get more data, sometimes you get a lot of outliers, and you'll start chasing these events happen that maybe once in 30 years, once in 25 years, instead of the things that happen, once a month or once every six months. So more data can just be distracting. It can be overwhelming.

The one piece, that would be against what I preached on this channel for a long time—it is more data, but you have to do it. It's observation. Most people, they just operate off KPIs and opinion, and you're going to change what you work on. You will change it if you do observation.

Okay, but be careful collecting more data. It sounds good, but it can be a crutch. It can be something you're doing. It doesn't turn into action on the shop floor.

AT: Okay, that was an easy one. I’ve seen this many times. Plants that are information-rich but insight-poor. Okay, scenario number two. We've got the dashboards everywhere, and nearly all our reliability metrics are green. Joe, myth or reality? If the KPIs are green, the plant is performing well.

JK: You know, now you're getting me mad. I see this all the time, all the time. They have these apps on their phone, and they say it's green, green, green, green, green. And then because, when you first put in these systems, one will turn red, and then four levels higher than you in the organization has this Power BI, and it says, "Hey, this is red. Why is that red? I don't ever want to see this red again." And blah, blah, blah, blah, beating on, "Oh, well, we'll throw out the outliers. We'll redefine what's red and green and yellow," and it never happens again.

Boy, you show me how I'm measured, and you can see how I'm going to perform and what's important to me. I am very cautious. Very cautious. I mean, I've seen those dashboards do far more harm than good, especially as you go up in the organization.

Especially as you go—boy, I’ve got a short story. I'll give a short story on this one. My boss called me one time and said, "Hey, you know this piece of equipment's been down for two hours. What's going on, Joe?" Because his dashboard turned red that it's been down for two hours. He asked me what's going on, and I said, "I don't know." And he goes, "Well, don't you think you should know?" And I go, "No." I said, "I had a maintenance supervisor out there. I had a production supervisor out there. I had a maintenance superintendent and production superintendent and head of engineering. If they need me, they'll call me."

Now, I had 30 years in when I told them that. What would a untenured employee or a new employee, a two-year employee, have done? They would have said, "Oh my gosh! First of all, change the color code so that never happens again," and then they focus on knowing everything about the process all the time.

Well, then I'm not working strategically. Dashboards, they've been a net negative at organizations.

About the Author

Anna Townshend

Anna Townshend

head of content

Anna Townshend is the chief editor and head of content for Plant Services. She has been a journalist and editor for more than 20 years and joined Plant Services and Control Design as managing editor in June 2020. Previously, for more than 10 years, she was the chief editor of Marina Dock Age and International Dredging Review. In addition to writing and editing thousands of articles in her career, she has been an active speaker on industry panels and presentations, as well as host for Great Question: A Manufacturing Podcast. Email her at [email protected].

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