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You are here: Home / Archives for Data analysis

Articles tagged Data analysis

by Fred Schenkelberg Leave a Comment

First Step in Analyzing Repairable Systems Data

First Step in Analyzing Repairable Systems Data

Using the right plot enables your team to know what is working or need improvement.

Part 4 of 7

Your facility has data and maybe too much data. Using simple plotting may be the key to unlocking how well your maintenance program is performing.

Building on the concept of reliability growth modeling James Kovacevic described a convenient way to quickly visualize your repairable system failure data is with a mean cumulative function (MCF) plot. [Read more…]

Filed Under: Articles, Maintenance and Reliability, on Maintenance Reliability Tagged With: Data analysis

by Fred Schenkelberg Leave a Comment

Show me the Data

Show me the Data

Early in my career, I worked for an unreasonable person.

He wanted us, his engineering staff, to show him the data. He wanted us to gather, monitor, analyze and display data regularly. Anytime we needed approval, funding, or resources he wanted to see the data. [Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability Tagged With: Data analysis, Statistics concepts

by Fred Schenkelberg 6 Comments

Two Birds with One Stone

Two Birds with One Stone

Just back from a trip to Patagonia and catching up with emails and writing this morning. Posting an article for this list is due today along with a touch of travel weariness, decided to share a part of a question received concerning data analysis.

My thought is to post an actual question one of our peers is facing, and meet the deadline for this post. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability Testing Tagged With: Data analysis

by Fred Schenkelberg 2 Comments

Sources of Reliability Data

Sources of Reliability Data

We rely on data to make decisions, to reveal patterns or trends, to learn about our systems and world. Data has many forms and sources. Reliability data may provide what will fail and/or when a device will fail. [Read more…]

Filed Under: Articles, CRE Preparation Notes, Reliability Modeling and Predictions Tagged With: Data analysis, Field data analysis

by Fred Schenkelberg Leave a Comment

The Music of Data

The Music of Data

We are good at collecting data, now use it

In Katmandu, I visited a small pottery factory. There was a young man sitting at a potting wheel making candle stands. He didn’t measure anything and I doubt anyone did.

Based on experience and just looking at a finished item, he could tell if it was acceptable or not. That was good enough.

[Read more…]

Filed Under: Articles, Data, Musings on Reliability and Maintenance Topics, on Product Reliability Tagged With: Data analysis

by Fred Schenkelberg Leave a Comment

Just Plot The Data

Just Plot The Data

One of the first things taught in a data analysis class, or in first-grade math, is the plot. A graphical representation of the data. Bar charts, pie charts, histograms, box plots, and the x-y scatter plot. These and others simply help us to understand the nature of the data.

The ‘nature’? The data is only a record of an observation. Counts, colors, numbers, or something similar. The ‘nature’ is, to me, the behavior, maybe pattern, or story the data may reveal.

[Read more…]

Filed Under: Articles, Musings on Reliability and Maintenance Topics, on Product Reliability Tagged With: Data analysis

by Fred Schenkelberg Leave a Comment

EAM & CMMS Systems, 10 times more data in the system or 10 time less done with the data available?

EAM & CMMS Systems, 10 times more data in the system or 10 time less done with the data available?

10 times more data in the system or 10 time less done with the data available?

EAM & CMMS Systems, 10 times more data in the system or 10 time less done with the data available?.

A nice short article about the problem of data, data, too much data.

Filed Under: Articles, CRE Preparation Notes, Data, Data Collection and Use, Maintainability and Availability Tagged With: CMMS, Data analysis

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