Articles tagged Data analysis

The Next Step in Your Data Analysis

Nothing keeps a statistician happy like a pile of data.

Part 6 of 7

As seen in the previous articles, you can easily use the data you already have to conduct a meaningful analysis. This includes Weibull, Crow-AMSAA or a Mean Cumulative Function analysis.

Digging into a well manage dataset promises to reveal insights, trends, and patterns that will help improve the line, process, or plant.

Creating a plot or calculating summaries is pretty easy with today’s tools. Yet, are you doing the right analysis or are the various assumptions valid?

One critical step in the data analysis process is making sure you are doing a valid and appropriate analysis. [Read more…]

by Fred Schenkelberg Leave a Comment

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…]

by Fred Schenkelberg Leave a Comment

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…]

by Fred Schenkelberg 6 Comments

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…]

by Fred Schenkelberg 2 Comments

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…]

by Fred Schenkelberg Leave a Comment

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…]

by Fred Schenkelberg Leave a Comment

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…]

by Fred Schenkelberg Leave a Comment