Confidence Level for Business Applications: Determining the Right Threshold

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When dealing with data and statistics, there is no certainty. As the researcher, you get to choose the level of confidence you need to make your decisions.

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Trend Charts in Quality Management: Enhancing Process Monitoring

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You can learn a lot about your process by monitoring its change over time. There are different trend charts which will allow you to do that. Let’s look at a few. 

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Understanding the Mood’s Median Test: An Overview

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Your data has failed the assumption of normality needed for a parametric test of hypotheses. If you have two or more groups you want to analyze, what do you do? Maybe the Mood’s Median Test will help. 

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Nominal Data

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Sometimes you are interested in analyzing data that is not measurable. Nominal data consists of unordered categories which can be counted but not measured.  

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Platykurtic Distribution

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Not all your data will have a normal distribution. Sometimes, the curve is taller or shorter than a theoretical  normal distribution. Does that mean you have a problem? We can answer that question by learning a little bit more about kurtosis and the platykurtic distribution.

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Mallows Statistic (C-p)

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When you hear the phrase Mallows’ Statistic (Cp) think of multiple regression analysis. The question you want to answer is which combination of predictor variables will give you the best prediction model. Let’s learn a little more. 

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Independent Variable

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What is an independent variable and why is it important to understand? And how is it different from a dependent variable? Let’s answer those questions for you.

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data analysis

Data Transformations Helped One Company Better Analyze Their Process Data

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Normality of the data is an underlying assumption for the use of many statistical tools. When normality doesn’t exist, transforming the data may be necessary. Let’s see how one company did that.

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Pharma Co. Saved Nearly $1M Using Attribute Agreement Analysis

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Can you always believe data which is based on people’s opinions and self-reporting? The obvious answer is no. Let’s see how one company used Attribute Agreement Analysis to determine the reasons for speaker program cancellations.

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pharmaceutical company DOE success

How Design of Experiments (DOE) Helped a Pharma Company Extend Product Shelf Life

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Through the use of Design of Experiments (DOE), a pharmaceutical company was able to extend the shelf life for one of its life saving liquid oncology medicines. Let’s see how this saved the company money, lowered the price of the drug and helped save lives. 

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Error Mode Effects Analysis (EMEA)

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The famous poet, Alexander Pope said, “To err is human … ” Using Error Mode Effects Analysis (EMEA) will help mitigate, eliminate and prevent those human errors.

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Trivial Many

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Where should you focus your improvement efforts; the vital few or the trivial many? Let’s define these two terms so you can answer the question.

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Six Sigma Strategy

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Six Sigma is a philosophy of business and a set of tools for improving all your organizational processes. There are three strategies or desired outcomes of deploying Six Sigma. Let’s explore them further.

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The Impact of Process Capability: Driving Business Growth and Success

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As the name implies, process capability is the ability of your process to meet your customer’s expectations. There are a number of calculated metrics which can be used to indicate your process capability.

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Chi-Square Analysis Helped This Company Increase Sales by 8.9%

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Chi-square analysis is a powerful tool for examining the relationship between variables formatted in a table. One consumer products company used it to look at its consumers in a different way, resulting in a significant increase in sales and profitability of its product portfolio.  Traditionally, an organization’s sales and marketing department makes advertising decisions based […]

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Using Failure Modes and Effects Analysis (FMEA) Reduced Adverse Medical Events at This Hospital

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After experiencing multiple adverse medical events, one large hospital system moved from the sole use of a reactive root cause analysis approach to include a proactive Failure Modes and Effects Analysis strategy, which significantly reduced adverse medical events.  As was the strategy at the time, a large tax supported public health system relied on root […]

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Conjoint Analysis Helped This Company Develop a Blockbuster New Packaging Design and Sell More Product

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Stop guessing what your customers value in your product or service. Use conjoint analysis to determine what features are most important to them and have the data to support your decisions. Conjoint analysis is often described as a design of experiments (DOE) for marketing. It is a structured way to help you identify and evaluate […]

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Mitigating Type 1 Errors: Best Practices and Strategies

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Don’t you hate it when you make a mistake? A type 1 error is a mistake you can make when erroneously interpreting your data. Let’s learn what that mistake is and how to keep from making it.

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Navigating Special Cause Variation in Quality Control

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You have heard the old saying that no two grains of sand are alike. Variation is everywhere. But, some variation is predictable, some is not? Special cause variation in the non predictable type of variation. Let’s learn more about it. 

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Plan, Do, Study, Act: A Roadmap to Process Excellence

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Never-ending improvement is the heart of any continuous improvement effort. PDSA, developed by Dr. W. Edwards Deming, is one of the fundamental tools used today for continuous improvement.

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How to Calculate and Interpret the Interquartile Range

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The interquartile range is a measure of the variation in your data. While it is a calculated number, it is often shown in a graphical format on a box plot.

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Understanding Kurtosis and What It Really Tells Us About Our Data

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When someone says your data has kurtosis, do you think this is referring to some disease? Kurtosis can be a natural state of your data. Let’s find out more about kurtosis and what it means.

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Kaikaku

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Dr. W. Edwards Deming is often quoted as saying, “It is not necessary to change. Survival is not mandatory.” But should the change be radical or incremental? Kaikaku is the Japanese word for “radical change”

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Basic Six Sigma Tools Helped This Company Reduce Waste and Product Rejections

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How hard can it be to make orange juice? As one large global company found out, no single Six Sigma tool will solve all the problems in an organization. However, the integration of a number of tools such as correlation, Measurement System Analysis (MSA), control charts, and process capability will help solve many of them.  […]

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