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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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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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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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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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Using Binary Logistic Regression Helped a Global Financial Company Win More Business 

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Let’s look at the financial division of a global conglomerate. One of its businesses was providing loans to corporate clients. Although a dominant player in the market, the company still had to compete with other organizations to provide financing and lending to myriad businesses. By using binary logistic regression to help refine its lending offers, […]

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Control Charts and Employee Engagement Helped This Company Save Over $150,000 in One Year 

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Providing the proper organizational environment for engaging people in your continuous improvement effort will provide large benefits for your organization. In this study, we look at how the combination of using control charts and providing an environment for people engagement helped one company achieve significant financial benefits. Control charts are a powerful tool for understanding […]

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Verifying Their Data With Measurement System Analysis (MSA) Saved This Company $1M

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Most businesses today brag about how they make data driven decisions on important company issues. But, what if the data is not accurate or reflective of what is really going on in the company? You might be making the wrong business decisions and inadvertently costing your company lots of money. Let’s see how one company […]

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How Root Cause Analysis (and Employee Engagement) Can Save Lives and Prevent Injuries

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A company producing commercial ink products noticed that injury rates during one step in their manufacturing process were rising after the introduction of a new product. A Lean Six Sigma Master Black Belt (MBB) consultant was hired to help the company try to resolve this serious problem. Was there a simple solution, or would it […]

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Using SIPOC-(R) to Assess Team Culture Leads to Meaningful Dialogue About Communication

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Culture is the “white whale” of leadership: in Moby Dick, Captain Ahab was obsessed with capturing the white whale, and modern leaders have a similar obsession with developing organizational culture.  Lean Six Sigma organizations task themselves with fostering a culture of continuous improvement (or kaizen) that draws from customer requirements, objective data and metrics, and […]

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