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In an organization, it is important that there are members of a team to look to when leadership is required. These members may rise to this higher level of responsibility naturally through their skills or personalities, or they may be put in such a position by management.Being a team leader requires more from you than […]

A U chart is one of four quality control charts that engineers use to track variation in a manufacturing process. The other three typical quality control charts are the p chart (which plots the proportion of defective items, the c chart (which shows the number of defects), and the np chart (which shows the number […]

Proper WIP management creates both quick wins and long term improvements. Here’s what you need to know.

It’s not practical to measure every value in a population, whether it be people or all the jars of peanut butter you produced. Taking samples helps. But if your samples are biased and don’t represent the population, then you have a biased statistic or estimator. Let’s learn how you can calculate an unbiased statistic.

When you hear the word variance, you can think of it in terms of finance or statistics. In statistics, variance is a calculation describing the spread, or variation, of the data around the average, or mean, of the data.

When there seem to be more problems than can reasonably be dealt with, which is the right analytical tool to better your chances of spending precious time on those crucial few problems that will have the greatest impact on quality?

Visual Quality Document

An SS product report is a critical document that summarizes the results of the product development process, including quality, reliability, and performance. Understanding SS Product Reports The Six Sigma methodology is a highly effective process improvement approach that has been widely adopted across various industries. It provides a data-driven and customer-focused approach to reduce defects […]

The term standard order refers to the sequence of the runs you will do in your Design of Experiments. The question we will answer is whether to use the standard order or a random order.

What do you picture when you hear the word stable? Words such as steady, consistent and minimal variation may come to mind. These words could also apply to your process. Let’s see what a stable process means. 

The system audit is a beneficial and needed tool to evaluate business processes to determine how efficiently they work. This article provides the understanding needed to correctly execute the methodology.

Spread comes in a variety of forms. It refers to the variation of the data and can be calculated in a number of different ways. Let’s explore these.

It is important that you clearly specify your expectations about a company process or product. These detailed expectations are called specifications and serve as a guide as to how well you are satisfying both internal and external expectations. A specification (spec) is a detailed description of the requirements, characteristics, and features of a product, service, […]

When workers lack motivation, this can be incredibly frustrating. There can be a temptation to address these frustrations using terms that one has heard elsewhere. Take care to keep criticism constructive, to be very aware of how certain terms are used culturally, and to avoid them if they could be inappropriate. When workers have used […]

If you hear someone say, “Darn, I didn’t expect that to happen”, they are probably experiencing an unintended consequence from some action they took. No one plans for things to go awry, but unfortunately, they do.

If you have a question about how your process or organization is performing, statistics will be the methodology for answering those questions. Statistics is the discipline and science used for the collection, organization, analysis, interpretation, and presentation of your data. Statistics usually fall into one of two categories: Descriptive statistics: methods used to summarize or […]

Webster’s dictionary defines stratification as: formed, deposited, or arranged in stable layers or strata. That’s interesting, but how does it apply to Six Sigma? Let’s find out.

The variance inflation factor measures the degree of multicollinearity of multiple predictor variables in a multiple linear regression. Holy smokes, that’s a lot of big words. Let’s find out what it all means.

Six Sigma without variables is like a recipe without ingredients. Understanding how variables align with Six Sigma is paramount to the success of any business. Learn how variables can highlight your process’ capabilities and limitations. What are Variables in Six Sigma? Variables are essential to Six Sigma. By measuring, analyzing, and controlling the variables that […]

If your machines are not working, you can’t produce products for your customers. Your customers will likely not remain your customers for very long. Let’s see how Total Productive Maintenance (TPM) can keep your equipment up and running. Total Productive Maintenance (TPM) is a maintenance strategy aimed at maximizing the productivity of equipment, machines, and […]

Do you remember the days of having to get off the internet when your mother had to use the phone? How about waiting to watch a video while an advertisement seems to buffer endlessly? Advancements in the telecosm have made the amount of bandwidth across all mediums feel infinite in comparison to the early days […]

The root cause is the true factor that leads to a condition or non-conformance. Let’s look at how root cause compares to symptoms, the benefits of attending to a root cause, and some common tools you can use to uncover the root cause.

In the Analyze phase of DMAIC, you will want to identify possible independent or predictor variables to help explain the relationship with your response or dependent variables. Correlation is a statistical tool to establish the strength of the relationship between your independent and dependent variables. Regression is used to predict your response variable as a […]

More often than not, it’s the variation in a process rather than the central tendency that results in defective products, causes us to not meet customer expectations, or costs real dollars. While there are others, standard deviation is the most common metric for quantifying the variation in a dataset.

The shortest distance between two places is a straight line. Unfortunately, you can’t alway do that in your work environment. Let’s see how a spaghetti diagram might help visualize how things move through your workplace. 

The dictionary defines a response as a reaction to something. A response variable would be defined as the reaction or effect on a dependent variable as a result of an experimental manipulation of independent variables.  Response variable When discussing Design of Experiments (DOE) and Regression, you can talk about independent variables, also known as the […]

When doing statistical analysis, it is impractical and often impossible to gather all the available data. That is when you would seek to sample the data to analyze it and make decisions about your process. In statistics, a sample refers to a group of individuals, objects, or events that are selected from a larger population […]

No company is an island. Virtually every business process relies on different types of input, often in the form of physical supplies, that it does not generate internally. The concept of supply chain management (SCM) revolves around controlling and adapting to the way inputs flow into the process and outputs flow out of it. Overview: […]

In order to understand the world of Lean Six Sigma and the terminology that goes along with it, you need to know what subject matter is. It’s important because this is where you can start your project and determine if there are any areas for improvement or if anything needs fixing. By looking at subject […]

It is said that a picture is worth a thousand words. You can also say a picture of your data is worth a thousand words. The stem and leaf plot is one such picture. 

In today’s fast-paced business environment, organizations are constantly looking for ways to improve efficiency, cut costs, and optimize their operations. Lean Six Sigma is a methodology that has been widely adopted by companies in various industries to achieve these goals. One of the key concepts in Lean Six Sigma is sufficiency. Overview: what is sufficiency, […]

So much to learn, and so little time to do it. The Six Sigma Body of Knowledge (SSBOK) is a collection of the tools and methodology of Six Sigma and serves as the base for most Six Sigma training and certifications.

In 1903, famed writer H.G. Wells first described the importance of mathematical analysis. Samuel Wilks, in 1951, paraphrased Wells and developed this famous quote: “Statistical thinking will one day be as necessary for efficient citizenship as the ability to read and write.” Let’s see why he said that.

The customer just placed a new order requesting 100 widgets by the end of the week. If we keep producing at our current rate, will our cycle time be able to provide the parts in time? What is the rate we must produce the widgets to meet their deadline? Well, that rate has a name, […]

Over one-third of projects will fail, and two-thirds will only achieve some of their goals. It is estimated that a lack of proper systems engineering is responsible for half of all total project failures. In order to help ensure that your projects do not wind up falling short, it is important to include systems engineering. […]

In the spirit of continuous improvement, re-engineering is the process by which you can identify, analyze, and re-design your organization’s core business processes for the purpose of achieving improvements in critical performance measures. Reengineering, also known as business process reengineering (BPR), is a methodology that focuses on the fundamental redesign of business processes to achieve […]

As competitive and market pressure increases, business strategic planning becomes ever more crucial. Using SWOT analysis, we investigate the factors that allow us to plot a path to continued growth and profitability.

Once in a lifetime, someone comes along who has a profound and transformational impact on society. Dr. W. Edwards Deming was such a person and his System of Profound Knowledge has had a significant impact on the business world.

When you speak of subgrouping, it is usually in the context of constructing a control chart. Let’s explore the topic in a little more detail. Subgrouping is a technique used in control charts to group data into smaller, more manageable sets or subgroups. The purpose of subgrouping is to increase the sensitivity of the control […]

Do you want to know whether your process is in control or not? Statistical Process Control, or SPC, is the tool you want to learn about, so let’s get started. 

Strategic planning is a formal, organized, proactive and structured process used by an organization to define its vision, goals, and objectives. The process of strategic planning also includes planning for, and the allocation of the resources needed to reach the stated goals and objectives of the organization. It is the roadmap for achieving your organization’s […]

A t-test is a statistical tool used to determine whether a significant difference exists between the means of two distributions or the mean of one distribution and a target value.

Software inspection requires thorough examination in order to be sure that it is safe for release. In order to successfully and reliably conduct such an examination, a plan is required. Overview: What is a software inspection plan? A software inspection plan is a formalized process of inspecting software for any issues. The typical steps involved […]

When you hear the term residual, think of linear regression. It is the error of your prediction equation and has implications for the quality of your regression analysis. 

If your eyeglasses have the correct prescription, you will have proper resolution and can see clearly and with detail. The same holds true for your Measurement System Analysis and Design of Experiments. Greater resolution means your data can help you see more information about your process.

The creation of a rational subgroup is the key to the proper use of control charts. Let’s try to understand what makes them rational.

Having good products, processes, or quality control is admirable, but striving for robustness is optimal. Getting your systems, operations, processes, or products up to a level where they are robust should be a goal of every organization that hopes to reach and stay at the Six Sigma level. Overview: What is robust? Robust refers to […]

The meaning of the word “robust” can shift depending on the context. It can be used to describe an organization that’s grown to a significant size, a person with a lot of natural stamina or the hearty flavor of a gourmet soup. However, in the context of process management, robustness describes the ability of a […]

Ship dates may seem arbitrary, but they can have a major impact on the financial bottom line of your organization as well as how satisfied your customers are. Choosing ship dates that are realistic and that are in sync with when your customers expect products to be delivered is a fundamental part of doing good […]

You want your processes to be able to still function well in the face of changes and variation. Let’s learn some more about how you can develop these robust processes. A robust process refers to a well-designed and reliable process that consistently delivers the desired outcomes, even in the face of variations, uncertainties, or challenges. […]