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Christina Scherrer, PhD, David Cook, PhD, Gregory Wiles, PhD, and Bill Bailey, PhD

This course will provide you will the tools necessary to complete the final components of the analyze phase as well as the improve and control phases of the Six Sigma DMAIC (Define, Measure, Analyze, Improve, and Control) process. This course is the final course in the Six Sigma Yellow Belt Specialization. You will learn about relationships from data using correlation and regression as well as the different hypothesis terms in hypothesis testing. This course will provide you with tools and techniques for improvement. You will also understand the importance of a control plan, as well as its key characteristics, for maintaining process improvements. Every module will include readings, discussions, lecture videos, and quizzes to help make sure you understand the material and concepts that are studied.

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This course will provide you will the tools necessary to complete the final components of the analyze phase as well as the improve and control phases of the Six Sigma DMAIC (Define, Measure, Analyze, Improve, and Control) process. This course is the final course in the Six Sigma Yellow Belt Specialization. You will learn about relationships from data using correlation and regression as well as the different hypothesis terms in hypothesis testing. This course will provide you with tools and techniques for improvement. You will also understand the importance of a control plan, as well as its key characteristics, for maintaining process improvements. Every module will include readings, discussions, lecture videos, and quizzes to help make sure you understand the material and concepts that are studied.

Our applied curriculum is built around the latest handbook The Certified Six Sigma Handbook (2nd edition) and students will develop /learn the fundamentals of Six Sigma. Registration includes online access to course content, projects, and resources but does not include the companion text The Certified Six Sigma Handbook (2nd edition). The companion text is not required to complete the assignments. However, the text is a recognized handbook used by professionals in the field. Also, it is a highly recommended text for those wishing to move forward in Six Sigma and eventually gain certification from professional agencies such as American Society for Quality (ASQ).

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What's inside

Syllabus

Correlation and Regression
Welcome to Six Sigma Tools for Improve and Control! This is the fourth course in the Six Sigma Yellow Belt Specialization. Your team of instructors, Dr. Bill Bailey, Dr. David Cook, Dr. Christine Scherrer, and Dr. Gregory Wiles, currently work in the College of Engineering and Engineering Technology at Kennesaw State University. The next two modules will conclude the Analyze phase of the DMAIC process and in the final two modules you will be introduced to the Improve and Control phase. This module will continue to discussion analysis by explaining correlation and regression. You will learn the meaning of correlation and regression, the different types of analysis, and how it can be used in Six Sigma.
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Traffic lights

Read about what's good
what should give you pause
and possible dealbreakers
Useful for individuals wanting to complete the Six Sigma Yellow Belt Specialization
Taught by experts in the field
Builds on the foundation of Six Sigma Fundamentals, Six Sigma Tools for Define and Measure, and Six Sigma Tools for Analyze
Provides essential tools for analyzing, improving, and controlling processes within the Six Sigma DMAIC framework
Requires a separate purchase of the companion text The Certified Six Sigma Handbook (2nd edition)

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Reviews summary

Six sigma improve and control tools

According to learners, this course serves as a practical and well-structured introduction to the Improve and Control phases of the Six Sigma DMAIC methodology, along with key analysis tools. Students find the coverage of Correlation, Regression, and Hypothesis Testing particularly useful for analyzing data. Many appreciate the focus on tools and techniques directly applicable in professional settings. The Capstone Project is frequently mentioned as a valuable, though sometimes challenging, exercise for integrating concepts. While not a standalone certification program, it's widely seen as a strong stepping stone towards Six Sigma Yellow Belt certification, providing a solid foundation.
Integrates concepts, can be challenging.
"The capstone project was excellent for tying everything together."
"I found the capstone challenging but ultimately rewarding."
"The final project was a bit difficult to navigate..."
Well-organized and easy to follow.
"The course is very well-structured and easy to follow."
"Lectures are clear and the quizzes help reinforce learning."
"I found the readings and videos complemented each other well."
Helps prepare for Yellow Belt cert.
"This course is a good stepping stone for Yellow Belt certification."
"It helped prepare me for the Yellow Belt exam topics."
"It's not a full replacement for certification study, but a great start."
Covers essential data analysis methods.
"The sections on Correlation, Regression, and Hypothesis Testing were very helpful..."
"I got a good review of the statistical tools needed in the Analyze phase..."
"I finally understood how to apply hypothesis testing to real data..."
Focus on techniques for process improvement.
"Covered practical improvement techniques like Kaizen and PDCA."
"The content on process control plans is very relevant to my job."
"I gained useful strategies for maintaining improvements..."
Learn tools directly applicable to work.
"The tools taught are very applicable to real-world problems."
"I can immediately use these techniques in my projects..."
"The course gave me practical skills, not just theory."

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Six Sigma Tools for Improve and Control with these activities:
Consolidate and organize course materials
Stay organized and prepare for revision by consolidating and reviewing course materials.
Show steps
  • Organize notes, assignments, and quizzes.
  • Combine and summarize key concepts.
  • Review the consolidated materials.
Practice correlation and regression analysis
Improve your understanding and application of correlation and regression analysis techniques.
Show steps
  • Review correlation and regression concepts.
  • Find practice problems or datasets online.
  • Perform correlation and regression analysis on the data.
  • Interpret the results and draw conclusions.
Read and summarize textbook
Review and reinforce key concepts covered in the course by reading the recommended textbook.
Show steps
  • Read the assigned chapters.
  • Take notes and highlight important sections.
  • Summarize the main points of each chapter.
Four other activities
Expand to see all activities and additional details
Show all seven activities
Solve hypothesis testing problems
Practice applying hypothesis testing concepts to analyze data and make statistical conclusions.
Browse courses on Hypothesis Testing
Show steps
  • Review hypothesis testing concepts from the course.
  • Find practice problems online or in textbooks.
  • Solve the problems, step-by-step, showing your work.
  • Check your answers against provided solutions or consult with an expert if needed.
Follow online tutorials on statistical software
Enhance your data analysis skills by following guided tutorials on using statistical software like Minitab or JMP.
Browse courses on Data Analysis
Show steps
  • Choose a statistical software package.
  • Find online tutorials or courses.
  • Follow the tutorials, step-by-step.
  • Practice using the software with real or practice data.
Develop an improvement plan
Apply improvement techniques to develop a plan for enhancing a process or system in the workplace.
Show steps
  • Identify an area for improvement.
  • Gather data and analyze the current process.
  • Brainstorm and evaluate improvement ideas.
  • Develop an implementation plan.
  • Present the plan to stakeholders.
Conduct a small-scale Six Sigma project
Gain hands-on experience in applying Six Sigma methodologies by conducting a project within your organization or community.
Show steps
  • Define the project scope and objectives.
  • Collect and analyze data.
  • Implement improvement solutions.
  • Monitor and evaluate the results.
  • Present the findings and recommendations.

Career center

Learners who complete Six Sigma Tools for Improve and Control will develop knowledge and skills that may be useful to these careers:
Six Sigma Master Black Belt
Six Sigma Master Black Belts are the highest level of Six Sigma certification. They are responsible for developing and implementing Six Sigma strategies and programs across an entire organization. This course can help Six Sigma Master Black Belts develop the skills and knowledge needed to advance their careers and become successful Six Sigma leaders.
Six Sigma Black Belt
Six Sigma Black Belts are experts in Six Sigma methodologies and tools. They are responsible for leading and managing Six Sigma projects and initiatives. This course can help Six Sigma Black Belts develop the skills and knowledge needed to advance their careers and become successful Six Sigma leaders.
Quality Engineer
Quality Engineers are responsible for developing and implementing quality control systems and procedures to ensure that products and services meet customer requirements. They use their knowledge of Six Sigma and other quality management techniques to identify and eliminate sources of defects and errors. This course can help Quality Engineers build a strong foundation in Six Sigma, which is essential for success in their role.
Manufacturing Engineer
Manufacturing Engineers design, develop, and implement manufacturing processes and systems. They use their knowledge of engineering principles and Six Sigma methodologies to improve the efficiency and productivity of manufacturing operations. This course can help Manufacturing Engineers develop the skills and knowledge needed to implement Six Sigma in their work, leading to improved process efficiency and quality.
Industrial Engineer
Industrial Engineers design, improve, and optimize processes and systems in a variety of industries, including manufacturing, healthcare, and logistics. They use their knowledge of engineering principles and Six Sigma methodologies to identify and eliminate waste and inefficiencies in processes. This course can help Industrial Engineers develop the skills and knowledge needed to implement Six Sigma in their work, leading to improved process efficiency and quality.
Process Engineer
Process Engineers design, improve, and optimize processes and systems in manufacturing and production environments. They use their knowledge of engineering principles and Six Sigma methodologies to identify and eliminate waste and inefficiencies in processes. This course can help Process Engineers develop the skills and knowledge needed to implement Six Sigma in their work, leading to improved process efficiency and quality.
Data Analyst
Data Analysts translate raw data into understandable formats, such as reports, visualizations, and summaries. They use their skills in data analysis and data mining to uncover insights and trends in data. This course can help Data Analysts build a foundation in Six Sigma, which is a methodology for improving processes and reducing defects. The tools and techniques learned in this course can help Data Analysts identify and eliminate sources of error, variation, and waste in their data analysis processes.
Operations Manager
Operations Managers are responsible for planning, organizing, and directing the operations of a business or organization. They use their knowledge of business principles and Six Sigma methodologies to improve the efficiency and productivity of operations. This course can help Operations Managers develop the skills and knowledge needed to implement Six Sigma in their work, leading to improved process efficiency and quality.
Quality Control Inspector
Quality Control Inspectors are responsible for ensuring that products and services meet customer requirements. They use their knowledge of quality control principles and Six Sigma methodologies to identify and eliminate defects and errors. This course can help Quality Control Inspectors develop the skills and knowledge needed to implement Six Sigma in their work, leading to improved product and service quality.
Reliability Engineer
Reliability Engineers are responsible for designing and developing reliable products and systems. They use their knowledge of engineering principles and Six Sigma methodologies to identify and eliminate sources of failure and defects. This course can help Reliability Engineers develop the skills and knowledge needed to implement Six Sigma in their work, leading to improved product and system reliability.
Quality Management Consultant
Quality Management Consultants help businesses improve their quality management systems and processes. They use their knowledge of quality management principles and Six Sigma methodologies to help businesses achieve their quality goals. This course can help Quality Management Consultants develop the skills and knowledge needed to implement Six Sigma in their work, leading to improved quality management outcomes.
Project Manager
Project Managers are responsible for planning, executing, and closing projects. They use their knowledge of project management principles and Six Sigma methodologies to improve the efficiency and effectiveness of projects. This course can help Project Managers develop the skills and knowledge needed to implement Six Sigma in their work, leading to improved project outcomes.
Statistician
Statisticians collect, analyze, interpret, and present data. They use their knowledge of statistics and Six Sigma methodologies to help businesses make better decisions. This course can help Statisticians develop the skills and knowledge needed to implement Six Sigma in their work, leading to improved data analysis and decision-making.
Business Analyst
Business Analysts analyze business processes and systems to identify areas for improvement. They use their knowledge of business principles and Six Sigma methodologies to develop and implement solutions that improve the efficiency and effectiveness of business operations. This course can help Business Analysts develop the skills and knowledge needed to implement Six Sigma in their work, leading to improved business outcomes.
Data Scientist
Data Scientists use their skills in data analysis and data mining to uncover insights and trends in data. They use this information to help businesses make better decisions. This course can help Data Scientists build a foundation in Six Sigma, which can help them to improve the accuracy and reliability of their data analysis and modeling work.

Reading list

We've selected 14 books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Six Sigma Tools for Improve and Control.
Is the companion text for the course and is not required to complete the assignments. However, it recognized handbook used by professionals in the field and is highly recommended for those wishing to move forward in Six Sigma and eventually gain certification from professional agencies such as American Society for Quality (ASQ).
Handy reference guide to the most important Six Sigma tools and techniques. It great resource for practitioners who need a quick refresher on a particular topic.
Classic in the field of Six Sigma. It provides a comprehensive overview of the Six Sigma methodology, from its history to its tools and techniques.
While not required for this course, this book is highly recommended by the instructors for those who wish to pursue Six Sigma certification or gain more advanced knowledge in the field.
Provides a comprehensive overview of the Toyota Production System (TPS), a management system that is based on Lean thinking. TPS is considered to be one of the most successful manufacturing systems in the world.
Provides a comprehensive overview of Six Sigma, including its history, principles, and tools. It is written in a clear and concise style, making it a great choice for beginners.
Provides a comprehensive overview of Design for Six Sigma (DFSS). DFSS systematic approach to product and process design that uses Six Sigma principles to ensure quality and reliability.
Provides a comprehensive overview of Lean thinking, a management philosophy that focuses on eliminating waste and improving efficiency. Lean thinking is often used in conjunction with Six Sigma.
Provides a comprehensive overview of how Six Sigma can be used to improve government. It great resource for government officials who want to learn more about how to apply Six Sigma in their own organizations.
Delves into the statistical techniques used in Six Sigma, providing a deeper understanding of the analytical methods covered in the course.
Provides a comprehensive overview of statistical methods used in Six Sigma. It great resource for practitioners who want to learn more about the statistical foundations of Six Sigma.
Provides a comprehensive overview of statistical process control (SPC). SPC statistical method that is used to monitor and control processes.

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