The DMAIC Framework: Analyze, Improve, and Control Phase
- Offered byCoursera
The DMAIC Framework: Analyze, Improve, and Control Phase at Coursera Overview
Duration | 8 hours |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Official Website | Explore Free Course  |
Credential | Certificate |
The DMAIC Framework: Analyze, Improve, and Control Phase at Coursera Highlights
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- 11 assignments
The DMAIC Framework: Analyze, Improve, and Control Phase at Coursera Course details
- Describe the importance of analyzing data and identifying root causes of problems in the process
- Apply data analysis techniques such as hypothesis testing, regression analysis, and correlation analysis to identify the issues in your process
- Develop control plans and strategies for sustaining process improvements
- Use control charts and statistical process control techniques to monitor process performance
- The course will teach you the competencies and essential skills required to pass the American Society for Quality (ASQ) Certified Six Sigma Green Belt (CSSGB) exam
- This course focuses specifically on the last three phases of the define, measure, analyze, improve, and control (DMAIC) framework and will enable you to analyze the root causes of existing issues, implement solutions, and ensure the process's sustainability
- You will gain insight into data analysis techniques such as hypothesis testing and regression analysis and be able to develop control plans for process improvement
The DMAIC Framework: Analyze, Improve, and Control Phase at Coursera Curriculum
Analyze: Exploratory data analysis (EDA)
Course introduction
Multi-variate studies
Sources of variation
Correlation and linear regression
Scatter plot
Regression analysis
Course Overview
The concept of P-value
Practice Quiz: Introduction to multi-variate studies
Practice Quiz: Fundamentals of correlation and linear regression
Graded Quiz: Analyze: Exploratory data analysis (EDA)
Discussion prompt: Meet and greet
Analyze: Hypothesis testing
Hypothesis testing
One-sample t-test and one-sample z-test
2-sample t and paired t
One-way analysis of variance (ANOVA)
Chi-square test
Fishbone diagram
Practice Quiz: Introduction to Hypothesis testing
Practice Quiz: Analysis of variance (ANOVA) and chi-square test
Graded Quiz: Analyze: Hypothesis testing
Hypothesis testing
Improve: Design of experiments (DOE) and control charts
DOE terminology
Main effects analysis
Interaction plot
Uses of control charts
Control chart for variable data: X-bar
Control chart for variable data: X-bar and S charts
Control chart for variable data: R-charts
Control chart for variable data: Individual and moving range charts
Kaizen and kaizen blitz
Single-Minute Exchange of Die (SMED): Improving lean operations
Practice Quiz: DOE graphs and plots
Practice Quiz: Introduction to control charts
Graded Quiz: Improve: Design of experiments (DOE) and control charts
Selecting the right control chart
Control: Sustain improvements and control the process
Control plan
Document control
Training plan
The plan-do-check-act (PDCA) framework
Rational subgrouping: Reducing variation
Practice Quiz: Control plan and document control
Graded Quiz: Control: Sustain improvements and control the process
The plan-do-check-act (PDCA) framework
Peer Review Assignment
Course wrap-up video
Congratulations and Next Steps
Thanks from the Course Team
The Analyze, Improve, and Control Phase
The DMAIC Framework: Analyze, Improve, and Control Phase at Coursera Admission Process
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