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The DMAIC Framework: Analyze, Improve, and Control Phase · LearnSpace
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The DMAIC Framework: Analyze, Improve, and Control Phase

Курс от SkillUp
Начальный≈ 9.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

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. By the end of the course, you will be able to: - 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 offers practical exposure with a peer-graded project that enables you to apply your knowledge in real-world scenarios. The course is for individuals who wish to analyze and solve quality problems and are working in process improvement teams or involved with Six Sigma, lean, or other quality improvement projects.

Навыки, которые вы освоите

Statistical Hypothesis TestingExploratory Data AnalysisStatistical InferenceContinuous Improvement ProcessStatistical MethodsSix Sigma MethodologyData-Driven Decision-MakingData AnalysisQuality ControlAnalysisProcess Improvement and OptimizationStatistical AnalysisLean Six SigmaProcess ImprovementQuality ImprovementRoot Cause AnalysisQuality MonitoringStatistical Process ControlsStatisticsProcess Analysis

Программа курса

5 модулей · 52 учебных материалов

01Analyze: Exploratory data analysis (EDA)13 материалов

Introduction to multi-variate studies

Course introductionВидеоCourse OverviewЧтениеMulti-variate studiesВидеоSources of variationВидео

Учитесь у экспертов

Jaswant Singh Verma

Преподаватель курса

SkillUp

Преподаватель курса

The DMAIC Framework: Analyze, Improve, and Control Phase
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≈ 9.7 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Пушту, Испанский, Дари, Японский, Казахский, Венгерский

Часть программы вашего университета
Practice Quiz: Introduction to multi-variate studiesЗадание

Fundamentals of correlation and linear regression

Correlation and linear regressionВидеоScatter plotВидеоRegression analysisВидеоPractice Quiz: Fundamentals of correlation and linear regressionЗаданиеThe concept of P-value ЧтениеExploring Multivariate Analysis and Process VariationDIALOGUEDiscussion prompt: Meet and greetОбсуждениеGraded Quiz: Analyze: Exploratory data analysis (EDA)Задание
02Analyze: Hypothesis testing11 материалов

Introduction to Hypothesis testing

Hypothesis testingВидеоOne-sample t-test and one-sample z-testВидео2-sample t and paired tВидеоPractice Quiz: Introduction to Hypothesis testingЗадание

Analysis of variance (ANOVA) and chi-square test

One-way analysis of variance (ANOVA)ВидеоChi-square testВидеоPractice Quiz: Analysis of variance (ANOVA) and chi-square testЗаданиеFishbone diagramЧтениеPractice: Identifying Root Causes Using Fishbone DiagramsDIALOGUEHypothesis testing ОбсуждениеGraded Quiz: Analyze: Hypothesis testingЗадание
03Improve: Design of experiments (DOE) and control charts15 материалов

DOE graphs and plots

DOE terminologyВидеоMain effects analysisВидеоInteraction plotВидеоPractice Quiz: DOE graphs and plotsЗадание

Introduction to control charts

Uses of control chartsВидеоControl chart for variable data: X-barВидеоControl chart for variable data: X-bar and S chartsВидеоControl chart for variable data: R-chartsВидеоPractice: Choosing the Right Control ChartDIALOGUEControl chart for variable data: Individual and moving range chartsВидеоPractice Quiz: Introduction to control chartsЗаданиеKaizen and kaizen blitzЧтениеSingle-Minute Exchange of Die (SMED): Improving lean operations ЧтениеSelecting the right control chartОбсуждениеGraded Quiz: Improve: Design of experiments (DOE) and control chartsЗадание
04Control: Sustain improvements and control the process9 материалов

Control plan and document control

Control planВидеоDocument controlВидеоTraining planВидеоThe plan-do-check-act (PDCA) frameworkВидеоPractice: Sustaining Process Improvements with Control Plans and Continuous ImprovementDIALOGUEPractice Quiz: Control plan and document controlЗаданиеRational subgrouping: Reducing variationЧтениеThe plan-do-check-act (PDCA) frameworkОбсуждениеGraded Quiz: Control: Sustain improvements and control the processЗадание
05Peer Review Assignment4 материалов

Peer Review Assignment

The Analyze, Improve, and Control Phase Взаимная проверкаCourse wrap-upВидеоCongratulations and Next StepsЧтениеThanks from the Course TeamЧтение