About this Course

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Intermediate Level
Approx. 13 hours to complete
English
Shareable Certificate
Earn a Certificate upon completion
100% online
Start instantly and learn at your own schedule.
Flexible deadlines
Reset deadlines in accordance to your schedule.
Intermediate Level
Approx. 13 hours to complete
English

Offered by

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Arizona State University

Syllabus - What you will learn from this course

Week
1

Week 1

5 hours to complete

Unit 1: Additional Design and Analysis Topics for Factorial and Fractional Factorial Designs

5 hours to complete
12 videos (Total 125 min), 4 readings, 3 quizzes
12 videos
Course Introduction 4m
More About Factorial and Fractional Factorial Designs15m
The 3^3 Design11m
The 3^k Factorial Design13m
Confounding17m
Fractional Replication of the 3^k Factorial Design11m
Factorials with Mixed Levels6m
Nonregular Fractional Factorial Designs14m
Use of an Optimal Design Tool17m
Syrup Loss Example4m
Unusual Blocking Example4m
4 readings
Course Description10m
Course Textbook and Resources10m
Best Practices in Online Learning (or How to Succeed in This Class)10m
Unit 1: Introduction10m
2 practice exercises
Unit 1: Concept Questions30m
Exercise 130m
Week
2

Week 2

2 hours to complete

Unit 2: Regression Models

2 hours to complete
7 videos (Total 98 min), 1 reading, 2 quizzes
7 videos
Properties of the Estimators10m
Regression Analysis of a 2^3 Factorial Design14m
Hypothesis Testing in Multiple Regression21m
Confidence Intervals in Multiple Regression18m
Regression Model Diagnostics12m
Viscosity Example4m
1 reading
Unit 2: Introduction10m
2 practice exercises
Unit 2: Concept Questions
Exercise 230m
Week
3

Week 3

4 hours to complete

Unit 3: Response Surface Methods and Designs

4 hours to complete
14 videos (Total 178 min), 1 reading, 2 quizzes
14 videos
The Method of Steepest Ascent15m
Second-Order Models in RSM11m
Ridge Systems11m
Multiple Responses14m
Experimental Designs for Fitting Response Surfaces18m
Blocking in a Second-Order Design15m
The Adhesive Pull-Off Force Experiment9m
General Structure of a Definitive Screening Design with m Factors9m
Experiments with Computer Models16m
Mixture Experiments15m
Constraints10m
Chemical Process Example13m
Paint Formulation Example7m
1 reading
Unit 3: Introduction10m
2 practice exercises
Unit 3: Concept Questions30m
Exercise 330m
Week
4

Week 4

2 hours to complete

Unit 4: Robust Parameter Design and Process Robustness Studies

2 hours to complete
4 videos (Total 39 min), 1 reading, 2 quizzes
4 videos
Analysis of the Crossed Array Design5m
Combined Array Designs and the Response Model Approach13m
Semiconductor Manufacturing Example7m
1 reading
Unit 4: Introduction10m
2 practice exercises
Unit 4: Concept Questions30m
Exercise 430m

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About the Design of Experiments Specialization

Design of Experiments

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