Design and Analysis of Experiments Using JMP 15

Exam Content Guide

Create a DOE Plan - 40%

• Identify and define the critical responses to be measured for the experiment
• Identify and define the factors to be varied for the experiment
• Identify and implement factor constraints if necessary
• Identify terms to be included in the model
• Create a design with the appropriate design features
• Evaluate the performance of the design for estimation, testing, and prediction

Data Collection – 15%

• Enumerate the benefits of randomization, and identify the impact of a restriction on randomization
• Explain how replication can be used and overused and distinguish between replication and multiple measurements on the same experimental unit
• Determine blocking requirements (how the blocking variable influences the collection of your data)
• Evaluate measurement system signal to noise ratio

Analysis - 30%

• Select the best model
• Exploit the best model
• Fit separate or combine models for multiple responses
• Be able to use the profiler under the graph menu (prediction formulas)

Create the next Experiment - 15%

• Conduct verification to determine the need to augment an existing experiment
• Be able to augment a design (add runs) to address specific needs
• Under Augment Design, be able to define: replicate, add center points, add axial, fold over, augment