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Testing the prediction profiler with disallowed combinations—A statistical engineering case study

Authors

Jeremy Ash (1), Caleb King (1), Laura Lancaster (1), Ryan Lekivetz (1), Joseph Morgan (1) and Yeng Saanchi (1)

Affiliations

(1) JMP Statistical Discovery LLC

Journal

Quality Engineering

Date Published

2022

Abstract

The prediction profiler is an interactive display in JMP statistical software that allows a user to explore the relationships between multiple factors and responses. A common use case of the profiler is for exploring the predicted model from a designed experiment. For experiments with a constrained design region defined by disallowed combinations, the profiler was recently enhanced to obey such constraints. In this case study, we show how our validation approach for this enhancement touched upon many of the fundamental principles of statistical engineering. The team approached the task as a design of experiments problem.

Citation

Ash, J., King, C., Lancaster, L., Lekivetz, R., Morgan, J. and Saanchi, Y., 2022. Testing the prediction profiler with disallowed combinations—A statistical engineering case study. Quality Engineering34(4), pp.507-521, https://doi.org/10.1080/08982112.2022.2135445.