Specify whether to use a non-hierarchical model for Analyze Binary Response for Response Surface Design

Stat > DOE > Response Surface > Analyze Binary Response > Terms > Non-Hierarchical Model Specified > Hierarchy

Use to allow Minitab to add the displayed terms to the model in order to create a hierarchical model. In a hierarchical model, all lower-order terms that comprise the higher-order terms also appear in the model. For example, a model that includes the interaction term A*B*C must also include the terms: A, B, C, A*B, A*C, and B*C to be hierarchical.

Models must be hierarchical if you want to produce an equation in uncoded (or natural) units. However, weigh that consideration against the fact that models that contain too many terms can be relatively imprecise and can reduce the ability to predict the values of new observations.

Consider the following tips:

Fit a hierarchical model first. You can remove insignificant terms later.
If your model contains categorical variables, the results are easier to interpret if the categorical terms, at least, are hierarchical.

Would you like Minitab to make your model hierarchical?

Specify whether Minitab adds terms to the model.

Add terms to make the model hierarchical (recommended): Minitab will add the displayed terms to produce a hierarchical model.
Use the specified non-hierarchical model: Minitab will not add the terms.

Use this choice from now on

Select to make your choice the default. You will skip this dialog in the future. If you check this option, you can change the setting in File > Options > Linear Models > Model Hierarchy.