Publication date: 07/08/2024

Analyze

Analyze DOE results on the Analyze tab of the Easy DOE platform. There is a section for each response. Use the gray disclosure icons to hide or show response sections.

In Guided Mode, the first section of the Analyze tab enables you to export data.

Export Data

(Available only in Guided Mode.) Exports the design and responses to a stand-alone JMP data table.

In Flexible Mode, the Analyze tab utilizes generalized regression. See Generalized Regression Models in Fitting Linear Models for more information about generalized regression models. Some generalized regression options are available only in JMP Pro. The remainder of this section describes the Analyze tab in Guided Mode.

Effect Plot

The effect plot shows the effect estimate with a 95% confidence interval for each term in the model. A green interval indicates a term that is entered in the model and a red interval indicates a term that is not in the model. A solid line indicates a statistically significant term, a dashed line indicates that the term is not statistically significant. Click on a confidence interval to remove or add a term from your model. Use the buttons above the effect plot to select the full or best model.

Full Model

(Default setting.) Uses the full model for your analysis. The full model retains all factors, or terms, in your model.

Best Model

Uses the best model for your analysis. The best model is selected using a forward stepwise procedure.

The table of values provides the estimate and 95% confidence interval. Hidden columns include the p-value for the term. Right-click on the table and select Columns to display additional columns.

Notes:

The confidence interval for a term that is not included in the model corresponds to the interval for the term if it were entered into the model next.

The model respects effect heredity. See Effect Heredity in the Design of Experiments Guide.

Studentized Residual

Use the Studentized Residuals plot on the Easy DOE Analyze tab to evaluate the fit of your model. Points that fall randomly around the centerline, within the red lines, indicate a model that fits well. See “Plot Studentized Residuals”.

Actual by Predicted Plot

The actual by predicted plot shows the observed value against the value for that same combination of inputs predicted by the model. The red line is the Y = X line. The closer the data points fall to the red line, the better the model predicts your outcomes.

Note: Flexible Mode enables analysis using JMP and JMP Pro platforms. The Update Guided Analysis button enables you to transfer your model to Guided Mode.

Want more information? Have questions? Get answers in the JMP User Community (community.jmp.com).