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A simple model examines the cost per ounce ($/oz) of hot dogs as a function of the Type of hot dog (Meat, Beef, Poultry) and the Size of the hot dog (Jumbo, Regular, Hors d’oeuvre).
1.
Select Help > Sample Data Library and open Hot Dogs2.jmp.
2.
Select Analyze > Fit Model.
3.
Select $/oz and click Y.
4.
Select Type and Size and click Add.
5.
For Personality, select Stepwise.
6.
Click Run.
7.
For Stopping Rule, select P-value Threshold.
8.
For Rules, select Restrict.
Figure 5.18 Stepwise Control Panel with P-value Threshold and Restrict Rule
Notice that when you change from the default Rule of Combine to Restrict, the F Ratio and Prob > F values for two terms are shown as missing. These are the terms Type{Poultry-Meat} and Size{Regular-Jumbo}. This is because these two terms cannot enter the model until their precedent terms enter.
9.
Click Step.
The term Type{Poultry&Meat-Beef} enters the model. This term has the smallest Prob>F value, and that value falls below the Prob to Enter threshold of 0.25.
Figure 5.19 Stepwise Control Panel with One Term Entered
The F Ratio and Prob > F values for the term Type{Poultry-Meat} appear. Since its precedent term has entered the model, Type{Poultry-Meat} is now allowed to enter.
10.
Click Step.
Since Type{Poultry-Meat} has the smallest Prob>F value among the remaining terms, and that value is below the Prob to Enter threshold, it is the next term to enter the model.
11.
Click Step.
The term Size{Hors d'oeuvre-Regular&Jumbo} enters the model, since its Prob>F value is 0.1577. Because its precedent term is now in the model, the term Size{Regular-Jumbo} is allowed to enter the model and its Prob>F value appears.
However, the Prob>F value for the term Size{Regular-Jumbo} is 0.7566, which exceeds the Prob to Enter value of 0.25. For this reason, if you click Step again, it is not entered into the model.
Figure 5.20 Current Estimates Report for the Final Model
12.
Click Make Model.

Help created on 3/19/2020