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Thuva
Calcite | Level 5

Hello,

 

I am looking for suggestions on how to model a dichotomous independent variable 'treatment' (intervention vs. control) with the following outcome that takes the shape of a parabola. Ln and different 'root (e.g. square root, cube root, etc) transformations don't allow for linear regression.  Any recommendations? I am using SAS 9.4.

 

 

 

 
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Reeza
Super User
Then that's looking a lot like a logistic regression model or CATMOD type analysis.

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5 REPLIES 5
Reeza
Super User
It looks like you have a categorical variable and a dichotomous outcome? What does a chisquare with the treatment look like. You wouldn't be running a linear regression you would be running either PROC FREQ or possible LOGISTIC or CATMOD with this type of data IMO.
Thuva
Calcite | Level 5

Thanks Reeza. There are seven levels to the outcome/dependent variable, so I am treating it as a continuous outcome. The independent variable is binary: treatment group. I need to also adjust for another categorical variable so I won't be able to run PROC FREQ. 

 

Thuva 

Reeza
Super User
Then that's looking a lot like a logistic regression model or CATMOD type analysis.
Thuva
Calcite | Level 5

Thanks Reeza and everyone else for your help! I decided to use an ordinal logistic regression model for this outcome with PROC LOGISTIC. 

 

 

PaigeMiller
Diamond | Level 26

I like the CATMOD idea.

 

Binary X, 7 levels ordinal Y, you could fit some sort of polynomial or other curve to the 7 levels of Y, and then do ANOVA.

 

Another alternative, you have 7 levels of Y, create 7 dummy variables for each, then MANOVA.

 

But there's no way I would call this a regression.

--
Paige Miller

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