BookmarkSubscribeRSS Feed
🔒 This topic is solved and locked. Need further help from the community? Please sign in and ask a new question.
GreggB
Pyrite | Level 9

I want to create a model to examine the relationship between 7 independent variables and 1 dependent variable.

The dep var is EverRetained. Values are Y/N.

 

The  independent vars are  gender (M/F), lunchstatus (F,R,P), GTstatus (Y/N), IEPstatus (Y/N), 504status (Y/N), LEPstatus (Y/N) and RR (Y/N).

 

I know the type of variables determine how I should proceed but I'm sure if a regression model is appropriate. I conducted a chi square comparing the dependent var to each indep var separately. 5 of the 7 tests returned a p-value less than 0.05

1 ACCEPTED SOLUTION

Accepted Solutions
SteveDenham
Jade | Level 19

A first approach that ignores any interactions would look like:

 

proc logistic data=yourdata;
class gender lunchstatus gtstatus iepstatus 504status rr;
model everretained(event='y') = gender lunchstatus gtstatus iepstatus 504status rr/clodds=both;
run;

However, I am sure that interactions between the independent variables exist, and should be modeled.  Use your prior knowledge about which interactions are of interest.

 

Steve Denham

View solution in original post

3 REPLIES 3
SteveDenham
Jade | Level 19

A first approach that ignores any interactions would look like:

 

proc logistic data=yourdata;
class gender lunchstatus gtstatus iepstatus 504status rr;
model everretained(event='y') = gender lunchstatus gtstatus iepstatus 504status rr/clodds=both;
run;

However, I am sure that interactions between the independent variables exist, and should be modeled.  Use your prior knowledge about which interactions are of interest.

 

Steve Denham

GreggB
Pyrite | Level 9

Ok, now I'm looking for the part of the output (odds ratios?) so that I can conclude something like "males are 1.5 times more likely to be retained than females."

SteveDenham
Jade | Level 19

That would come from the odds ratios, yes.

 

Steve Denham

SAS Innovate 2025: Register Now

Registration is now open for SAS Innovate 2025 , our biggest and most exciting global event of the year! Join us in Orlando, FL, May 6-9.
Sign up by Dec. 31 to get the 2024 rate of just $495.
Register now!

What is Bayesian Analysis?

Learn the difference between classical and Bayesian statistical approaches and see a few PROC examples to perform Bayesian analysis in this video.

Find more tutorials on the SAS Users YouTube channel.

SAS Training: Just a Click Away

 Ready to level-up your skills? Choose your own adventure.

Browse our catalog!

Discussion stats
  • 3 replies
  • 1032 views
  • 0 likes
  • 2 in conversation