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Alternative to multiple regression with non-independent observations?

 
 
Nyrat
 
Reply Tue 2 Sep, 2014 07:33 pm
I am interested in conducting a linear multiple regression analysis on predictors of caregiver outcomes, but some of my observations are not independent (I have data from mothers and fathers of the same child). Any suggestions for alternative analyses or adjustments I could try? Many thanks!
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JPB
 
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Reply Tue 2 Sep, 2014 07:41 pm
@Nyrat,
Can you pool the non-independent values? Is there an interest in looking at father vs mother, or can you call them both a repeated measure of "parent"? How is your data categorized? Can you take a mean of the non-independent values and use the mean as a pooled response in the overall model?

What is the hypothesis of your model? If you go back to the questions you are trying to answer then the modeling dilemmas sometimes answer themselves.
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