Hi folks!
I am working with the largest data set of my career ( ) and have a question for you all!
When asking about social identity data, we provided options as well as a “prefer not to answer” option. At the end of the demographics section of the survey, we had an open ended question that said something similar to “Please tell us anything else you’d like to share about your background.”
So for example, a respondent put “prefer not to answer” for the race/ethnicity question, but then in the open-ended response about their background, they put “Mexican native American”.
Our team is wondering if we should recode their race/ethnicity response based on what they provided (So “Latino/Hispanic” and “Native American/Alaska Native”) or should we leave the “prefer not to answer” and add “Mexican native American” to a new “Race/Ethnicity2” variable we’ve already created for other use cases?