Hello, I am writing a meta-analysis article and the reviewer of the journal has said that you should examine the moderating variables in the article and use the median split method. can you guide me in this regard? what are the steps? Thank you.
While median splits simplify analysis, they compromise validity. Meta-analyses benefit more from continuous data approaches or advanced modeling to avoid Type II errors and false-positive conclusions
I agree with Suraj Kapoor . You usually don't want to do a median split on a variable that can be treated as a continuous variable. That being said, sometimes there are reasons to do so. Maybe one of the best is that the reviewer said you have to. (Actually, not really a good reason, but sometimes you just do what you have to...)
But, to the question, a median split just splits the values by the median value, creating two levels for a new categorical variable. For example, if A is (1,2,3,4,5,6,7,8). The median is 4.5. The new variable B is just Group1 if A < 4.5 and Group2 if A > 4.5.
If A is exactly equal to the median ? I don't know what people usually do....
I agree with Suraj Kapoor and Sal Mangiafico - for literature on this see:
MacCallum, R. C., Zhang, S., Preacher, K. J., & Rucker, D. D. (2002). On the practice of dichotomization of quantitative variables. Psychological Methods, 7(1), 19–40. https://doi.org/10.1037/1082-989X.7.1.19
I hope this message finds you well. I am writing to express my sincere gratitude for the invaluable information you provided regarding median distribution. Your insights have significantly enhanced my understanding of the subject, and I am truly appreciative of the time and effort you invested in sharing your expertise.
Thank you once again for your support and guidance. I look forward to applying this knowledge in my work.