Data extraction is os often the first step in data analysis, as you will structure your extraction to suit the analysis you intend to do. You should limit the amount of interpretation in a scoping review. If your project requires more sophisticated analysis methods, that may be an indication that a systematic review is a better fit for your project.
Remember: regardless of how you choose to analyze and present your data, you always need to do a narrative synthesis as part of a scoping review!
Scoping Reviews are CONDUCTED according to the JBI Guidelines.
They are REPORTED according to the PRISMA standards.
These two processes must be documented within your methodology section.
It is highly recommended that you view the PRISMA-ScR guidelines prior to conducting your review, so you have an understanding of what information you need to keep track of during your research. If you need help with the PRISMA guidelines, reach out to your liaison librarian.