Best practices for complex taxonomies

I have a question about complex taxonomies. What are the pros and cons of tagging multiple terms? For example, tagging the lowest “child” or all of them up to the “parent.”

I’m currently working on a template and would like to know the best practices.

Tag the lowest child only. The information for this tag contains already all the data about it’s parents.