Do professors from different fields use the same data set in different ways?
Yes.  The number of ways to analyze data is very large.  If the data is complex, it would be unlikely any two people would pick the same approach.  Keep in mind that analysis methods are selected from the knowledge of the user to suit the goals of the user.  Analysis methods are only partially selected based on the actual content of the data set.