My office primarily uses R for data analysis, although I use python. A handful of people use excel. Our office uses a single data pull each day to do all of our analyses so if we get different answers, we know it’s not because of use hitting the databases at different times. The major problem with this is we save that data pull as an .RData file, that can only be opened in R.