Tableau makes most straightforward analyses much simpler than attempting to do it in Ipython/pandas, especially when connecting to standard corporate data warehouses (probably on the order of 10x faster). Of course you quickly hit a ceiling in terms of complexity, but most analysts never really get to that point.