Having seen Excel wizards work their magic before, the dizzying ways they can slice and dice their data with the help of a combination of GUI affordances, formulas, and hot keys is truly astounding. Often times a person could build out a full set of data and charts in half an hour that might be something like > 100 lines of equivalent Python/Pandas code.
And crucially often the report would have less bugs than the equivalent code because the analyst could see all the data in front of them as they were manipulating it and would naturally do spot checks along the way.
Now note the "some" in that statement. A Python/Pandas master could also probably whip up the equivalent > 100 lines in half an hour. But it was really astounding just how fast Excel experts worked.