What Do You Learn When You Read a Data Analysis?

When you read a data analysis, what do you learn? You learn about the question that's being asked. But you don't learn about data analysis. That's the one thing you don't learning. So I think software in general is like one of the few generalizable things from data analysis,. Those are the software is theorems of data analysis, right?