Isn't this so much easier with LLMs now ?
Essentially I think the fact that LLMs can do some of this makes it MORE valuable to know how to read it. That's because we're less likely to get into frustrating situations where we know the answer but are off by a character but simultaneously because LLMs can't understand the tables like we can it is valuable for us to be able to direct the investigation/ check the results