Data science can't be point and click
simplystatistics.org
simplystatistics.org
To me, it's not automation that's the issue, it's how easy it is to get _wrong_ data out of this type of software. I think at a minimum you have to know the data well enough to ensure the numbers pass a "sniff test"; and hopefully, the user has a good knowledge of the schema they're pulling data from to know the pitfalls.
You don't have to be an expert, but knowing a little SQL to validate things can really help.
Yeah the heading is buzzfeed-like, but the content is great.