My job title is actually a data scientist. I’ve seen few pieces of code that couldn’t have been made more explainable by just using a more clear and concise naming of variables and functions. Don’t try to be so overly clever with your single letter variables and Greek alphabet. Just explain what it is with a good name.

If I’m lucky I get to write a cool new algorithm once per quarter or so. Usually it’s just a standard algorithm that has an explanation in a Wikipedia page, so I just give the name of the algorithm and a link to that page.

Most of the time we’re just doing basic data processing building on the preexisting solutions. These generally don’t need comments.

The worst code is usually when someone has tried to be overly clever (including myself). Often a simple and straightforward solution had been overlooked. Simple solutions are easier to understand and maintain. Anyone can just look at the code and get a sense of what’s going on without any comments. In many cases a simple solution has also more accurate and faster to compute.

In my work, having explainable results far outweighs anything else, and you don’t get that by writing difficult to understand code.