I completely agree. Almost all of this article appears to have little to do with being a Data Scientist in particular and more to do with some good practices fo

I completely agree. Almost all of this article appears to have little to do with being a Data Scientist in particular and more to do with some good practices for writing code in general. So the advice itself is fine, just not what I was hoping for based on the title. Reproducibility, like you say, however, is something that is an issue far more particular to data science, and worth more serious consideration and discussion. Hand-in-hand with that is shareability. I'm a fan of what airbnb has open sourced to address some of those issues in their knowledge repo project: https://github.com/airbnb/knowledge-repo https://github.com/airbnb/knowledge-repo