The Data Science Process by Springboard via +KDnuggets - What does a day in the data science life look like? Here is a very helpful framework that is both a way to understand what data scientists do, and a cheat sheet to break down any data science problem.
I would add to it that you need to take care of some of the international data like currencies and languages (as well as time as mentioned in the article), and defaults.
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