Here is an excellent post about testing your readiness, or more appropriately willingness to do true data science.  Our two cents includes making sure "the other half" of data science includes a clear understanding of predictive analytics, machine learning and for good measure probability.  Otherwise your data science will end up being a dressed up business intelligence (BI) effort (e.g. reporting historical facts) that scales better and has a fancy new name. 

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