Challenges of the current analytical architecture

Describe the challenges of the current analytical architecture for Data Scientists.What are the key skill sets and behavioral characteristics  of a Data Scientist?In which phase would you expect to invest most of your project time and Why? Where would expect to spend the least time?

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