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How would you define what data is, from a practice perspective?
Hadoop is a framework to process big data.
Trainings in either domain expert fields or analytics might help to bridge the gap between business and analytics experts.
A data analytics project should not take into account where the data used comes from. Particularly, the issue of protecting sensitive data can be handled by the IT and/or legal departments of the firm.