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Data science needs to understand its target audience and deliver visualizations that aid interpretation. We need to make our analytics actionable; not visual.
IBM has been fiddling with data visualization tools with ManyEyes, but with Watson Analytics it aims to bring natural language processing to the general level of understanding.