In this article by Intelligent Applications they describe some of the traits or tenets of Big Data that we should all be thinking about when researching Big Data. Well worth reading and making sure that you included all of them when you have/are going to implement some kind of Big Data solution.
I see Validity as key as if the data is not valid, any insight or result you gain based on it, is worthless.
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