A number of advancements have now decreased data preparation time while increasing the time available for exploration and applications.
I think there are several possible tools that enable users to do their own querying and this article talks about the one that the author is most familiar with. Some organisations use Tableau, Pentaho or Power BI. I'm sure there are others I have not listed.
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