Better tools, likely that includes cognitive and context knowledge capabilities are needed. Also paying more attention to metadata needs: In O'Reilly:
Why data preparation frameworks rely on human-in-the-loop systems
The O'Reilly Data Show Podcast: Ihab Ilyas on building data wrangling and data enrichment tools in academia and industry. ... "
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