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This document provides guidance on how to navigate the threats that can arise during the big data life cycle from the various big data characteristics that are unique to big data: volume, velocity, variety, variability, volatility, veracity and value, including when using big data for the design and implementation of AI systems. This document can help organizations build or enhance their big data security and privacy capabilities, including when using big data in the development and use of AI systems. This document is applicable to all organizations that develop or use big data systems, regardless of their type, size or purpose.