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At its core, predictive analytics are a way to use machine learning, data mining and similar techniques to accurately predict future performance - all by gaining a better visibility into and understanding over that which you've already done.
Essentially, you're analyzing what you already know to be true - meaning information about how your business functions and how it communicates with the world - to make predictions about the future or otherwise unknown events.