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For many industries and many types of  jobs, these middle two phases where you see majority human being or  majority machines but there’s still a team between these two elements,  is the type of work is going to change.
 In some ways, this is already the world  we live in. This is a world where we’re all using software all the time  to do our jobs. Many, many opportunities are coming because the person  needs to understand how to use the software better. But I think that  with a lot of innovations in machine learning and pattern recognition  this is only going to continue and we’re going to have more and more  sophisticated software programs that are going to require more and more  sophisticated people to employ them.
 Another piece of advice I would offer is  learn to work with the algorithms instead of against them so you want to  position your career so you are able to benefits from these trends by  being something that you can add value to the technological landscape.  This is something that is difficult to talk about in general — it’s  going to matter and manifest a lot more in the specifics — but I think  that deep understanding of how technology works and how to apply it is  going to be incredibly valuable.
 
 what does all this mean for your future?