Statistics says that it will take many, many millions of miles driven by autonomous vehicles autonomously before we can know how safe they are compared to humans [1].

And we may never even know for sure.

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[1] http://www.rand.org/content/dam/rand/pubs/research_reports/R...

See pg. 4 for a summary graph with nice colours.