Oakland's crime problems are partially structural. It is much more car oriented and spread out, with a lot of dead zones where nobody is around. Thus it's much easier for a group of people to drive up behind you and rob you and then drive away. Personally, I would not suggest West Oakland unless you are broke. I felt safe, too, until I got jacked.