[itronitron]

By its nature data science work is very undefined. There is not yet a widely established design path for data science as there is for software development. The risk for someone starting their career in data science is that they will end up in an organization that doesn't know how to data science. So I'd recommend steering young folk to larger teams that have PhD level Statisticians.