Becoming An Expert

Helping people with computer stuff got me thinking - people come to me for help because I know more, but I've also learned a lot because people keep coming to me. It's a cycle. Does this also apply to jobs? I imagine for jobs with no formal training, a lot of what people know is from experience. How far can you take this? Which jobs can you start with no specific knowledge and learn as you go?