"A data scientist is a person who is worse at statistics than a statistician and worse at software engineering than a software engineer."
- Me (Data Scientist)
I think that's a pretty good definition. To define it for myself I took the Data Science Specialization from Coursera https://www.coursera.org/specializations/jhudatascience. There's a fair amount of stats and programming involved.