Interesting article here in Information Week by Lisa Morgan, regarding 7 sources of bias in data, including:
1 Confirmation bias
2 Selection bias
3 Outliers
4 Simpson Paradox
5 Overfitting and underfitting
6 Missing variables
7 Non-normal data distribution