A well-known downward-bias, due to partial observability of circumstances that affect individual outcome, and an upward bias, which depends on the econometric method used and the quality of the available data.
I see a lot of people are asking how to analyze data they have already collected and in many cases explored. Planning how we are going to analyze the data before seeing (better yet, before it exists) avoids and minimizes a great variety of sources of bias.