People don't live in uniform distribution across the country, and different regions have different economic and social climates. The percentage of people born in Scranton, PA that grow up to become software engineers is going to be different than those who grew up in Pittsburgh, San Francisco, or Gary.

The geography variable is just one of many that can have a huge impact on outcomes.