Population.
• Population has a direct effect on the size of a market and may cause a bias in the estimates if omitted. For example, a large increase in traffic may reflect a sudden boom in population rather than other effects. Population was tested in all model specifications but the best results tended to be at the city pair level, so it is only included in the US domestic regression results.