A method and apparatus for automatically gathering data on paths taken by a number of commuters and then analyzed to provide recommendations for improving the commute experience. Data may be gathered by recording time and position data from a global positioning system (GPS) receiver the commuter carries, recording time and position data from a mobile phone the commuter carries, departure or arrival indications, or a commute log. Commute data may be augmented with a likely route generated based on a start point, an end point, and a map. Commute data may be analyzed by determining a subset of the commuters whose paths are similar. For example, they have a similar start point, a similar end point, a similar start point and a similar end point, a start point similar to a particular point, an end point similar to a particular point, or similar start and end points.