The movie shows Amelia Earhart finishing third in the first Santa Monica-to-Cleveland Women's Air Derby in 1929, but does not explain why. At the last stop before the final leg of the race to Cleveland, Amelia Earhart and her friend Ruth Nichols were tied for first. Nichols took off right before Earhart, but her aircraft clipped a tractor on the runway and flipped over. Instead of taking off, Earhart ran to Ruth's plane to drag her to safety. After Earhart was sure that Nichols was not seriously hurt, she took off for Cleveland but finished third largely due to her delayed takeoff. A Warner Bros. movie, Women in the Wind (1939), is also based on this air race and features a plot loosely inspired by this incident.
Gene Vidal (played by Ewan McGregor), who was widely assumed to have had a romantic relationship with Amelia Earhart as depicted in this movie, had only one child, Gore Vidal (played by William Cuddy). Gore eventually grew up to become quite a celebrity himself as a controversial but successful author, screenwriter and political activist.
The 1927 Packard 7 Passenger used in the movie was actually Charles Lindbergh's car, given to him by the mayor of New York (Jimmie Walker) after his direct, non-stop flight from New York to Paris. The chauffeur in the movie is the owner of the car from RM Classic Cars of Blenheim.
One of the plane used by the producers for the movie was abducted by the authorities of an African country, where the plane landed to get some fuel. The producers had to pay a ransom through the embassy to finally get the plane, a Lockheed.