Fan, a Taiwanese American, was born in Baltimore, Maryland and raised in Southern California, growing up in Upland, California, a suburb of Los Angeles. He graduated from the Webb Schools of California and also graduated with a degree in economics from Brown University. He initially worked on Wall Street and in San Francisco as a financial consultant, but spent his off time acting in theatre.