The two step flow theory argues that people are influenced more by those they know than by the media directly. Opinion leaders absorb information from the media and pass it on to less active members of the population, shaping their attitudes. A 1944 study found that informal personal contacts had more influence on voting behavior than direct exposure to radio or newspapers. While the two step theory improved understanding of media influence, it was later expanded by the multi-step flow theory which recognizes more complex networks of influence beyond just opinion leaders.