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Kanye also listened to his most favorite alternative rock bands, including The Killers, Radiohead, Modest Mouse, and Keane, in order to gain new ideas on how to make his hip-hop production style more stadium-friendly.
The outcome of the competition marks a turning point in hip-hop culture, when the dominance of gangsta rap in mainstream hip-hop was brought to an end.
West elaborated that it was a fully conscious decision to keep his guest vocalists at a minimum, saying that, "When I hear the records of my favorite bands – The Killers or Coldplay – you only hear one voice from start to finish." During an interview with Billboard, West revealed that he had worked with Chris Martin, the lead singer of the British alternative rock band Coldplay, on a song entitled "Homecoming", and that it just might possibly be released as the lead single for Graduation.
It was made available two years later under the new title "Home" on West's 2003 mixtape Get Well Soon...
Lyrically, the album is more introspective in comparison to its predecessors, as West dedicated much of Graduation towards analyzing himself and conveying his ambivalent outlook on his newfound fame.
It continues the education theme of West's previous two studio albums, The College Dropout (2004) and Late Registration (2005).