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Ashlee Simpson's album "Bittersweet World" falls under the genre of dance-pop. This genre combines elements of pop music with electronic dance music, resulting in upbeat and danceable tracks. The album features catchy melodies, energetic rhythms, and electronic beats, showcasing Simpson's transition from her previous rock-influenced sound towards a more mainstream and dance-oriented style.