Dobson has said that John Lennon and Judy Garland are her primary musical influences, and that her biggest musical inspiration growing up was Michael Jackson: "I swore I was Michael [Jackson]. Then I found out I wasn't Michael [Jackson] and it broke my heart." She also mentions Janet Jackson as a primary influence. At the same time, she went to "every 'N Sync concert there was."
