High Quality Content by WIKIPEDIA articles! The 7th Annual Latin Grammy Awards were held for the first time in New York City, NY. The awards show was held at Madison Square Garden on Thursday, November 2, 2006. Shakira was the big winner winning Album of the Year, one of four awards that she won. She is the first female artist to win Record of the Year, Album of the Year, and Song of the Year.