Knuckle Down is the fourteenth studio album by singer-songwriter Ani DiFranco. It is the first album that DiFranco has collaborated with a producer; Joe Henry. The record is also her first studio album to feature a string section. It is considered among her most accessible records, and compared to the stark Educated Guess, it is more abundantly produced.