It was written by Babyface, Jason Edmonds, Carole Bayer Sager, Aleese Simmons, and Nathan Walton for her fifth studio album Just Whitney (2002), with production handled by the former.

Houston performed "Try It on My Own" on an episode of the television series Boston Public ("Chapter 66"), which first aired in May 2003, and on the 2003 VH1 Divas Duets: An Honors Concert for the VH1 Save the Music Foundation.

"[2] Generally critical with the album, Entertainment Weekly's Tom Sinclair called the record a "treacly keyboards-and-strings big ballad.

Later released as a DVD single by Arista, also featuring the "One of Those Days" video, it was certified gold for shipments of 25,000 units by the Recording Industry Association of America (RIAA) on September 22, 2003.

[6] The music video can be interpreted as part of Houston's self-actualization during the late 1990s and early 2000s, when she repudiated the pop queen persona built under Clive Davis during the 1980s.

This scene parodies her high-profile firing by Burt Bacharach from the 2000 Academy Awards ceremony for not singing "Rainbow" during rehearsals for the show.