The video is iconic within popular culture, being the first glimpse of Jackson's seductive and adult image, in contrast to the bulky uniforms and military ensemble she was previously known for. The transition first began with prior video "Love Will Never Do (Without You)," portraying Jackson's newly-svelte figure and midriff-baring style, becoming her trademark image and iconic within entertainment. "That's the Way Love Goes" was nominated for Best Dance Video, Best Choreography, and Best Female Video at the MTV Video Music Awards. The video is featured on the "Janet" and "Design of a Decade" video compilations, special edition of "All for You", and "". Behind the scenes footage of its filming was also released. An alternate "One Take Version" focusing solely on Jackson appears exclusively on the "Janet" video compilation.