The accompanying music video/short film for Michael Jackson's "Who Is It" was directed by David Fincher, filmed in Los Angeles, California, and the helicopter scene in it was filmed at Neverland Ranch. In the film, Jackson is featured falling in love with a high-priced escort and staring sadly at the city skyline. This short film did not initially air in the U.S.A. because of reportedly being "too dark" but was included in Dangerous: The Short Films and Michael Jackson's Vision, which are home video releases. The version that did air first in the U.S.A. was a compilation video.

The movie is currently not available onine