The title and chorus are based on a Chinese propaganda poster. The slogan "Shiny happy people holding hands" is used ironically. The song was released two years after the Tiananmen Square uprising when the Chinese government clamped down on student demonstrators, killing hundreds of them.
In 2006 CBC Radio's Freestyle named "Shiny Happy People" 1991's "Song of the Summer". At the same year the song received the No. 1 position on AOL Music's list of the "111 Wussiest Songs of All Time". Blender magazine also ranked the song No. 35 on its list of the "50 Worst Songs Ever" and Q magazine included it in a list of "Ten Terrible Records by Great Artists" in 2005.
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