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Wilma Rudolph earned the nickname "Fastest Woman in the World" in the 1960s due to her exceptional speed and athleticism. She rose to fame as a track and field star, setting world records and winning three gold medals at the 1960 Summer Olympics in Rome. Rudolph's remarkable achievements and determination made her an inspiration to countless individuals, solidifying her place as one of the greatest female athletes of all time.