Robinson ran her first official race on March 30, 1928, at the age of 16, an indoor meet where she finished second to Helen Filkey in the 60-yard dash.
At her next race, outdoors at 100 meters, she equalled the world record, though her time was not recognized because it was deemed wind-aided.At the Amsterdam Olympics, her third 100 m competition, Robinson reached the final and won, equalling the world record.
She was the inaugural Olympic champion in the event, since athletics for women had not been on the program before, and its inclusion was in fact still heavily disputed among officials.
With the American 4×100 meters relay team, Robinson added a silver medal to her record.
At Northwestern University, she was a member of Kappa Kappa Gamma.In 1931, Robinson was involved in a plane crash, and was severely injured.
Initial reports had her being discovered unconscious in the wreckage wrongly thought was dead by her rescuer.
He took her to an undertaker, where his mistake was discovered.
Actually she was taken to a local infirmary, where it was determined she had suffered severe multiple injuries.
It was another six months before she could get out of a wheelchair, and two years before she could walk normally again.
Meanwhile, she missed the 1932 Summer Olympics in her home country.
Still unable to kneel for a normal 100 m start, Robinson was a part of the US relay team at the 1936 Summer Olympics.
The US team was running behind the heavily favored Germans, but the Germans dropped the baton.
Robinson took the lead and handed off the baton to Helen Stephens resulting in her second Olympic gold medal.Retiring after the Berlin Olympics, Schwartz remained involved in athletics as an official.
She died aged 87, suffering from cancer and Alzheimer's disease.