This new discovery also shows that duck-billed dinosaurs originated in the eastern US, what was then broadly referred to as Appalachia, before dispersing to other parts of the world.
"This is a really important animal in telling us how they came to be and how they spread all over the world," said Gregory Erickson, a professor at the Florida State University.
They named the new dinosaur Eotrachodon orientalis, which means "dawn rough tooth from the east."
A large crest on the nose, plus indentations found in the skull and its unique teeth alerted the researchers from McWane Science Centre in US and the University of Bristol in UK that the skeleton they had was something special.
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The skeletal remains of this 83-million-year-old dinosaur were originally found by a team of amateur fossil enthusiasts alongside a creek in Alabama in marine sediment.
Among the recovered remains of this new dinosaur are a complete skull, dozens of backbones, a partial hip bone and a few bones from the limbs.
It is one of the most complete dinosaur skeletons ever to be found in the eastern US.
Its teeth, which show this dinosaur's remarkable ability to grind up plants in a manner like cows or horses, were present in early hadrosaurids, allowing them to consume a wide variety of plants as the group radiated around the world.
This body of water created two North American landmasses, Laramidia to the west and Appalachia to the east.
"For roughly 100 million years, the dinosaurs were not able to cross this barrier," said Jun Ebersole, director of collections at McWane Science Centre.
"The discovery of Eotrachodon suggests that duck-billed dinosaurs originated in Appalachia and dispersed to other parts of the world at some point after the seaway lowered, opening a land corridor to western North America," Ebersole said.
The study was published in the Journal of Vertebrate Paleontology.