Birch grew up in Gilbert, Arizona, and graduated from the University of Arizona with a bachelor's degree in mathematics, biochemistry, and molecular biophysics. Birch began cycling with the MIT cycling team while working on her PhD. While at MIT she won the 2014 USA Cycling collegiate cyclocross division two national championship. Birch also represented the JAM Fund cyclocross team from 2011-2015.[1]