 Barber taught mathematics at the Park School of Baltimore from 2005 to 2007.She completed her Ph.D. at the University of Chicago in 2012.Her dissertation, "Prediction and model selection for high-dimensional data with sparse or low-rank structure", was jointly supervised by Mathias Drton and Nathan Srebro.