Faulds studied forensic and analytical science at the University of Strathclyde, graduating with a BSc in 1998. She remained at Strathclyde for her doctoral studies and in 2003 received her PhD for research on the detection of drugs of substance abuse using surface-enhanced Raman spectroscopy (SERS).