Odom attended Stanford University, where she earned a BS in chemistry, was elected to Phi Beta Kappa, and received the Standford's Marsden Memorial Prize for Chemistry Research (1996). She obtained her PhD in chemical physics from Harvard University in 2001 under the guidance of Charles M. Lieber, then conducted post-doctoral research at Harvard with George M. Whitesides from 2001 to 2002.