Kinney completed his BA in Physics and Math from Cornell University in 2002. In 2008 he received his PhD in Physics from Princeton University for work performed under the advisement of Curtis Callan and Edward Cox. From 2010 to 2014 he was a Quantitative Biology Fellow at Cold Spring Harbor Laboratory.