Kneipp was an undergraduate student at the Free University of Berlin, where she specialised in biology and physics. She remained in Berlin for graduate studies, where she worked on Fourier-transform infrared spectroscopy at RKI. After earning her doctorate, she moved to the Erasmus University Rotterdam, where she worked on optical spectroscopies. She was a postdoctoral researcher at Princeton University.