Kelton has developed new models for nucleation in liquids and glasses. He collaborates with colleagues at Corning Inc. to develop computer models for nucleation in silicate glasses. He also collaborates with other groups within the physics department at Washington University and at Oak Ridge National Laboratory to develop models that relate local structural fluctuations in liquids with liquid dynamics.