Two predictive models for density and kinematic viscosity under high pressure are proposed. QSPR is approached via energy additivity method in the modeling. Density of FAME and biodiesel can be predicted by the same equation. Kinematic viscosity of FAME and biodiesel can be predicted by the same equation. It is the first model proposed for estimation of kinematic viscosity at high pressure.