Since it is not possible to measure K for all substances, various models have been developed to allow for their prediction, e.g. Quantitative structure–activity relationships (QSAR) or linear free energy relationships (LFER) such as the Hammett equation.
A variant of the UNIFAC system can also be used to estimate octanol-water partition coefficients.