939 KOA data for 379 compounds at 263.15–323.15 K are collected from literature.
Three methods are systematically developed and evaluated for KOA prediction.
An optimal QSAR model is recommended for predicting KOA at various temperatures.
It is the first time to use the ab initio SM8AD solvation model for KOA prediction.