To predict if a substance is deliquescent
There is no general rule, just partial empirical rules for particular anions, which can be memorized from textbooks. 

There is theoretical reasoning why salts  are soluble or not, concerning the energy of the crystal lattice, energy of ion hydration, entropy change etc. But easier way is to go for empirical rules and "chemical sense".