The foaming prediction map devised in this study operates as a binary classifier, categorizing liquids as either foaming or non-foaming. To enhance the method and provide a more nuanced understanding, one can incorporate inertio-capillary and visco-capillary timescales to quantify bubble lifetime and foam stability. It is important to note that the values of d and v determined for shake test experiments may not be universally applicable to other setups, such as gas bubbling through the liquid. Consideration of specific experimental conditions is crucial for accurate predictions in diverse setups.