We conduct a lottery experiment to assess the predictive importance of simple choice process metrics (SCPMs) in forecasting risky 50/50 gambling decisions using different types machine learning algorithms as well traditional modeling approaches. The SCPMs are recorded during fixed pre-decision phase and derived from tracking subjects’ eye movements, pupil sizes, skin conductance, cardiovascular...