Learning in financial markets (human and artificial agents)

Financial markets generate a type of risk which is rather unusual, in that there are lots of extreme events (“outliers”): either the market is very calm, or stormy; there does not seem to be a “normal” level of uncertainty. This raises the questions as to whether humans, or artificial agents (machine learning), are well prepared for it, and if not, what to do about it.