This saying might seem confusing because swans are usually white! A white swan event is actually a metaphor for something unexpected that seems obvious in hindsight. Imagine a scientist discovers a new continent – that would be a white swan event. Everyone would say, "of course there could be another continent, why didn't we think of that before?"
