Statistical methods are powerful for analyzing frequent events, but weak for analyzing uncommon events such as regime shifts. The rarity of regime shifts poses deep problems for both understanding and prediction. For any given regime shift, many different models are equally appropriate. There are straightforward statistical methods for sorting among rival models, but these depend on observing m...