Although 'extreme fear' as a contrarian buy signal has statistical support in backtests across multiple cycles, its effectiveness depends heavily on the sample period and market structure; in systemic events such as liquidity droughts or regulatory shocks, extreme fear may persist for months while prices continue to fall, so it is better suited as one input in a multi-factor framework rather than as an independent timing basis.