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This skill analyzes US stock market valuation by consolidating multiple metrics—including Shiller CAPE, Trailing PE, PB, and Market Cap to GDP—into a unified historical percentile score. By benchmarking current levels against over a century of data, it identifies periods of extreme overvaluation and provides risk interpretations based on historical analogs like 1929, 1999, and 2021. It is designed for investors and analysts who need a data-driven, macro-level perspective on market risk, volatility shifts, and potential forward-return compression based on historical regimes.