We examined the S&P 500 Shiller P/E ratio using data from Multpl.com and visualized the trend in R using ggplot2 to compare today’s valuations with past extremes.

    Key takeaways:

    • Dot-com bubble (1999–2002): Peak Shiller P/E of 44.2
    • 2023–2025: Recent reading near 40.4, placing today’s valuation in historically elevated territory
    • While today’s economic structure differs from the 1990s, the long-run context shows how rare it is for valuations to reach this zone

    Data Source:

    • Shiller P/E historical data from Multpl.com
    • Visualization built in R (ggplot2)
    • By Forensic Economic Services LLC (Rule703.com)

    by forensiceconomics

    1 Comment

    1. WarmWoolenMitten on

      Where are you getting 40.4? The link says it’s 38, and the S&P500 one is even lower. Seems like a pretty big discrepancy.

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