Evidence-based investing research
Value Investing Strategy (Strategy Overview)
Allocations for November 2026 (Final)
Cash TLT LQD SPY
Momentum Investing Strategy (Strategy Overview)
Allocations for November 2026 (Final)
1st ETF 2nd ETF 3rd ETF

Combining SMA10 and P/E10 Signals

Steve LeCompte | | Posted in: Fundamental Valuation, Technical Trading

Guide Trend Following and Momentum Moving averages

Key Insight

Adding a P/E10 Binary 20-year signal to SMA10 timing of the S&P Composite Index did not add compelling value; standalone SMA10 tied SMA10 OR Binary 20-year for best terminal value (data Jan 1871–Sep 2022; chart from Jan 1921; gross, no frictions).

In response to the U.S. stock market timing backtest in "Usefulness of P/E10 as Stock Market Return Predictor", a subscriber suggested combining a 10-month simple moving average (SMA10) technical signal with a P/E10 (or Cyclically Adjusted Price-Earnings ratio, CAPE) fundamental signal. Specifically, we test:

  • SMA10 - bullish/in stocks (bearish/in cash) when prior-month stock index level is above (below) its SMA10.
  • SMA10 AND Binary 20-year - in stocks only when both SMA10 and P/E10 Binary 20-year signals are bullish, and otherwise in cash. The latter rule is bullish when last-month P/E10 is below its rolling 20-year monthly average.
  • SMA10 OR Binary 20-year - in stocks when one or both of the two signals are bullish, and otherwise in cash.
  • NEITHER SMA10 NOR Binary 20-year - in stocks only when neither signal is bullish, and otherwise in cash.

We use Robert Shiller's S&P Composite Index to represent stocks. We consider buying and holding the S&P Composite Index and the standalone P/E10 Binary 20-year strategy as benchmarks. Using monthly data from Robert Shiller, including S&P Composite Index level, associated dividends, 10-year government bond yields and values of P/E10 as available during January 1871 through September 2022, we find that:

Subscribe to Keep Reading

Get the research edge serious investors rely on.

  • 1,200+ research articles
  • Monthly strategy signals
  • 20+ years of backtested analysis
$17.99 /month

Cancel anytime

Trend Following and Momentum guide

More on moving averages

All 387 articles in the Trend Following and Momentum guide