Can Market Valuations Be Effective MarketTiming Signals Alpha Architect

Post on: 26 Сентябрь, 2015 No Comment

Can Market Valuations Be Effective MarketTiming Signals Alpha Architect

Can Market Valuations Be Effective Market-Timing Signals?

We know that valuation metrics such as the CAPE, or Shiller P/E, ratio are correlated with long-term returns (notice we didn’t say predict long-term returns—that is debatable).

Here is a brief background on the measure:

A few recent articles from Jesse Livermore are posted below:

How does one utilize valuation metrics information in the real-world?

If the P/E ratio on the market is in the top 5%, do we simply sit on our hands for 5, 10, or 15 years waiting for “the bubble to break?” Example: Internet Bubble. Meb makes a solid argument that maybe we should. but I doubt any human being could actually follow that model.

Or what if the P/E ratio is in the bottom 5%—we believe returns over the next 10 years will likely be favorable—but what about the digestibility of the 50% drawdown we endure when the market P/E goes from 10 to 5? Example: Great Depression. Cash might be king when your worried about paying for your next meal!

The goal of this research piece is to identify a simple and PRACTICAL way to integrate market valuations into a market-timing framework.

We test how valuation signals compare to, and interact with, another popular timing device, the moving average (MA) signal.

  • For the MA signals, we use monthly (1,12) MA rule on the total return for the SP500.
  • If the price for last month is above the past 12 months average, stay in the market, otherwise, invest in the risk-free rate.
  • For the valuation signal, we examine CAPE (Shiller’s Cyclically Adjusted PE ratio).
    • For robustness, we also test the Dividend Yield, Default Yield Spread, and GNP/Marketcap.
    • Summary Findings:

      1. Valuation-based trading rules add no value and underperform the simple (1,12) MA rule.
      2. Various combinations of MA and valuation rules cannot improve results relative to the (1,12) MA rule.
      3. MA rules starting in the late 1930’s are also questionable, albeit, at just about every other starting point they look more attractive. We start in 1938 because we need to burn 10 years of data establishing a benchmark valuation level (our data starts in 1927).
      4. The data suggest that market valuations have limited PRACTICAL use.

      Strategy Background

      • The valuation rules are the 4 following measures: (Higher—>Cheaper; Lower—>More Expensive)
      • 1/CAPE = Inverse of Shiller’s Cyclically Adjusted PE ratio.
      • Dividend Yield = Total Dividends for SP500 over the past 12 months divided by the SP500 closing price.
      • Default Yield Spread = BAA Yield – AAA Yield.
      • GNP/Marketcap = GNP of U.S. divided by the total market capitalization of U.S. Equity Markets.
      • Can Market Valuations Be Effective MarketTiming Signals Alpha Architect
    • At the end of every month, we compute the (1,12) MA rule by comparing the previous month’s price series for the SP500 to the average over the past 12 months.
      • If last month’s price is above the past 12 month average, invest in the SP500.
      • If last month’s price is below the past 12 month average, buy U.S. Treasury Bills (RF).
      • For the valuation measures, we compute the percentile for the last month’s valuation measure relative to the past 10 years of each valuation measure .
        • Example: if the dividend yield was 3.2% last month, we compare this to the past 120 months and see what percentile this falls into.
          • If 3.2% is below the x-percentile (e.g. 5th percentile) for dividend yield, valuations are too high, so invest in RF.
          • If 3.2% is above the x-percentile (e.g. 5th percentile) for dividend yield, valuations are fine, so invest in stocks.
          • For the combination of MA rules and valuation rules we do the following:
            • If valuation rule says stocks are really cheap —> invest in the market
            • If valuation rule says stocks are really expensive —>  invest in risk-free
            • Otherwise, default to the MA rule.
              • Labeled “M&V_x%”
              • This strategy is effectively an MA rule with a “valuation override” component.
              • SP500 = S&P 500 Total Return Index
              • LTR = 10 year Treasury Total Return
              • Statistics Summary

                One on One (Full Sample): MA vs. 1/CAPE (15 percentile expensive cutoff)

                • 1/1/1938 – 4/30/2014
                • 1/CAPE signals into RF if in bottom 15% (expensive)
                • (1,12) MA outperforms 1/CAPE; tied with buy and hold.

                The results are hypothetical results and are NOT an indicator of future results and do NOT represent returns that any investor actually attained. Indexes are unmanaged, do not reflect management or trading fees, and one cannot invest directly in an index. Additional information regarding the construction of these results is available upon request.

                One on One (Full Sample): MA vs. 1/CAPE (5 percentile expensive cutoff)


                Categories
                Cash  
                Tags
                Here your chance to leave a comment!