Objective research to aid investing decisions

Value Investing Strategy (Strategy Overview)

Allocations for April 2025 (Final)
Cash TLT LQD SPY

Momentum Investing Strategy (Strategy Overview)

Allocations for April 2025 (Final)
1st ETF 2nd ETF 3rd ETF

Bonds

Bonds have two price components, yield and response of price to prevailing interest rates. How much of a return premium should investors in bonds expect? How can investors enhance this premium? These blog entries examine investing in bonds.

Intricately Filtered Factor Portfolios

The performance of conventional factor portfolios, long and short extreme quantiles of assets sorted on the factor metric, faces considerable skepticism (see “Compendium of Live ETF Factor/Niche Premium Capture Tests”). Is their some more surgical way to capture theoretical factor premiums? In their March 2025 paper entitled “Investment Base Pairs”, Christian Goulding and Campbell Harvey offer a factor portfolio construction approach that confines portfolio long-short selections to pairs that most strongly exhibit value, momentum and carry premiums (base pairs). The approach identifies enduring pair relationships, not short-lived price gaps. Base pair identification derives from a combination of five variables:

  1. The correlation between an asset’s factor signal and its own subsequent return.
  2. The correlation between an asset’s factor signal and the paired asset’s subsequent return.
  3. The correlation between factor signals between paired assets.
  4. Differences in factor signal volatilities between paired assets.
  5. Differences in average signal levels between paired assets.

They apply this base pair identification approach by each month reforming long-short, leveraged portfolios of futures and forwards base pairs to generate 20-year backtests of 12 strategies: Equity Value, Bond Value, Currency Value, Commodity Value, Equity Momentum, Bond Momentum, Currency Momentum, Commodity Momentum, Equity Carry, Bond Carry, Currency Carry and Commodity Carry. They also look at strategy averages by class and factor, and overall (All). Benchmarks are comparable conventional strategies that rank assets only on a factor signal. Using monthly data for 64 liquid futures and forwards series (15 equities, 13 bonds, 9 currencies and 27 commodities) during January 1985 through September 2023, they find that: Keep Reading

SACEVS Input Risk Premiums and EFFR

The “Simple Asset Class ETF Value Strategy” (SACEVS) seeks diversification across a small set of asset class exchanged-traded funds (ETF), plus a monthly tactical edge from potential undervaluation of three risk premiums:

  1. Term – monthly difference between the 10-year Constant Maturity U.S. Treasury note (T-note) yield and the 3-month Constant Maturity U.S. Treasury bill (T-bill) yield.
  2. Credit – monthly difference between the Moody’s Seasoned Baa Corporate Bonds yield and the T-note yield.
  3. Equity – monthly difference between S&P 500 operating earnings yield and the T-note yield.

Premium valuations are relative to historical averages. How might this strategy react to changes in the Effective Federal Funds Rate (EFFR)? Using end-of-month values of the three risk premiums, EFFRtotal 12-month U.S. inflation and core 12-month U.S. inflation during March 1989 (limited by availability of operating earnings data) through February 2025, we find that: Keep Reading

Best Type of Account for TIPS Ladder

What is the best type of account to use for a Treasury Inflation Protected Securities (TIPS) ladder, constructed with incremental maturities to generate a constant risk-free stream of real future withdrawals via compounded inflation adjustments? In his February 2025 paper entitled “Best Asset Location for a TIPS Ladder”, Edward McQuarrie models TIPS behaviors and tax rules to determine whether investors should hold TIPS ladders in: a taxable brokerage account; a tax-deferred account such as a 401(k) or traditional IRA; or, a tax-free account such as a Roth IRA. Potential tax treatments of TIPS ladder account withdrawals include:

  1. Maturing principal (initial capital), which is not taxed.
  2. Ordinary income (coupon).
  3. Tax-favored income, such as qualified dividends or long-term capital gains, with a rate as low as half that for ordinary income.

Only taxable brokerage accounts encounter all three treatments. All withdrawals from tax-deferred accounts are treated as ordinary income. Roth withdrawals are always tax-free. His baseline case is a 20-year TIPS ladder with $1 million initial funding, assuming a 2% real coupon at purchase with all maturities and coupon payments occurring at year-end. He initially assumes a 3% annual inflation rate but considers rates varying from 1% to 9%. He focuses on a 24% income tax rate. He discusses Original Issue Discount (OID), unrealized inflation adjustments, which is crucial to differences in tax rates across account types. Based on this modeling, he concludes that:

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Recent Interactions of Asset Classes with Inflation (CPI)

How do returns of different asset classes recently interact with inflation as measured by monthly change in the not seasonally adjusted, all-items consumer price index (CPI) from the U.S. Bureau of Labor Statistics? To investigate, we look at lead-lag relationships between change in CPI and returns for each of the following 10 exchange-traded fund (ETF) asset class proxies:

  • Equities:
    • SPDR S&P 500 (SPY)
    • iShares Russell 2000 Index (IWM)
    • iShares MSCI EAFE Index (EFA)
    • iShares MSCI Emerging Markets Index (EEM)
  • Bonds:
    • iShares Barclays 20+ Year Treasury Bond (TLT)
    • iShares iBoxx $ Investment Grade Corporate Bond (LQD)
    • iShares JPMorgan Emerging Markets Bond Fund (EMB)
  • Real assets:
    • Vanguard REIT ETF (VNQ)
    • SPDR Gold Shares (GLD)
    • Invesco DB Commodity Index Tracking (DBC)

Using monthly total CPI values and monthly dividend-adjusted prices for the 10 specified ETFs during December 2007 (limited by EMB) through January 2025, we find that: Keep Reading

Using CME FedWatch to Time Bonds

Can investors get a trading edge from CME FedWatch, which tracks probabilities of changes to the Federal Funds Rate (FFR) at future FOMC meetings based on the prices of 30-day Fed Funds futures contracts? In their January 2025 paper entitled “Watching the FedWatch”, flagged by a subscriber, Stefano Bonini, Shengyu Huang and Majeed Simaan compare FFR forecasts from a simple model based on CME FedWatch to conventional model forecasts based on Fed Funds futures. They conduct statistical backtests of forecast accuracies during May 1994 through March 2024 (232 scheduled FOMC meetings). They then compare economic values of the two forecasts via two trading strategies that, 30 days before each scheduled FOMC meeting from the end of 2009 through 2023:

  1. If the forecast is for a rate cut or no change (a rate increase), takes a long (short) position in Fed Funds futures contracts set to expire in the month of the next FOMC meeting.
  2. If the forecast is for a rate cut or no change (a rate increase), takes a long (short) position in iShares Core U.S. Aggregate Bond ETF, AGG. After release of the actual rate decision, if the forecast is wrong, they close the AGG position.

Using daily values of specified variables over the ranges stated above, they find that: Keep Reading

Ziemba Party Holding Presidency Strategy Update

“Exploiting the Presidential Cycle and Party in Power” summarizes strategies that hold small stocks (large stock or bonds) when Democrats (Republicans) hold the U.S. presidency. How has this strategy performed in recent years? To investigate, we consider three strategy alternatives using exchange-traded funds (ETF):

  1. D-IWM:R-SPY: hold iShares Russell 2000 (IWM) when Democrats hold the presidency and SPDR S&P 500 (SPY) when Republicans hold it.
  2. D-IWM:R-LQD: hold IWM when Democrats hold the presidency and iShares iBoxx Investment Grade Corporate Bond (LQD) when Republicans hold it.
  3. D-IWM:R-IEF: hold IWM when Democrats hold the presidency and iShares 7-10 Year Treasury Bond (IEF) when Republicans hold it.

We use calendar years to determine party holding the presidency. As benchmarks, we consider buying and holding each of SPY, IWM, LQD or IEF and annually rebalanced portfolios of 60% SPY and 40% LQD (60 SPY-40 LQD) or 60% SPY and 40% IEF (60 SPY-40 IEF). We consider as performance metrics: average annual excess return (relative to the yield on 1-year U.S. Treasury notes at the beginning of each year); standard deviation of annual excess returns; annual Sharpe ratio; compound annual growth rate (CAGR); and, maximum annual drawdown (annual MaxDD). We assume portfolio switching/rebalancing frictions are negligible. Except for CAGR, computations are for full calendar years only. Using monthly dividend-adjusted closing prices for the specified ETFs during July 2002 (limited by LQD and IEF) through December 2024, we find that:

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Summary of Long-run Research On Asset Class Returns

How should investors think about research using long-run financial data? In their October 2024 paper entitled “Long-Run Asset Returns”, David Chambers, Elroy Dimson, Antti Ilmanen and Paul Rintamäki survey the body of evidence on historical return premiums for stocks, bonds, real estate and commodities over the current and previous two centuries. They discuss benefits and pitfalls of long-run datasets and make suggestions on best practices. They also compare premium estimates from alternative data compilers. Based on the body of long-run asset class return research, they conclude that:

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Modeling Attractiveness of U.S. Treasuries

Given anxiety among investors about the rapid rise of U.S. public debt, are U.S. Treasuries fairly valued? In his July 2024 paper entitled “A Historical Perspective on US Treasuries Risk Premia”, Olivier Davanne describes factors driving the U.S. Treasuries yield curve and explains how to gauge beliefs of market participants. He extracts investor rate expectations for various horizons from the monthly Consensus Economics surveys and the quarterly Surveys of Professional Forecasters to support a model of U.S. Treasury premiums based on eight variables, four related to monetary policy (current and expected) and four related to risk pricing (current and expected), as follows:

  1. Current short-term yield.
  2. Expected equilibrium short-term yield.
  3. Short-term yield expected in one year.
  4. Short-term yield expected in three years.
  5. Current short-term risk premium for 10-year U.S. Treasury notes (T-note).
  6. Expected long-term equilibrium for the T-note risk premium.
  7. As an indication on the expected speed of convergence between them, expected T-note risk premium in three years.
  8. As a measure of monetary policy risk premium, current risk premium on 1-year U.S. Treasury notes.

Applying a standard statistical procedure to the current Federal Funds Rate, yields for 3-month, 6-month, 1-year, 2-year, 5-year and 10-year U.S. Treasury instruments and responses to the above-cited surveys during 1994 through early 2024, he finds that:

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How Are TIPS ETFs Doing?

How do exchange-traded-funds (ETF) focused on Treasury Inflation-Protected Securities (TIPS) perform? To investigate, we consider ten of the largest TIP ETFs, all currently available, as follows:

As benchmarks, we consider iShares 1-3 Year Treasury Bond (SHY), iShares 3-7 Year Treasury Bond (IEI), iShares 7-10 Year Treasury Bond (IEF) and iShares 20+ Year Treasury Bond (TLT). To match duration of each TIPS ETF, we assign the one of these four benchmarks with the highest correlation of monthly returns. We focus on monthly return statistics, along with compound annual growth rates (CAGR) and maximum drawdowns (MaxDD). Using monthly returns for the 10 TIPS ETFs and the four benchmark ETFs as available, and concurrent monthly changes in the U.S. Consumer Price Index (CPI), through October 2024, we find that: Keep Reading

Are Target Retirement Date Funds Attractive?

Do target retirement date funds, offering glidepaths that shift asset allocations away from equities and toward bonds as target dates approach, safely generate attractive returns? To investigate, we consider seven such mutual funds offered by Vanguard, as follows:

We consider as benchmarks SPDR S&P 500 ETF Trust (SPY), iShares iBoxx $ Investment Grade Corporate Bond ETF (LQD) and both 80-20 and 60-40 monthly rebalanced SPY-LQD combinations. We look at monthly and annual return statistics, including compound annual growth rate (CAGR) and maximum drawdown (MaxDD). Using monthly total returns for SPY, LQD, three target retirement date funds since October 2003 and four target retirement date funds since June 2006 (limited by Vanguard inception dates), all through September 2024, we find that:

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