Investing Research Articles

Are models based on advanced machine learning adept at predicting returns for individual emerging market stocks? In the November 2022 version of their paper entitled “Machine Learning and the Cross-section of Emerging Market Stock Returns”, Matthias Hanauer and Tobias Kalsbach compare abilities of machine learning models to predict emerging market stock returns. They consider nine… Keep Reading

Do monthly retail sales data reliably predict U.S. stock market behavior? To investigate, we relate monthly change in retail sales to monthly S&P 500 Index return. We consider both seasonally adjusted (SA) and non-seasonally adjusted (NSA) retail sales series, as compiled by the the U.S. Census Bureau. Using monthly levels of retail sales and the… Keep Reading

Why do equal-weighted (EW) portfolios outperform their market capitalization-weighted, or value-weighted (VW), counterparts over multiple decades in various investment universes? In their November 2022 paper entitled “Why Do Equally Weighted Portfolios Beat Value-Weighted Ones?”, Alexander Swade, Sandra Nolte, Mark Shackleton and Harald Lohre analyze drivers of differences in performance between EW and VW U.S. stock… Keep Reading

Below is a weekly summary of our research findings for 12/5/22 through 12/9/22. These summaries give you a quick snapshot of our content the past week so that you can quickly decide what’s relevant to your investing needs. Subscribers: To receive these weekly digests via email, click here to sign up for our mailing list.

Why do portfolios formed from the principal components of many long-short stock return factors from two recent studies, one covering 207 factors and the other 153 factors (with overlap 97), have such different out-of-sample gross Sharpe ratios? In their November 2022 paper entitled “Factor Returns and Out-of-Sample Alphas: Factor Construction Matters”, Hendrik Bessembinder, Aaron Burt… Keep Reading

Do test portfolio construction decisions in published research on stock return predictors impound bias by fitting the noise (capturing luck) in historical returns? In his November 2022 paper entitled “Looking Under the Hood of Data-Mining”, Mathias Hasler re-evaluates research published in academic journals on 92 stock return predictors by testing alternatives for 12 portfolio construction… Keep Reading

Is market capitalization, shares outstanding times share price, really the total value of a firm? In his brief November 2022 paper entitled “The Market Capitalization Illusion”, J.B. Heaton examines the relationship between market capitalization and market value considering the slope of the demand curve for tradable assets. Based on the body of relevant research, he… Keep Reading

Does use of price data other than the first and last within a lookback interval improve performance of a stock momentum strategy? In their November 2022 paper entitled “Momentum Without Crashes”, Soros Chitsiripanich, Marc Paolella, Pawel Polak and Patrick Walker construct a momentum strategy that ranks stocks based on a weighting scheme using prices throughout… Keep Reading

A subscriber requested an update of April 2015 long-term tests of simple versions of the strategy described by Jason Kelly in The 3% Signal: The Investing Technique that Will Change Your Life. We start with a general strategy targeting an X% quarterly increase in a stock fund, as follows: Initiate X% rules with either 80%-20% or… Keep Reading

Below is a weekly summary of our research findings for 11/28/22 through 12/2/22. These summaries give you a quick snapshot of our content the past week so that you can quickly decide what’s relevant to your investing needs. Subscribers: To receive these weekly digests via email, click here to sign up for our mailing list.