Academic Research Insight: Factor Investing Over the Long Run

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Academic Research Insight: Factor Investing Over the Long Run

By | 2017-08-18T17:11:02+00:00 May 30th, 2017|Factor Investing, Basilico|0 Comments
  • Publication: THE JOURNAL OF PORTFOLIO MANAGEMENT, 2017, SPECIAL ISSUE (version here)

What are the research questions?

  1. Is there out-of-sample (OOS) evidence for factor investing?

What are the Academic Insights?

By studying a data set including 23 countries and over a long time frame (1926 for the US and 1955 for the UK and on average 43 years for other countries), the authors find:

  1. The concept of the size effect was introduced by Banz (1981) documenting a monthly 1% premium of small cap stocks compared to large cap stocks. The authors find a diminished premium: 0.32% monthly for the longest average period and 0.45% monthly from 2000 to 2016.
  2. The concept of the value effect was introduced by Rosenberg et al. (1985) documenting a yearly 4% premium of value stocks compared to growth stocks. The authors find a diminished premium: 2.1%% yearly for the longest average period and 2.5% yearly from 2000 to 2016. Additionally, they warn that the value premium can come in erratic patterns. (see here for more info)
  3. The concept of the momentum effect was introduced by Jegadeesh and Titman(1993) documenting a monthly 1% premium of past winning stocks compared to past losing stocks. The authors find a fairly consistent premium: 0.71% monthly for the longest average period and 0.79% monthly from 2000 to 2016.

Why does it matter?

In general, the issue of data-mining may contaminate the statistical results from backtesting that underlie factor investing.  The use of out-of-sample universes to test results obtained with US-only data sets is an important advance in testing the robustness of various factors and the associated return performance.

  1. Based on this research, the size premium is lower than originally thought. However, after considering the risks, illiquidity and transaction costs of investing in small-cap stocks, there at least seem to be no case to underweight them.
  2. The value premium has been lower in the US than originally documented. Outside the US, it is stronger and more persistent.
  3. With the caveat that momentum premium can go through periods of substantial underperformance and drawdowns, it (in the words of the authors) “can generate a disturbingly large abnormal return.”

The Most Important Chart From the Paper:

Elisabetta Basilico, Ph.D., CFA, (@ebasilico) is an independent investment consultant. With co-author Tommi Johnsen, PhD, she is writing an upcoming book on research backed  investing. You can learn more at


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About the Author:

Elisabetta Basilico, PhD, CFA

Dr. Elisabetta Basilico is a seasoned investment professional with an expertise in “turning academic insights into investment strategies.” Research is her life’s work and by combing her scientific grounding in quantitative investment management with a pragmatic approach to business challenges, she’s helped several institutional investor achieve stable returns from their global wealth portfolios. Her experise spans from asset allocation to active quantitative investment strategies. Holder of the Charter Financial Analyst since 2007 and a PhD from the University of St. Gallen in Switzerland, she has experience in teaching and research at various international universities and co-author of articles published in peer-reviewed journals. She and co-author Tommi Johnsen are currently writing a book on research backed investment ideas. You can find additional information at Academic Insights on Investing.

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