Thursday, November 28, 2024

Fama and French: The five-factor model revised

Eugene F. Fama and Kenneth R. French present Their three-factor model complemented the Capital Asset Pricing Model (CAPM) almost three many years ago.. They proposed two aspects along with CAPM to elucidate asset returns: Small Minus Big (SMB), which represents the return spread between small and large-cap stocks, and High Minus Low (HML), which represents the Return spread between high-book stocks measures -to-market and low-book-to-market holdings.

Fama and French’s original framework has since undergone many changes and evolutions, as other researchers added their very own aspects and gave their very own interpretation to the duo’s findings. On your part Fama and French updated their model with two additional aspects to further increase investment returns: robust minus weak (RMW), which compares the returns of corporations with high or robust operating profitability and people with weak or low operating profitability; and conservative minus aggressive (CMA), which measures the difference between corporations that invest aggressively and those who accomplish that more conservatively.

How well did Fama and French’s five-factor model explain returns over the many years? According to our evaluation, just one factor has really held up across all time periods.

To measure the performance of an element, we built a $1 portfolio after which tracked its growth as if we were an investor taking long positions on the consider query. For example, the SMB portfolio represents $1 invested in 1926 in a portfolio that has a protracted basket of small-cap stocks and a brief basket of large-cap stocks.

The SMB or size factor performed extremely well until about 1982, generating returns of about 600% during that period. Then, from 1982 to 2000, the pattern reversed and large-cap stocks outperformed small-cap stocks. The factor recovered somewhat thereafter, but has largely stagnated over the past 10 or 15 years.


Cumulative SME earnings


Although it’s difficult or unimaginable to ascertain a causal relationship in these cases, this decline and plateau in performance requires a proof. And there’s quite a lot of speculation concerning the causes, whether at a macroeconomic level or otherwise. After all, global markets have undergone many developments for the reason that Roaring Twenties. But if we accept Occam’s opinion that the best explanation is commonly the almost definitely, Clifford Asness’s theory might need essentially the most appeal: “There is not any size effect.”

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The plight of the HML factor is well documented. Value investing – buying corporations with high book-to-market ratios and shorting corporations with low book-to-market ratios – enjoyed a historic success story from 1926 to 2007. During this era, a long-short HML portfolio returned over 4000%.

But the tide has turned. Since 2007 the outcomes have modified completely. After the Great Recession, the identical long-short portfolio lost about half its value as growth stocks took off. In fact, many have written the obituary on the worth factor.


Cumulative HML returns

Chart showing cumulative HML returns

But Robert D. Arnott and his co-authors have offered a unique narrative: “Reports of Value’s death could also be greatly exaggerated.” They attribute the worth factor’s recent underperformance to 2 phenomena: the HML book value-to-price definition, which they are saying doesn’t adequately account for intangible assets, and the collapse in valuations of value versus growth stocks.

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The development of the CMA factor somewhat mirrors that of the HML. Supporting conservatively investing corporations has worked well for over 40 years. But since 2004, the facility of this factor has weakened. In particular, the stocks of corporations that invest aggressively have only returned 20% excess returns since 2013.


Cumulative CMA Earnings

CMA cumulative returns chart

This brings us to Quality Score or RMW. RMW is the one factor that has consistently delivered excess returns. In every economic cycle since 1963, a very good investment strategy has been to go long high-quality stocks or profitable corporations and short low-quality, unprofitable corporations. And the facility of the factor has not diminished.

As Jason Hsu, Vitali Kalesnik and Engin Kose have written: The definition of quality has proven to be moderately malleablebut “profitability and investment-related characteristics typically account for the majority of the quality return premium.”


Cumulative RMW earnings


When Fama and French proposed their three-factor model, the natural assumption was that the SMB and HML aspects would offer a continuing value over time, similar to the RMW. That didn `t work. It stays to be seen whether RMW will remain the gem factor that at all times delivers excess returns in the longer term. But it’s price remembering that sometimes this time really is different.

Still, the important thing lesson from Fama and French’s five-factor model and up to date market history is straightforward, if not particularly insightful: Investing in profitable corporations has been a sound, proven strategy.

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Photo credit: ©Getty Images / artur carvalho


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