Factor investing is an
investment approach that involves targeting quantifiable firm characteristics or "factors" that can explain differences in stock returns. Security characteristics that may be included in a factor-based approach include size,
low-volatility, value,
momentum
In Newtonian mechanics, momentum (: momenta or momentums; more specifically linear momentum or translational momentum) is the product of the mass and velocity of an object. It is a vector quantity, possessing a magnitude and a direction. ...
, asset growth, profitability, leverage, term and
carry.
A factor-based investment strategy involves tilting investment portfolios towards or away from specific factors in an attempt to generate long-term investment returns in excess of benchmarks. Proponents claim this approach is quantitative and based on observable data, such as stock prices and financial information, rather than on opinion or speculation. Factor premiums are also documented in corporate bonds and across all major asset classes including currencies, government bonds, equity indices, and commodities.
Critics of factor investing argue the concept has flaws, such as relying heavily on
data mining
Data mining is the process of extracting and finding patterns in massive data sets involving methods at the intersection of machine learning, statistics, and database systems. Data mining is an interdisciplinary subfield of computer science and ...
that does not necessarily translate to real-world scenarios,
[Arnott, Robert D. and Harvey, Campbell R. and Kalesnik, Vitali and Linnainmaa, Juhani T., Alice’s Adventures in Factorland: Three Blunders That Plague Factor Investing (April 10, 2019). Available at SSRN: https://ssrn.com/abstract=3331680 or http://dx.doi.org/10.2139/ssrn.3331680] and that it may not be able to capture factor returns due to trading costs.
History
The earliest theory of factor investing originated with a research paper by
Stephen A. Ross in 1976 on
arbitrage pricing theory
In finance, arbitrage pricing theory (APT) is a multi-factor model for asset pricing which relates various macro-economic (systematic) risk variables to the pricing of financial assets. Proposed by economist Stephen Ross (economist), Stephen Ross i ...
, which argued that security returns are best explained by multiple factors. Prior to this, the
Capital Asset Pricing Model
In finance, the capital asset pricing model (CAPM) is a model used to determine a theoretically appropriate required rate of return of an asset, to make decisions about adding assets to a Diversification (finance), well-diversified Portfolio (f ...
(CAPM), theorized by academics in the 1960s, held sway. CAPM held that there was one factor that was the driver of stock returns and that a stock's expected return is a function of its equity market risk or
volatility, quantified as beta. The first tests of the
Capital Asset Pricing Model (CAPM) showed that the risk-return relation was too flat.
Sanjoy Basu was the first academic to document a value premium in 1977. In 1981 a paper by Rolf Banz established a size premium in stocks: smaller company stocks outperform larger companies over long time periods, and had done so for at least the previous 40 years.
In 1992 and 1993,
Eugene F. Fama
Eugene Francis "Gene" Fama (; born February 14, 1939) is an American economist, best known for his empirical work on portfolio theory, asset pricing, and the efficient-market hypothesis.
He is currently Robert R. McCormick Distinguished Servic ...
and
Kenneth French published their seminal
three-factor papers that introduce size and value as additional factors next to the market factor.
In the early 1990s,
Sheridan Titman and Narasimhan Jegadeesh showed that there was a premium for investing in high momentum stocks. In 2015 Fama and French added profitability and investment as two additional factors in their five-factor asset pricing model. Profitability is also referred to as the
quality factor. Other significant factors that have been identified are
leverage,
liquidity
Liquidity is a concept in economics involving the convertibility of assets and obligations. It can include:
* Market liquidity
In business, economics or investment, market liquidity is a market's feature whereby an individual or firm can quic ...
, and
volatility.
Value factor
The most well-known factor is the value factor. The opportunity to capitalize on the value factor arises from the fact that when stocks suffer weakness in their fundamentals, leading the market to overreact and undervalue them significantly relative to their current earnings. A systematic quantitative value factor investing strategy strategically purchases these undervalued stocks and maintains the position until the market adjusts its pessimistic outlook. Value can be assessed using various metrics, including the
P/E ratio,
P/B ratio,
P/S ratio, and
dividend yield
The dividend yield or dividend–price ratio of a share is the dividend per share divided by the price per share. It is also a company's total annual dividend payments divided by its market capitalization, assuming the number of shares is constan ...
. Value-factor stocks are low-priced because they are riskier.
The value factor is not to be confused with
value investing,
which aims to identify investment opportunities priced below their
intrinsic value.
Low-volatility factor
Low-volatility investing Low-volatility investing is an investment style that buys Stock market, stocks or Security (finance), securities with low volatility and avoids those with high volatility. This investment style exploits the low-volatility anomaly. According to Capit ...
is a strategy that involves acquiring stocks or securities with low volatility while avoiding those with high volatility, exploiting the low-volatility anomaly. The
low-volatility anomaly was identified in the early 1970s but gained popularity after the
2008 financial crisis
The 2008 financial crisis, also known as the global financial crisis (GFC), was a major worldwide financial crisis centered in the United States. The causes of the 2008 crisis included excessive speculation on housing values by both homeowners ...
. Different studies demonstrate its effectiveness over extended periods.
Despite widespread practical use, academic enthusiasm varies, and notably, the factor is not incorporated into the Fama-French five-factor model. Low-volatility tends to reduce losses in bear markets, while often lagging during bull markets, necessitating a full business cycle for comprehensive evaluation.
Momentum factor
Momentum investing involves buying stocks or securities with high returns over the past three to twelve months and selling those with poor returns over the same period. Despite its establishment as a phenomenon, there is no consensus explanation, posing challenges to the efficient market hypothesis and random walk hypothesis. Due to the higher turnover and no clear risk-based explanation the factor is not incorporated into the Fama-French five-factor model. Seasonal effects, like the
January effect, may contribute to the success of momentum investing.
Criticism
In a 2019 paper,
Rob Arnott,
Campbell Harvey and colleagues identify several problems with factor investing.
[ They assert that due to ]data mining
Data mining is the process of extracting and finding patterns in massive data sets involving methods at the intersection of machine learning, statistics, and database systems. Data mining is an interdisciplinary subfield of computer science and ...
, very few of hundreds of identified factors have statistical significance in real-world scenarios. They also argue factors may not offer promised diversification under all market conditions, as factors may change in their level of correlation over time.
In a 2016 paper, Arnott and colleagues noted that many factors become popular among investors, leading to high valuations among such stocks and subsequent expected poor returns.
Daniel Peris, an asset manager at Federated Hermes, argues that factor investing risks treating stocks like mathematical abstractions rather than ownership in companies, and furthermore states factor investing is not as objective or neutral as commonly believed: “...since the 1970s, factor investing has come to dominate the market, value being one of the two great investing styles (along with 'growth'). But those characteristics say more about market participants’ ''opinions'' about a company’s condition and future than the reality already embedded in a dividend stream."[Peris, Daniel (2024). The Ownership Dividend: The Coming Paradigm Shift in the U.S. Stock Market. London: Routledge. ISBN 978-1032270524]
Patton and Weller suggest that it may not be possible to capture factor returns after costs.
See also
* Style investing
* Value investing
* Low-volatility investing Low-volatility investing is an investment style that buys Stock market, stocks or Security (finance), securities with low volatility and avoids those with high volatility. This investment style exploits the low-volatility anomaly. According to Capit ...
* Momentum investing
* Quality investing
* Fama–French three-factor model
* Carhart four-factor model
In Investment management, portfolio management, the Carhart four-factor model is an extra factor addition in the Fama–French three-factor model, proposed by Mark Carhart. The Fama-French model, developed in the 1990, argued most stock market re ...
*
References
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