Machine Learning and Prediction
After completing this reading, you should be able to: Explain the role of... Read More
After completing this reading, you should be able to:
Stocks with high book-to-market ratios, also called value stocks, have low prices relative to their net worth. On the other hand, stocks with low book-to-market ratios, also called growth stocks, are costly relative to their book value.
Value investing is an investment strategy in which investors are interested in buying stocks at a price lower than their true worth. Value investing usually does averagely well but may occasion loss of money, especially during a financial crisis.
Passive screening: In this form, companies are put through various investment screens such as low price-to-earnings (PE) ratios, easily marketable assets, and low risk, among others. The companies that pass the screens are categorized as suitable investments.
Contrarian value investing: Here, an investor buys assets that other investors are not interested in, mostly because of their poor past performance.
Activist value investing: An investor buys equity in undervalued or poorly managed companies to implement a significant change in the company.
Asset returns are typically affected by risk factors that offer premiums to compensate investors for bearing losses during bad times. Risk factors are categorized into macro and fundamental-based factors and investment-style factors.
The macro and fundamental-based factors include economic growth, volatility, and inflation, among others. The investment-style factors include both static factors, such as the market, and dynamic factors.
The value premium is the higher risk-adjusted return of value stocks over growth stocks. Fama and French defined value premium as the difference in returns between high book-to-market stocks and low book-to-market stocks, also referred to as HML.
All assets carry an element of risk. However, the amount of risk differs from one asset to another. Risky assets such as equities and currencies possess a higher risk relative to less risky assets such as government bonds. Risky assets are, as such, more volatile compared to less risky assets.
During times of low economic growth, risky assets perform poorly while less risky assets tend to perform well. Investors who can comfortably weather recessions should invest more in risky assets such as equities. This means that they can enjoy higher returns in the long run, compensating for losses incurred during periods of low growth.
Investors not willing or able to bear significant losses during recessions should hold less risky assets such as government bonds. Their portfolio will most likely perform much better during recessions but worse in the long run. This is the price an investor pays for low exposure to growth risk.
Generally, all assets tend to perform poorly during periods of high inflation. High inflation is typically bad for both stocks and bonds. Bonds have fixed payments, and, therefore, high inflation leads to a lower bond value. However, it is not clear why stocks also tend to perform poorly in high inflation since they are not a stream of fixed cash flows but represent productive companies.
Volatility is a statistical measure of the rate at which prices increase or decrease for a given set of securities. Higher volatility, in most cases, implies that the security carries a high risk. The CBOE Volatility Index, or VIX, is used to represent equity market volatility. Stock returns tend to decrease as the VIX (equity volatility) increases. “Leverage effect” is this negative relationship that exists between volatility and returns.
Apart from stocks, the return of many assets and strategies is also negatively affected by increased volatility. In times of high volatility, poor fairing of currency strategies is usually common. Investors who dislike volatility risk can purchase volatility protection. Traders can also hold derivative contracts. Significant downward movements of assets that pay off in times of high volatility often accompany periods of high volatility.
Several other macro factors have been studied extensively and deserve attention from asset owners. Some of these risk factors include the following:
The movements of macro variables and asset prices across the business cycle are explained by a class of real business cycle models that are developed in macroeconomics. There is a variation of macro variables and asset prices in these models across the business cycle, as a rational response of firms and agents adjusting to real shocks.
Productivity shock is a risk that affects the output of a company. Note that stock prices decline with falling productivity. Productivity shocks are positive during rising productivity, making stock prices increase. Productivity shocks and stock returns are therefore strongly correlated.
The new generation of dynamic stochastic generated equilibrium (DSGE) macro models has productivity as one of its sources of shocks. The economy is dynamic in DSGE models, and changes in economic variables are attributed to the actions of agents, technologies, and institutions or markets. The setting of asset prices happens from the complex interaction of all these players and technologies. With DSGE models, we can think about the transmission of shocks from these factor risks across the economy. The action of policy players is a crucial part of DSGE models.
Demographic risk is also a crucial risk that long-term investors face. In the same way, a productivity shock is a shock to the firm’s production, demographic risk can be interpreted as a shock to labor output. In economic overlapping generations (OLG), demography is a factor. Expected returns are affected by the demographic composition, as predicted by several OLG models. For this to occur, the following two main avenues are suggested by theory:
Higher risk premiums are necessary for the compensation of investors bearing it if the political risk is significant. Until the onset of the financial crisis, political risk was of concern to emerging markets only. However, developed economies are also exposed to this type of risk.
There are two ways in which investors may mitigate volatility risk.
Selling volatility or buying protection produces high and stable payoffs during stable times. However, at least once every decade, there is a substantial financial crash where sellers of volatility experience large and negative payoffs. If investors sell volatility before a crisis and fail to anticipate a crash like the one of 2008-2009, then many assets will be exposed to volatility risk resulting in abysmal returns.
Market risk is the single risk factor in the capital asset pricing model (CAPM). The market factor is tradeable via low-cost index funds, stock futures, and exchange-traded funds. Some macro risk and fundamental risk factors are also tradeable. However, macro factors, such as economic growth and inflation, are not usually directly traded.
The Fama and French model is the best-known example of a tradeable multifactor model. Note that investment factors and dynamic factors are used interchangeably. The Fama and French model is a multifactor model that captures the effects of these factors.
The Fama-French three-factor model is an example of a tradeable multifactor model developed by Fama and French in 1993. It explains asset returns using three factors, which include the traditional CAPM market risk factor, and two additional factors that represent a size effect and a value or growth effect.
$$ \text{E}\left( { \text{R} }_{ \text{i} } \right) ={ \text{R} }_{ \text{f} }+{ \beta }_{ \text{i,MKT} }\text{E}\left( { \text{R} }_{ \text{m} }-{ \text{R} }_{ \text{f} } \right) +{ \beta }_{ \text{i,SMB} }\text{E}\left( \text{SMB} \right) +{ \beta }_{ \text{i,HML} }\text{E}\left( \text{HML} \right) $$
Where:
Under poor market conditions, stocks with high exposures to the market factor, that is, a high beta, \(\beta_{\text i,\text{MKT}}\), tend to perform poorly. CAPM predicts that stocks with high betas will give higher average returns than the market portfolio. This provides compensation to investors for losses when bad times hit.
The SMB factor refers to the difference in the returns of small stocks minus big stocks. SMB is the short form of small-minus-big. In this context, small and big refer to the market capitalization of the stocks. The SMB is designed to capture the outperformance of small firms relative to large firms.
The HML factor refers to the returns of a portfolio of high book-to-market stocks minus one of low book-to-market stocks. The book-to-market ratio is obtained by dividing book value by the market capitalization or taking the inverse of equity value after it is normalized by book value.
The SMB and HML betas in the FFM are centered around zero, and the market is both size- and value-neutral. Therefore, the average stock has market exposure but no size or value tilts. In fact, the market may be affected by macro factors, such as GDP growth, and inflation, among others.
A value strategy involves going long on stocks that have low prices and shorting stocks with high prices.
These prices are, in most cases, normalized by book value. Therefore, value stocks are the ones with low prices relative to book value. Growth stocks, on the other hand, have high prices relative to book value. The value premium is robust in relation to size. For the past 50 years, gains have been produced by value firms, apart from several notable periods where they have lost money.
If stock \(i\) is a value stock, then it has a positive HML beta, \({ \beta }_{ \text{i,HML} }\), and, therefore, averagely perform better than growth stocks. The expected return on stock \(i\) is adjusted upward by the term \({ \beta }_{ \text{i,HML} } \text{E}\left(\text{HML}\right)\) of the FFM equation with respect to the CAPM. The Fama-French model, thus, nudges stock \(i\)’s risk premium upward to account for its “valueness.” However, for a growth stock, the HML beta is negative, and as such the HML term adjusts the returns downwards.
Value stocks either perform well together or perform poorly together. Various risk factors such as investment growth, labor income risk, non-durable or luxury consumption, and housing risk explain the value premium. The betas of value stocks increase during bad economic times, exposing value firms to risk.
Behavioral theories of the value premium include overextrapolation or overreaction.
Past growth rates often get over-extrapolated into the future by investors. Generally, high growth rates are often witnessed in growth firms. For example, since Apple Inc has achieved significant growth in the past by developing must-have products, investors may assume Apple’s significant growth in the future.
Since growth firms have had high growth rates, investors overestimate their growth prospects, making them expensive. On the other hand, value stocks are cheap since investors underestimate their growth prospects. Overextrapolating the prices of growth firms reflects excessive optimism. The hurdle with this is that if the growth does not occur, prices decline, leading to low returns for growth firms relative to value firms.
The two psychological biases employed by Barberries and Huang include loss aversion and mental accounting.
Momentum is a strategy involving going long on stocks that have upward-trending returns over the past six-to-twelve months (the winners) and short on stocks with downward-trending returns over the same period (the losers).
The momentum factor refers to the tendency of winning stocks to continue performing and losing stocks to continue losing. WML is the momentum factor which stands for past winners minus past losers. It can also be called UMD, which refers to stocks that have gone up minus those that have gone down.
The following figure shows that momentum returns are significantly high relative to the size and value. The cumulated returns are plotted from 1965 to 2011, for SMB, HML, and WML.
Momentum is a positive feedback strategy where the stocks with high past returns are attractive. Momentum investors continue buying them, and the stocks continue going up. However, positive feedback strategies are fundamentally destabilizing and, therefore, subject to periodic crashes.
The momentum effect is used as an investment factor, and is added to the FFM as follows:
$$ \text{E}\left( { \text{R} }_{ \text{i} } \right) ={ \text{R} }_{ \text{f} }+{ \beta }_{ \text{i,MKT} }\text{E}\left( { \text{R} }_{ \text{m} }-{ \text{R} }_{ \text{f} } \right) +{ \beta }_{ \text{i,SMB} }\text{E}\left( \text{SMB} \right) +{ \beta }_{ \text{i,HML} }\text{E}\left( \text{HML} \right) +{ \beta }_{ \text{i,WML} }\text{E}\left( \text{WML} \right) $$
As with the Fama-French model, the momentum beta, \(β_{(i,WML)}\), is centered around zero. WML is constructed so that winning stocks have positive momentum betas with their risk premiums. Loser stocks, on the other hand, have negative momentum betas, and consequently, their risk premiums are adjusted downward.
The following are the momentum risks:
According to behavioral theories, investors’ biases in interpreting or acting on information gives rise to momentum. Good news on stock can generate momentum in two ways:
In both underreaction and overreaction causes of momentum, prices eventually revert to fundamental values in the long run.
Practice Question
Which of the following statements best captures the essence of value investing and explains the potential existence of a value premium?
A. Value investing involves selecting stocks based on their market sentiment, with a value premium emerging due to the popularity of these stocks in the market.
B. The value investing strategy focuses on stocks with high book-to-market ratios, which historically outperform growth stocks, potentially due to systematic risk factors that reward investors for bearing losses during economic downturns.
C. Value investing is solely based on identifying undervalued stocks by analyzing the company’s future earnings potential, and the value premium is purely a result of superior stock-picking abilities.
D. Value premium arises from the cyclical nature of markets, where value stocks become growth stocks over time, and the cycle repeats itself, leading to a consistent outperformance of one over the other.
Solution
The correct answer is B.
Value investing typically involves identifying and investing in stocks that are perceived to be undervalued relative to their intrinsic worth. This often translates to stocks that have high book-to-market ratios. Historically, value stocks have shown a tendency to outperform growth stocks. The value premium, which represents this outperformance, could potentially arise as compensation for systematic risks that value investors bear, especially during challenging economic times when these stocks underperform, as they might during economic downturns.
A is incorrect. Value investing does not revolve around selecting stocks based on their market sentiment. Instead, it’s centered on the intrinsic value of the stock. Additionally, a value premium doesn’t emerge simply due to the popularity of value stocks; it’s related to the inherent risks and the associated rewards of such an investment approach.
C is incorrect. While value investing does involve identifying undervalued stocks, it isn’t just about predicting future earnings. The value premium’s existence goes beyond just stock-picking abilities. Systematic risks and potential compensations for these risks play a significant role in the emergence of a value premium.
D is incorrect. The concept of a value premium doesn’t arise from a cyclical transition of value stocks to growth stocks and vice versa. While market cycles can influence the performance of various stocks, the value premium, as a phenomenon, is more closely tied to the risks and rewards associated with value investing rather than a cyclical transition between value and growth stocks.
Things to Remember
- Value stocks often have high book-to-market ratios.
- Historically, value stocks tend to outperform growth stocks, leading to the phenomenon called the value premium.
- The value premium may arise as a reward for systematic risks that value investors bear, especially during economic downturns.
- It’s not just the stock-picking ability that results in a value premium; systematic risks and the rewards for bearing them play a crucial role.
- Intrinsic value, rather than market sentiment, is the core focus of value investing.