Insights
Dispersion and Alpha Conversion
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Consilient Observer
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April 14, 2020
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April 14, 2020
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Dispersion and Alpha Conversion
Dispersion and Alpha Conversion |
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How Dispersion Creates the Opportunity to Express Skill
Napoleon Bonaparte purportedly said, “Ability is nothing without opportunity.” Having skill at an activity tends to be a good thing, but for skill to have a payoff there has to be opportunity. The winning formula is the combination of skill and the opportunity to express it.
An investor’s excess return equals skill times opportunity. More formally,1 it is
Information Ratio = Information Coefficient ∗ √𝐵𝑟𝑒𝑎𝑑𝑡ℎ
Information ratio (IR) measures the return of a portfolio adjusted for risk by dividing the portfolio’s excess return versus a benchmark by the tracking error. Information coefficient (IC) is the average correlation between forecasts and outcomes. And breadth (BR) is the number of independent opportunities for investments that offer excess returns over a period. Breadth tends to be related to the dispersion of asset returns.
Two essential themes for investors come out of a discussion of skill and opportunity sets. First, it is crucial to think about your source of edge and to align your organization’s process to serve that end. Second, a big part of winning is finding a game that allows you to show your skill.
Investors can express skill in three ways: market timing, security selection and position sizing. It’s not how often you are right that matters; it’s how much money you make when you’re right versus how much money you lose when you’re wrong.
But all the skill in the world is useless if there is no opportunity. There are a few ways this can happen. First, a skillful participant does not get to play the game, a result of capital or other constraints. Second, the cost to play may be too high due to arbitrage costs. Finally, skill is obscured if the opportunity does not offer differentiated payoffs.
To quantify opportunity, we look at dispersion. Dispersion measures the range of returns for a group of stocks. Generating a return in excess of the benchmark is really hard if the gains or losses in the underlying stocks are all very similar to those of the benchmark. On the other hand, there is a bountiful opportunity to pick the winners, avoid the losers and create a portfolio that meaningfully beats the benchmark if the dispersion of the constituent stocks is high. Research shows that dispersion is a reasonable proxy for breadth and that the results for skillful mutual fund managers are better when dispersion is high.
Display 1 shows the relationship between breadth and the gap between winners and losers. The data reveal that it is very difficult for a manager to distinguish him or herself in an asset class with low breadth and that the gap between winners and losers is much more pronounced in asset classes with high breadth.
Looking at the relationship between annual dispersion and standard deviation of alpha, a measure of the width of the distribution of alpha, shows the same clear relationship. More dispersion tends to spell more opportunity. Talented managers need dispersion in order to ply their skill.
No matter how you seek to generate excess returns—whether through batting averages or slugging ratios—it is vital that you have a roadmap to those returns and that your process is congruent with that objective. But there must also be a chance to express skill. Even the most talented will not fare well if they have no occasion to do so. Dispersion is one way to measure this opportunity set, and there is solid research behind the idea that high dispersion presents the opportunity for skilled managers to generate excess returns.
RISK CONSIDERATIONS
Predictions are based on current market conditions, subject to change, and may not necessarily come to pass.
There is no assurance that the techniques mentioned in this article will be successful in helping improve the accuracy of predictions. There is no assurance that a Portfolio will achieve its investment objective. Portfolios are subject to market risk, which is the possibility that the market values of securities owned by the Portfolio will decline and that the value of Portfolio shares may therefore be less than what you paid for them. Market values can change daily due to economic and other events (e.g. natural disasters, health crises, terrorism, conflicts and social unrest) that affect markets, countries, companies or governments. It is difficult to predict the timing, duration, and potential adverse effects (e.g. portfolio liquidity) of events. Accordingly, you can lose money investing in this Portfolio. Please be aware that this Portfolio may be subject to certain additional risks. In general, equities securities’ values also fluctuate in response to activities specific to a company. Investments in foreign markets entail special risks such as currency, political, economic, market and liquidity risks. The risks of investing in emerging market countries are greater than risks associated with investments in foreign developed countries. Privately placed and restricted securities may be subject to resale restrictions as well as a lack of publicly available information, which will increase their illiquidity and could adversely affect the ability to value and sell them (liquidity risk). Derivative instruments may disproportionately increase losses and have a significant impact on performance. They also may be subject to counterparty, liquidity, valuation, correlation and market risks. Illiquid securities may be more difficult to sell and value than public traded securities (liquidity risk).