One modern portfolio theory (MPT) pillar that is unquestionably broken is the use of volatility, specifically standard deviation, as a measure of risk. This initial error in MPT's development is a major contributor to active investment management underperformance.
Volatility Is Not Risk
The concept of volatility as risk rests on a critical assumption that is overlooked by most of the industry: Only in finance is risk defined as volatility, or the bumpiness of the ride.
Various dictionary definitions of risk converge on something like the “chance of loss.”
- Noun: exposure to the chance of injury or loss; a hazard or dangerous chance.
- Insurance: the degree of probability of such loss.
- Verb: to expose to the chance of injury or loss; hazard.
Not a single definition includes volatility as a part of its explanation. Dictionary definitions and popular understandings of risk might differ from a business definition, yet a popular business dictionary describes over a dozen different forms of risk, ranging from exchange rate risk to unsystematic risk, all of which focus on the chance of permanent loss.
The insurance business relies on an understanding of risk, and an insurance licensing tutorial says that “Risk means the same thing in insurance that it does in everyday language. Risk is the chance or uncertainty of loss.”
Only finance defines risk as short-term volatility. Why? In the 1950s, academics recognized that hundreds of years of statistics research thinking could be borrowed to analyze the performance of investment portfolios — if some of the definitions could be bent to their aims. Once standard deviation was transformed into “risk,” the work of analyzing portfolios could begin and theories could be developed.
The Origins of This Misconception
Harry Markowitz states, “V (variance) is the average squared deviation of Y from its expected value. V is a commonly used measure of dispersion,” in his seminal 1952 Journal of Finance paper “Portfolio Selection.” Then he continues:
“We next consider the rule that the investor does (or should) consider expected return a desirable thing and variance of return an undesirable thing. . . . We illustrate geometrically relations between beliefs and choice of portfolio according to the ‘expected returns — variance of returns’ rule.”
Whoa, hold on a second! Investors do want variance of return, and to the upside. Not only that, how did a blithe proposition regarding a statistical calculation turn into a rule in less than a paragraph? As Markowitz then states, again blithely, “[This rule] assumes that there is a portfolio which gives both maximum expected return and minimum variance, and it commends this portfolio to the investor.”
This sentence creates a major problem for how investment managers are currently evaluated. When investment product distributors prefer "maximum return versus minimum variance," then closet indexing is not far behind.
Markowitz is borrowing on hundreds of years of statistical theory to make an important point: Diversification can lead to better outcomes in investing. But to make the leap to volatility and its close cousin, beta, as risk measures, as much of the industry has done, is an egregious mistake.
Volatility Is Emotions
Nobel laureate Robert Shiller showed that stock prices fluctuate much more than the underlying dividends, the source of value, in his seminal paper. The implication is that stock price changes are largely driven by something other than changing fundamentals. Volatility is the result of investors' collective emotional decisions. Shiller’s contention has withstood the test of time. Numerous studies have attempted and failed to dislodge it.
So not only does volatility capture both undesirable down price movements along with desirable up movements, it is mostly driven by the collective emotions of investors and has little to do with fundamental risks. Since emotions are transitory and much of the resulting effect can be diversified away over time, volatility fails as a risk measure.
Finally, some maintain that since investors enter and exit funds based on strong short-term upsurges and short-term drawdowns, volatility represents business risk for the fund. But why should fund business risk be intertwined with investment risk? There need to be separate measures since the risk faced by investors and funds is distinctly different.
Possible Risk Measures
So if volatility as risk is flawed, how do we measure investment risk? The metric should focus on the chance of permanent loss — investment value dropping to zero, for example — or the opportunity cost of underperforming a benchmark.
Qualitative Risk Measures
One approach that we used at the Davis Appreciation and Income Fund is to carefully consider the fundamental risks facing a business. The varieties of risk could include economic, environmental, political, regulatory, public opinion, geographic, technology, competition, management, organizational, overhead, pricing power, equipment, raw materials, product distribution, access to capital, and capital structure, to name a few.
If the business is affected by one or more of these risks, that will likely influence the firm's ability to make good on its promises regardless of where you claim a cash flow in its capital structure (debt, preferred, convertible, equity, option, etc.). One drawback of such evaluation techniques: The subjective nature of these risks cannot be summarized in a single measure. But the truth is investment risk is complex and multifaceted, so no single number could suffice, much less an emotionally driven statistical measure like standard deviation.
Returns Relative to Opportunity Set
Pioneering work by Ron Surz called Portfolio Opportunity Distributions (POD) takes an entirely different approach. This performance- and risk-evaluation technique examines the strategy laid out by the investment manager in the prospectus and explores all possible portfolios the manager may have held within these constraints. It then compares actual manager performance to these opportunity sets.
This approach unshackles managers from being compared to an index. Instead, they are measured against their opportunity set. Significantly, the metric also takes care of the "free pass" problem, when benchmarks are the basis for comparison.
Tom’s firm AthenaInvest has developed a similar approach that evaluates fund performance relative to that of a strategy peer group.
This technique can also be applied to asset allocation and other portfolio decisions. For example, investing $10,000 in the S&P 500 at the end of 1950 would have generated $9 million by the end of 2016, while an investment in T-Bonds would have generated less than $500,000. The $8.5 million “left on the table” is the true risk, not the increased volatility of stocks over this period. The chance of a real loss should be the risk measure used in making such decisions, not the bumpiness of the ride. Viewed in this light, bonds are far riskier than stocks for building long-horizon wealth.
No Simple Solution
As Tom has told his investment classes for years: Academics have little meaningful insight into measuring risk. This hasn't exactly endeared him to department colleagues or to some of his students. In essence, he was saying that the research on measuring risk conducted at hundreds of academic institutions over the decades has largely been fruitless.
No discipline likes to admit such monumental failure. But this is where we are in finance today.
Forty years ago, measuring investment risk was largely the purview of sell-side and buy-side analysts. Today, we have come full circle: Once again analysts are the go-to source for assessing risk. It may be frustrating that their analysis cannot be summed up in a single number. But we tried a model that did just that and it failed.
Measuring investment risk is a messy process and is not amenable to a simple solution.
At the 70th CFA Institute Annual Conference, which will be held 21–24 May 2017, C. Thomas Howard will discuss ways that active equity mutual funds can be evaluated through behavioral concepts during his presentation, “The Behavioral Financial Analyst."
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43 Comments
This is an excellent and thought-provoking article, as demonstrated by the comments and conversation this has already produced. Clearly, investors need to define their terms more precisely (as Voltaire stated) if this conversation is to be productive. I believe that many of the problems in communication we experience come from a lack of clearly-defined goals. Clients invest to meet their monetary financial goals, not to earn a return that beats an index or a peer group. (And don't even get me started on the notion that benchmarks are an efficient way to invest!) But I digress... clients have a series of monetary goals, such that the purpose of the investment portfolio is to fund a series of regular withdrawals while preserving and perhaps growing the corpus. This has several important implications for investors which are generally ignored. These include inflation, taxes and fees, all of which change the risk/return dynamic that we use. They also affect our so-called risk measures. In the face of consistent withdrawals (which is a characteristic of almost every client portfolio) the third moment (skewness) becomes much more important than the second moment (variance.) To paraphrase one commenter in this conversation: "investors like variance on the upside." We don't want to monetize the market's downside, and so we need to understand more about the pattern of volatility, and not simply the amount of volatility. So, it's the PATTERN of returns that matters most when you're withdrawing money. And it's the ability to meet a client's monetary goals that is the true measure of investment success, making this "liability" the true benchmark. It seems rather silly to debate statistical nuances when we are ignoring the job we have been hired to do. And frankly, it's a failure of our fiduciary duty to replace performance metrics that address only the manager's risk of being fired (i.e. comparisons to indexes and peer groups) with the true metric of success in serving the client: funding the liabilities. We need a different discussion, one that focuses on the clients who put their capital at risk by entrusting it to us to invest. They pay the bills and we work for them. At least we can do the job they hired us to do, and show them clearly that we are helping them to meet their goals with the capital that they have. The academic stuff can wait.
Hello Stephen,
I agree with you, and all counts. I said as much in the recently authored "Future State of the Investment Profession" where I said that what clients really cared about was accomplishing their financial goals, not benchmarks, or outperformance. Thanks for introducing these ideas into the thread.
I am very pleased that you found the piece excellent and thought-provoking.
I am looking forward to more of your comments going forward.
With smiles,
Jason
Thanks Jason for an excellent article
I agree that the probability of capital loss should be the key focus of a risk measure. Time horizon is also important. It would be useful to find a measure that can express the likely recovery period from loss. Stated differently, a likely reversion to base rate measure.
Rosanne
Hello Rosanne,
Thank you for taking the time to comment on the article, and I am pleased that you found it excellent. I am in agreement with you about the importance of time horizon. By the way, time horizon is also something that people do well, and better than do machines. So, in addition to being a bulwark for active managers vis-a-vis passive strategies, it is also a bulwark against machine learning algos/quants. Some of that future 'performance' is obviously reversion to the mean, but don't forget that in the case of equities the mean line has a positive slope to it...meaning that there is both earnings growth and economic growth, too.
Yours, in service,
Jason
Hi Jason,
Great article. It certainly provokes thought and discussion.
As you pointed out, we are human and emotional. We are not the rational, homo ecomonmicus persons we ideally should be.
Hindsight is 20/20. The fact is people need to sleep at night and not worry frantically about their ability to fund retirement, education and daily living expenses. Therefore, I think defining risk as short-term volatility is ONE appropriate measure because too much short term volatility in a portfolio could cause people to react irrationally and fearfully and abandon investing to their long (and short) term detriment. As advisors and investment managers, we are servicing humans, not machines.
Regarding passive investing and ETFs, I use them to fund children's 529 plans and some of my personal assets. I think they are a necessary part of a diversified portfolio as an efficient way to capture systematic market exposure. That being said, the utilization of passive investing is relatively new in the market. The use of ETFs is exponentially greater today than it was 10 years ago, and more so than 30 years ago. My concern is investors are getting a "free lunch" and many who have only started investing after the Great Recession (when the stock market has gone straight up with high correlations in equities) are, to borrow a phrase from Game of Thrones (and credit o my eldest, wisest brother on this anology), Children of Summer. So I am skeptical that ETFs are a new, fool-proof answer and passive investments are going to decimate the asset management business. A smart hedge fund guy I used to work with said "there's a new in a life time crisis that happens once every ten years". I could see ETFs being the catalyst to the next one. We will see. Markets work themselves out all the time.
But we shall see and I thank you very much for your excellent work.
Best,
Nick
Hello Nick,
Your commentary is thoughtful in my opinion and adds to the thread. Thanks!
I think Tom and I would argue that one of the most important roles of the adviser is to acknowledge clients' emotions around risk. But to challenge them head on and ensure that we do not pander to them in preference to long-term capital appreciation and achievement of client goals.
With smiles,
Jason
Dear Mr. Voss,
it was an absolute pleasure reading your article! I am most relieved to see something like this coming from someone who is such an integral part of the Institute. This article brings me hope that we may soon see some major overhauling of the CFAI curriculum. To specific parts of the curriculum addressing risk measurement and portfolio management.
You see being a CFA level 3 candidate, I started having trouble accepting volatility as a measure of risk after hearing Warren Buffett talk of risk as the chance of permanent capital loss. Although I did not completely understand this perspective, at that time, however; I realized that I needed to start thinking about this topic seriously.
Please understand that I have the utmost respect for the Institute as I believe that it is doing a fine job when it comes to learning (and updating its curriculum) from market practitioners and like any evolving entity is learning from it's mistakes and growing each and every day.
I am appearing for the CFA level 3 exam this June and after reading your article I am most hopeful that we will get to see a fresh perspective on risk and portfolio management coming directly from the institute, soon. I intend to review anything and everything the institute updates in the future, in this regard. I am sure the content will be top quality just like the body of knowledge (from the institute) which is second to none.
wishing you all the best.
Hello Muhammad,
Thank you for your exceptionally kind words...I feel them : ) My role at CFA Institute is to assist members in doing their jobs better, and I have very little to do with the curriculum that candidates see. I hope that the industry takes it upon itself to begin to explore risk in a more meaningful way going forward. Ironically, I tend to think going backwards, rather than forwards holds a lot of merit. What I mean by that is that business people evaluate business risk without relying upon volatility, and many of them do a fine job of anticipating risk, planning for risk, and taking advantage of risk. Hmmm. And therein likes a possible compass point for where we as an industry could go.
Yours, in gratitude and service,
Jason
Hello Mr. Voss,
I believe Warren Buffett, when compared to Modern Portfolio Theory, looks at risk in a very different light. I think he does not look at asset price volatility as risk at all. No. Price volatility is something that creates opportunity.
Opportunity to buy more (when prices fall) and sell (in case prices rise too much above intrinsic value and there are better opportunities available). No, he thinks of risk in terms of any future event that would lead to a deterioration in the fundamentals of the business so that the earning (or cash generating ability) of the business falls permanently to levels that the price paid is no longer justified. Please, correct me if i am mistaken but this is, in my humble opinion, what he means by ''permanent capital loss''.
I agree with you completely that business people are able to understand, anticipate and mitigate risk by understanding the underlying business dynamics. This is exactly what Mr. Buffett does best. He has studied certain businesses/industries (which he likes to call his circle of competence) over the decades to the point that he understands factors driving business and eventually stock performance quite well. (And yes there is a difference between the underlying business and the stock although the performance of both is mostly positively correlated in the long run but not necessarily in the short run.)
The argument that stock performance is not correlated to the underlying business performance can be put to rest for good with this question:
''What would happen to the price of the stock if Coca-Cola stopped selling it's drinks and other products?'' (Sales is a business fundamental.)
The answer is undoubtedly;
''The price would go down to zero and the company is likely to be liquidated.''
So, if price volatility is not a measure of risk and it is important to understand the underlying business then what happens if Mr Buffett is unable to comfortably predict the future cash flows of a business operation? How does he value such a business?
The answer to this is quite simple; '' He doesn't.'' Yes, you read correctly. He does not invest in businesses for which he is unable to forecast the cash flows. Hard to believe it's that simple? I thought so too the first time I read this in one of Berkshire Hathaway's annual letters to the shareholders. But this makes perfect sense if we consider what he has always stated regarding his circle of competence. That is ''do not invest in anything you don't understand.''
He is perfectly happy walking away from a deal he is unsure of.
The question comes up if Mr. Buffett does not take asset price volatility or Beta (price volatility of a stock in relation to the market) as risk/measure of risk then how does he come up with the required rate of return?
I am currently researching this very question and have not come up with a definite answer as yet but I think that he probably uses the build up method of some sort to come up with a specific required rate of return. The required rate of return would have to be the same for all assets. I know this is hard to digest especially for people who have always considered price volatility or Beta as a measure of risk but it makes perfect sense. I have heard a few people, who are close to, Mr. Buffett say that he uses a 15% return on all of his investments.
Another risk mitigation method is the use of the concept of ''Margin of Safety'' where Mr Buffett calculates the value of a stock and then discounts one third of the value to come up with an even more conservative method. This is his buffer in case things don't turn out the way he had anticipated and his losses would be mitigated even more. It's all simple to understand but not easy to implement.
Thank you so much for taking out the time to read my comment.
Regards.
Muhammad.
Hello Muhammad,
Thank you for your extended comment. Yes, this is how I think about risk, too when evaluating a security for possible purchase or sale.
Yours, in service,
Jason