Every investor should think in advance how they are likely to react to a shock impact on their portfolio. For example, it's often the investors who sell after a market fall who suffer the worst performance. Part of the risk assessment should include understanding the 'factors' which adversely affect certain types of assets.
Here's a useful way to think about factors and portfolio risks, and it comes from a text book that has become a standard in many investment courses.
Think of assets like foods
Over the recent holidays, I skimmed through Andrew Ang’s seminal book, Asset Management. I say ‘skimmed’ because it’s 700 pages of technical analysis, subtitled, ‘A systemic approach to factor investing’. I’ve met Ang a couple of times, and he’s a friendly and highly-approachable business school professor and consultant to a range of sovereign wealth and pension funds.
It was in the skimming that I found a fascinating idea which will help anyone better understand investing and their portfolio risks.
It’s simple: assets are like foods.
Ang says the two most important words in investing are bad times. Optimal portfolio allocation requires investors to take account of how their portfolio and themselves will react in bad times. The long-term returns on assets are compensation for taking the risks that will occur in these bad times.
Ang believes we should focus not on the assets in our portfolios, but on their exposure to underlying risk factors. It is the factors which drive returns.
Factors include interest rates, economic conditions, macro trends, inflation and exposure to different investment styles such as value, growth or momentum. Each asset has a different risk due to exposure to these factors.
For example, a fund manager might hold a portfolio of 1,000 carefully-selected stocks, but if they are highly-correlated individual bets in a value-oriented investment style, they become one large bet on a single factor. As Ang says:
“An equity manager going long 1,000 value-oriented stocks and underweighting 1,000 growth stocks does not have 1,000 separate bets; he has one big bet on the value-growth factor.”
He has an analogy in farming:
“A farmer, for example, may certainly be able to select a farm with the best soil and conditions for planting (farm security selection). But if there’s a severe drought, having chosen the best farm is not going to help (rain is the factor).”
And so starts the food comparison.
Factors are to assets what nutrients are to food
The table below from the US Food and Nutrition Board recommends intakes of five macronutrients – water, carbohydrates, protein, fibre and fat – for the average male, female and child. Certain foods deliver the nutrients we need, such as protein from meat and fibre from wheat and rice. Some foods contain more than one nutrient.
Depending on our health and lifestyle, we have different nutrient requirements, and the underlying nutrients deliver the sustenance we need.
In the same way, while we invest in assets, it is the underlying risk factors which determine the returns. The factors are like nutrients. For example, in the table below, our bodies benefit from protein in the same way our returns might benefit from a rising stockmarket or falling inflation.
Nutrients and food
![](/uploads/2020/202001/GH-Fig1-macronutrients-food-table.png)
The comparison between food and assets
Andrew Ang draws out three similarities:
1. Factors matter, not assets (nutrients matter, not food)
People could lead a healthy life gaining all their nutrients from boring, tasteless products grown in a laboratory. Similarly, it’s the factors affecting the assets that are important for returns, and investors should look beyond the assets to the factors.
2. Assets are bundles of factors (foods are made up of bundles of nutrients)
Some foods contain only one type of nutrient, such as rice and carbohydrate, but most contain many nutrients. Water is considered both a food and a nutrient. Similarly, some factors such as equities or government bonds are factors in themselves, while others such as corporate bonds or hedge funds might contain different types of factor risks, such as volatility, credit and interest rate risk.
Volatility is a factor which can be damaging in bad times, but for those prepared to embrace it in good times, it can deliver exceptional returns.
3. Different investors need different risk factors
We eat differently and invest differently. Some long-term investors can expose their portfolios to leveraged equity risks as they can tolerate fluctuations in their portfolio values that most find unacceptable. Similarly, some athletes eat large amounts of protein and carbs to feed their energy requirements. No one diet of nutrients or factors suits everyone.
And I’ll add a fourth:
4. Factors and nutrients can be good and bad
Ang says nutrients are inherently good, but too much of almost anything can be unhealthy. A certain level of fat is beneficial but too much can be bad.
Factor risks are bad, and enduring the poor consequences is rewarded by better returns. Bad times for factors and investments include low economic growth, high inflation and falling stock markets.
And much like the sum of all the nutrients we absorb determines our level of health, so the assets we own deliver factors which behave not in isolation but in relation to all the other factors we own.
A balanced portfolio as defined for most investors
While it is possible for a government department to make recommendations on diet, the same level of scientific integrity does not apply to investing universally.
The appropriate portfolio differs for everyone, based on many factors such as goals, risk appetite, age and financial resources. There is no one meal fits all.
However, there are some principles common to all good investment plans, such as diversifying risk, starting early and saving consistently. Employees who do not make an explicit investment choice for their superannuation are usually placed into a MySuper fund, which has a default asset allocation selected by an experienced fund manager supported by an investment committee.
Like a recommended diet, the asset allocation for all MySuper funds is shown in the table below. While this allocation may not suit a retiree who values capital preservation before earnings maximisation, it is a recommended diet of factors to suit most people who are saving at an earlier stage of their lives.
It mainly includes growth assets - perhaps the meat and other protein in a diet - but with some defensive protection - perhaps like a good helping of vegetables.
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)
As with nutrients determining the benefits in a diet, so a better appreciation of risk comes from knowing the factor exposure of an investment portfolio. What would be the impact of a rise in rates, a fall in equities, a swing from value to growth or a widening of credit spreads? Look through to the factor exposures that matter.
Food for thought
In the same way you might balance your diet with an intake of the different nutrients you need, so you should select assets based on the underlying factors.
And while you might enjoy the beer and chips and pizza in the good times, in the same way a surging equity market is fun while it lasts, it’s the consequences in the ‘bad times’ which determine the long-term health of investment returns. Is your portfolio fit for a healthy lifestyle?
Graham Hand is Managing Editor of Firstlinks. Andrew Ang’s ‘Asset Management’ is published by Oxford University Press.