Asset Allocation - Wolfram Demonstrations Project (2024)

Asset allocation in finance is the task of dividing an investment portfolio among various asset classes, and accounts for over 90% of the variation in different investors' returns. Since returns from various assets tend to move somewhat independently, the risk from a diversified portfolio can be lower than for any of the individual components. Give your own chosen weights to ten classes of assets, visualize the location of the resulting blend in risk-reward space, and measure its past and recent returns.

Details

The ten asset classes are cash equivalents (T-bills), bonds, large cap value stocks, large cap blend (e.g. the S&P 500), large cap growth, small cap value, small cap growth, commercial real estate, commodities, and international stocks.

The cash asset does not have its own control, but is a residual. If the other assets sum to less than 1, the balance is considered to be in cash. If the other assets sum to more than 1, they are normalized to 1 by dividing each by the sum of all the control weights. The weight of cash is 0 whenever the total of the other controls is 1 or more.

Past returns are taken from the BlackRock survey of 20 years of asset class returns, supplemented by recent 2007 total return information, and from Nareit's REIT and the CRB commodity total return indices. The international stock asset class is based on the capitalization-weighted EAFE sector (also known as "Europe, Americas, and the Far East"). Standard deviations and the covariance matrix used are based on annual figures; monthly numbers would be more exact for more frequent portfolio rebalancing.

Two views are provided: the efficient frontier and past performance. The efficient frontier chart plots the 20-year average annual return on the Asset Allocation - Wolfram Demonstrations Project (1) axis against the annual standard deviation of those returns on the Asset Allocation - Wolfram Demonstrations Project (2) axis. Strictly speaking, the Asset Allocation - Wolfram Demonstrations Project (3) axis in such a chart should be the expected return, however arrived at. Here the expectation is taken from the past 20 years of historical returns. The past performance chart shows the total return of the chosen asset weights given the actual past returns of each of the components. An equally weighted portfolio of 10% in each of the 10 asset classes is provided for reference in both views.

You can see the performance of a single asset class by setting all other weights to 0. On the efficient frontier view, notice that varying the weight in a single asset between 0 and 1 moves you along the line between cash and that asset's position in risk-return space. Note that cash does have a nonzero standard deviation in its return (about 2%). While the principle in T-bills is risk-free in credit terms, short-term interest rates do fluctuate and the return of cash is not a constant.

The efficient frontier is constructed from the set of all portfolios that maximize expected return for a given level of risk. Associated to each portfolio is a point in risk-return space. The collection of points that maximize return for a given level of risk or, equivalently, minimize risk for a given level of expected return, is the efficient frontier. Positions up (higher expected return) and to the left (lower risk) are preferable to positions lower and to the right. The purple line shows the efficient frontier.

The slope of the line drawn from cash to a given asset gives the Sharp ratio of that asset, a measure of the increment to expected return achieved by acceptance of an increase in the level of risk, using that asset. Theoretically, assets with an inferior Sharp ratio are dominated by those with a better Sharp ratio, if one can either reduce cash positions to hold more of the asset, or borrow at the cash expected return. One then holds a higher Sharp ratio asset with leverage, instead of using a dominated asset, if a higher expected return is desired. In practice, the position of an asset in risk-return space is uncertain, and not all investors can borrow against risky assets at the cash rate of return.

Modeling expectations using past average returns can be risky, since future returns need not look like past returns. To explore this sensitivity, the actual returns for each of the assets in 2007 are at first hidden in this Demonstration. You can choose to include them in either view or not. It is a good test to try selecting an asset allocation based on the results through the end of 2006, and only afterward look at the 2007 results of that asset mix.

The snapshots show, first, a portfolio chosen to overweight the asset classes showing the best risk to reward characteristics in the past 20 years, while aiming for a target return of 11%, above the return of the equally weighted benchmark. Once an 11% return is achieved, the standard deviation is minimized. But past performance is no guarantee of future results—the value stocks and real estate this process favors had a poor year in 2007.

Another snapshot shows the risk involved in choosing the sole asset class with the best return over the 20-year baseline period. This was the small cap value asset class. The standard deviation of returns that would result from a 100% allocation to that asset is twice that of the more balanced portfolio, and small cap value stocks lost nearly 10% in 2007.

Another snapshot shows a contrarian portfolio that favors assets that look poor in risk-reward terms over the 20-year baseline period, while also keeping a significant bond weighting to limit overall risk. This contrarian portfolio did quite well in 2007. But it might do poorly again in 2008.

The last snapshot shows a simple old-fashioned approach to asset allocation: a 60-40% mix of large cap blend stocks like the S&P 500 (60), and the whole bond market (40). This allocation results in an overall risk-reward position close to the equally weighted portfolio, using just two asset types. It did suffer a considerable decline in the 1999 to 2002 period, however—given a much rougher ride in that stretch than the more diversified portfolio shown in the first snapshot. On the other hand, this simple 60-40 allocation did better in 2007.

Asset Allocation - Wolfram Demonstrations Project (2024)

FAQs

What is the most successful asset allocation? ›

If you are a moderate-risk investor, it's best to start with a 60-30-10 or 70-20-10 allocation. Those of you who have a 60-40 allocation can also add a touch of gold to their portfolios for better diversification. If you are conservative, then 50-40-10 or 50-30-20 is a good way to start off on your investment journey.

What 3 things determine your asset allocation? ›

Choosing the allocation that's right for you
  • Your goals—both short- and long-term.
  • The number of years you have to invest.
  • Your tolerance for risk.

What is the typical asset allocation strategy? ›

When allocating your assets, consider the percentage that you want to invest among equities (e.g., stocks), fixed income assets, cash, and other securities. If you have a $500,000 portfolio, you could adopt a moderate approach allocating 65% to stocks, 30% to fixed income, and 5% to cash.

What is a key factor you should consider when determining asset allocation? ›

Because each asset class has its own level of return and risk, investors should consider their risk tolerance, investment objectives, time horizon, and available money to invest as the basis for their asset composition. All of this is important as investors look to create their optimal portfolio.

Is 70 30 a good asset allocation? ›

The 30% exposure to bonds buffers the risk of 70% equity exposure to some extent, besides providing stable returns. While asset allocation is generally governed by various factors including demographics and economics, the 70/30 rule may serve as a good starting point for most investors.

What is the 4 percent rule for asset allocation? ›

One frequently used rule of thumb for retirement spending is known as the 4% rule. It's relatively simple: You add up all of your investments, and withdraw 4% of that total during your first year of retirement.

What is the golden rule of asset allocation? ›

This principle recommends investing the result of subtracting your age from 100 in equities, with the remaining portion allocated to debt instruments. For example, a 35-year-old would allocate 65 per cent to equities and 35 per cent to debt based on this rule.

What is the best portfolio mix? ›

Many financial advisors recommend a 60/40 asset allocation between stocks and fixed income to take advantage of growth while keeping up your defenses.

What is the 120 age rule? ›

The Rule of 120 (previously known as the Rule of 100) says that subtracting your age from 120 will give you an idea of the weight percentage for equities in your portfolio.

Which investment is the lowest risk? ›

Safe assets such as U.S. Treasury securities, high-yield savings accounts, money market funds, and certain types of bonds and annuities offer a lower risk investment option for those prioritizing capital preservation and steady, albeit generally lower, returns.

What are the three main asset allocation models? ›

Historically, the three main asset classes have been equities (stocks), fixed income (bonds), and cash equivalent or money market instruments. Currently, most investment professionals include real estate, commodities, futures, other financial derivatives, and even cryptocurrencies in the asset class mix.

Which asset is the most liquid? ›

Cash is the most liquid asset possible as it is already in the form of money. This includes physical cash, savings account balances, and checking account balances.

How to decide asset allocation? ›

For example, one old rule of thumb that some advisors use to determine the proportion a person should allocate to stocks is to subtract the person's age from 100. In other words, if you're 35, you should put 65% of your money into stocks and the remaining 35% into bonds, real estate, and cash.

What is the primary goal of asset allocation? ›

Asset allocation is the process of dividing the money in your investment portfolio among stocks, bonds and cash. The goal is to align your asset allocation with your tolerance for risk and time horizon.

What are the two main factors that determine your asset allocation? ›

Asset Allocation 101

The process of determining which mix of assets to hold in your portfolio is a very personal one. The asset allocation that works best for you at any given point in your life will depend largely on your time horizon and your ability to tolerate risk.

What is the most profitable asset class? ›

Which asset class has the best historical returns? The stock market has proven to produce the highest returns over extended periods of time. Since the late 1920s, the compound annual growth rate (CAGR) for the S&P 500 is about 6.6%, assuming that all dividends were reinvested and adjusted for inflation.

What asset makes the most millionaires? ›

How the Ultra-Wealthy Invest
RankAssetAverage Proportion of Total Wealth
1Primary and Secondary Homes32%
2Equities18%
3Commercial Property14%
4Bonds12%
7 more rows
Oct 30, 2023

What is the best asset allocation by age? ›

The common rule of asset allocation by age is that you should hold a percentage of stocks that is equal to 100 minus your age. So if you're 40, you should hold 60% of your portfolio in stocks. Since life expectancy is growing, changing that rule to 110 minus your age or 120 minus your age may be more appropriate.

What asset allocation would generate the highest average returns? ›

Stocks - Stocks have historically had the greatest risk and highest returns among the three major asset categories. As an asset category, stocks are a portfolio's "heavy hitter," offering the greatest potential for growth.

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