Digital assets: risk, return and diversification
Digital asset returns come only from price changes, driven by adoption, network effects, technology, regulation and speculation. Volatility is far higher than for stocks or bonds, fraud and legal risks are large, and correlation with traditional assets, historically low, has been rising.
Before this: Ways to invest in digital assets: direct and indirect
On the exam
- Analyze sources of risk, return, and diversification among digital asset investments
Analyze the sources of risk, return and diversification of digital assets. Expect: the source of return; relative volatility and the coefficient of variation; the caveat that low correlation has been rising.
How deeply to learn each part
- Know the idea
- Understand it in general. It frames other topics, but you will not calculate with it.
- Use it
- Understand it well enough to solve a question with it. Recognize when it applies.
- Memorize
- Learn it by heart. The exam will not give it to you.
You know this one. The full lesson is folded away. The takeaways, formulas and checkpoint below are your quick refresher, and the checkpoint is a fair test of whether you still do.
You tested strong here. The full lesson is folded away. The takeaways, formulas and checkpoint below are your quick refresher, and the checkpoint is a fair test of whether you still know it.
Where does the return come from?
Digital assets such as Bitcoin and Ether pay no interest or dividends and have no underlying cash flows. Their return from price appreciation only depends on what the next buyer will pay. The main driver of price is demand for a limited supply. Many cryptocurrencies set a cap in their code. Bitcoin’s supply is limited to 21 million coins, which is why some investors call it the digital version of gold. A fixed supply only helps if demand holds up, and there is no economic consensus on how to value these assets.
Prices are driven more by market adoption, network effects (each new user makes the network more valuable to the others), technological advancement, regulatory developments, speculation and the general appetite for risk. Several of these drivers are unique to the asset class.
How risky are they?
- Return drivers Memorize price appreciation only
- Market adoption and network effects more users make the network more valuable
- Technological advancement new features and upgrades
- Regulatory developments acceptance or bans
- Speculation and risk appetite general market mood
- Fixed supply demand for a limited supply, e.g. 21 million Bitcoin
-
- Risks Memorize higher than for traditional assets
- Volatility far above equities and bonds
- Fraud and manipulation scam ICOs, pump and dump, theft, phishing
- Regulatory uncertainty unclear legal protection; bans in some countries
- Operational lost keys, exchange failures, whales, leverage in futures
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- Diversification Memorize uncertain benefit
- Low historical correlation drivers differ from stocks and bonds
- Rising correlation especially in times of market stress
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Bitcoin’s record since 2009 combines a high average return, very high volatility and low correlation with traditional assets. The distribution of its returns has been positively skewed: a few very large gains pull the mean up. Volatility is the catch. Early buyers made enormous gains, but falls have been deep, so buyers who entered near a peak suffered large losses. Volatility has declined as the market has matured, but it is still much higher than for traditional assets such as the Standard & Poor’s 500 (S&P 500).
Because the swings are large, compare risk per unit of return with the coefficient of variation , which divides the standard deviation by the mean return.
A digital asset has a mean monthly return of 3.50% and a standard deviation of 21.00%. Its coefficient of variation is closest to:
21 ÷ 3.5 = 6
Coefficient of variation, CV6
- 21÷3.5=6
- 21ENTER3.5÷6
ENTER enter (on the HP, puts the number on the stack)
Try this 0 of 3
- On Swings, change crypto's mean until its CV matches the equity index's to within 0.05
- On Adding 5%, find the highest correlation at which a 5% slice still lowers portfolio risk
- Push the correlation to 0.8 with a 5% slice and read the change
Crypto: mean 3.5%, standard deviation 21.0%, coefficient of variation 6.00, 34.8% of months beyond plus or minus 20%. Equity index: mean 0.8%, standard deviation 4.4%, coefficient of variation 5.50, under 0.1% of months beyond 20%.
- Crypto
- Equity index
- Beyond ±20%
| Mean | Sd | CV | Beyond ±20% | |
|---|---|---|---|---|
| Crypto | 3.5% | 21.0% | 6.00 | 34.8% |
| Equity index | 0.8% | 4.4% | 5.50 | under 0.1% |
Illustrative figures, assuming normal returns. Real crypto returns have fatter tails, so the true chance of a 20% month is higher still.
Show working
Coefficient of variation = standard deviation ÷ mean: risk per unit of return.
Crypto: 21.0% ÷ 3.5% = 6.00. Equity index: 4.4% ÷ 0.8% = 5.50.
The CVs are close, but crypto's standard deviation is 4.77 times as large: similar risk per unit of return, far bigger swings.
Crypto: P(R < −20%) = N((−20 − 3.5) ÷ 21.0) = N(−1.12) = 13.2%; P(R > +20%) = 1 − N(0.79) = 21.6%; together 34.8% of months.
All of the return comes from price changes. There are no dividends or coupons to cushion a bad month.
- 21÷3.5=6
- 21ENTER3.5÷6
ENTER enter (on the HP, puts the number on the stack)
Display: 6.00
- 4.4÷0.8=5.5
- 4.4ENTER0.8÷5.5
ENTER enter (on the HP, puts the number on the stack)
Display: 5.50
Other risks come from the features covered earlier in this module.
- Fraud and manipulation : scam initial coin offerings (ICOs), pump and dump schemes, theft and phishing, helped by venues that are largely unregulated.
- Regulatory uncertainty : the legal protection of holders is unclear, rules are still evolving, and some countries have banned trading or ownership outright. Regulators treat these assets differently from one country to another.
- Operational risks: lost keys, failures of centralized exchanges, whales who can move prices, and leverage in futures.
- A short track record: the history is brief, so statistics based on it are less reliable than for stocks and bonds.
Do digital assets diversify a portfolio?
Their return drivers differ from those of stocks and bonds, so their low historical correlation with traditional assets pointed to a potential diversification benefit. That is why institutional investors have shown interest.
The caveat is rising correlation . As institutions join the market and digital assets trade more like other risk assets, correlations with traditional assets have risen, particularly when markets are uncertain. The benefit of the diversification is therefore uncertain, and it may disappear at the moment it is most needed.
Exam tip ”Possible but uncertain” is the answer for diversification. Neither “guaranteed” nor “none” survives the evidence.
Go deeper Why correlations rise in market stress
In a calm market, digital assets are priced by their own story: adoption, technology and regulation. In a panic, every investor who needs cash or wants less risk sells what is most liquid and most speculative. The same investors hold stocks and crypto, so the same wave of selling hits both. Their returns move together just when a portfolio needs a cushion. The effect works in the other direction too: once the same institutions trade both, the common driver, appetite for risk, grows.
Go deeper How correlation changes the effect of a small allocation
Take a portfolio of 95% in an equity index (monthly standard deviation 4.4%) and 5% in a digital asset (monthly standard deviation 21%), using the illustrative figures above. The portfolio standard deviation depends on the correlation :
With : variance = 17.4724 + 1.1025 + 1.7556 = 20.3305, so = 4.51%. With : variance = 17.4724 + 1.1025 + 7.0224 = 25.5973, so = 5.06%.
Both exceed the index’s 4.40% on its own, because the digital asset is so volatile. But a higher correlation adds more risk to the same allocation, which is what a shrinking diversification benefit means in practice.
- 0.95x²×4.4x²+(0.05x²×21x²)+(2×0.95×0.05×0.2×4.4×21)= 20.3305
- √x 4.5089
x² square · √x square root
- 0.95ENTER×4.4ENTER××0.05ENTER×21ENTER××+2ENTER0.95×0.05×0.2×4.4×21×+ 20.3305
- g√x 4.5089
ENTER enter (on the HP, puts the number on the stack) · g blue shift key · √x square root
Memorize this
MemorizeRisk, return and diversification facts
| Topic | What to know |
|---|---|
| Source of return | Price appreciation only; no interest or dividends |
| Supply | Often capped (Bitcoin: 21 million); some call it "digital gold" |
| Track record | High mean return, high volatility, low correlation; returns positively skewed |
| Volatility | Much higher than equities or bonds, even though it has declined |
| Main risks | Fraud, manipulation, theft, lost keys, exchange failure, regulation |
| Correlation | Historically low, but rising |
Memory hook High return, high volatility, low (but rising) correlation: wide swings with a shrinking diversification cushion.
Know it cold Do not say the diversification benefit is guaranteed, or gone. It is possible but uncertain. ; lower is better.
- Return drivers Memorize price appreciation only
- Market adoption and network effects more users make the network more valuable
- Technological advancement new features and upgrades
- Regulatory developments acceptance or bans
- Speculation and risk appetite general market mood
- Fixed supply demand for a limited supply, e.g. 21 million Bitcoin
-
- Risks Memorize higher than for traditional assets
- Volatility far above equities and bonds
- Fraud and manipulation scam ICOs, pump and dump, theft, phishing
- Regulatory uncertainty unclear legal protection; bans in some countries
- Operational lost keys, exchange failures, whales, leverage in futures
-
- Diversification Memorize uncertain benefit
- Low historical correlation drivers differ from stocks and bonds
- Rising correlation especially in times of market stress
-
Quick example
A coin has a mean monthly return of 3.2% and a standard deviation of 24%. CV = 24 ÷ 3.2 = 7.5 units of risk per unit of return.
- 24÷3.2= 7.5
- 24ENTER3.2÷ 7.5
ENTER enter (on the HP, puts the number on the stack)
How it is asked
-
Source of return
The main source of return on cryptocurrencies such as Bitcoin is...
Price appreciation. Traps: interest and dividends.
-
Relative volatility
Compared with equities, cryptocurrencies have historically shown...
Much higher volatility.
-
Diversification caveat
Which best describes the diversification benefit of cryptocurrencies?
Possible, but uncertain because correlations have been rising. Traps: guaranteed (negative correlation) and nonexistent (correlation near 1).
-
Compute and compare CVs
Mean monthly return 3.5%, standard deviation 21%. Versus an index at 0.8% and 4.4%. Which has more risk per unit of return?
21 ÷ 3.5 = 6.0 against 4.4 ÷ 0.8 = 5.5: the asset. Trap: inverting the ratio.
Exam traps
- Citing dividends or interest as a source of crypto return. Returns come only from price changes.
- Assuming low correlation is stable over time. Correlation has been rising, especially in stressed markets.
- Saying a fixed supply guarantees value. Scarcity helps only if demand holds.
- Inverting the coefficient of variation (mean ÷ standard deviation). It is standard deviation ÷ mean.
Checkpoint
5 exam-style questions. About 90 seconds each.
1The main source of return on cryptocurrencies such as Bitcoin is:
2Compared with equities, cryptocurrencies have historically shown:
3The diversification benefit of cryptocurrencies in a traditional portfolio is best described as:
4A digital asset has a mean monthly return of 2.5% and a standard deviation of 18%. Its coefficient of variation is closest to:
5Monthly returns on a digital asset have a mean of 4.0% and a standard deviation of 20%. An equity index has a mean of 0.9% and a standard deviation of 4.2%. Which statement is correct?
Key takeaways
- Returns come only from price changes; there are no cash flows.
- Volatility, fraud and regulatory risk are high, though volatility has declined over time.
- Correlation with traditional assets has been low but is rising, so the diversification benefit is uncertain.
- Coefficient of variation = standard deviation ÷ mean; compare risk per unit of return.
Quick example
A coin has a mean monthly return of 3.2% and a standard deviation of 24%. CV = 24 ÷ 3.2 = 7.5 units of risk per unit of return.
- 24÷3.2= 7.5
- 24ENTER3.2÷ 7.5
ENTER enter (on the HP, puts the number on the stack)
Questions about this lesson?
Where this comes back
- Portfolio Risk and Return: Part I Portfolio Construction
- Introduction to Risk Management Portfolio Construction
Questions candidates ask
Why are cryptocurrencies so volatile?
They have no cash flows or fundamental value to anchor the price, there is no consensus on how to value them, the market is young, and prices are driven by adoption, regulation news and speculation. Volatility has fallen over time but stays far above that of stocks and bonds.
Do cryptocurrencies diversify a portfolio?
They might. Their price drivers differ from stocks and bonds, and their historical correlations with traditional assets have been low. But correlations have been rising, especially in stressed markets, so the benefit is uncertain.
What drives the price of Bitcoin?
Only expected price appreciation, since it pays no interest or dividends. Demand for a limited supply (21 million coins), market adoption, network effects, technology, regulation, speculation and general risk appetite all move the price.
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