Learning Outcome Statement
Analyze sources of risk, return, and diversification among digital asset investments.
On the exam: The question gives gross and net return inputs, the fee basis, component risk measures, portfolio weights, and correlation or covariance. It asks for a calculated portfolio result or the best risk, return, or diversification conclusion in an MCQ, grid, or fill-in shape.
Start with the return the asset produces. Price movement or a distribution can create gross return, but a fee charged on invested capital reduces the return available to the portfolio. Risk is wider than price volatility, so you separate market, liquidity, custody, operational, technology, regulatory, and valuation risks before deciding whether the asset diversifies anything.
| Risk source | What can happen | Question to ask |
|---|---|---|
| Market | Broad price moves change value | Does return co-move with the portfolio? |
| Liquidity | Sale takes time or lowers price | Can you exit at a fair price? |
| Custody | Access or holdings are lost | Who controls and protects access? |
| Operational | Processes or controls fail | Can trades and records operate correctly? |
| Technology | Code or infrastructure fails | Can the system remain available? |
| Regulatory | Rules restrict use or ownership | Could access or value change? |
| Valuation | Fair value is uncertain | Is the observed price reliable? |
Use the question column to turn each label into a decision test. If the concern is selling at a fair price, examine liquidity; if access to holdings could fail, examine custody. A broad price shock belongs to market risk, while a rule limiting use belongs to regulatory risk. Naming the channel first helps you avoid treating every uncertainty as volatility in one number.
These channels can overlap, but they are not interchangeable. A high standard deviation measures return variability, not whether an asset can be sold, secured, processed, supported by technology, permitted by rules, or valued with confidence.
The separate arrows keep the diagnosis honest. Portfolio math can capture co-movement, but it cannot erase a custody failure or a rule change.
Read the figure as a reminder to test each channel on its own terms before combining assets. A low correlation may help with market risk, yet it says nothing about whether a holding can be sold promptly or kept secure. Ask what could interrupt access, processing, or permitted use, then decide which evidence belongs in the portfolio calculation and which needs a separate review.
| Question | Portfolio math | Separate risk review |
|---|---|---|
| Do returns move together? | Uses standard deviations, correlation, and covariance. | Check whether the relationship persists. |
| Can you exit and protect the holding? | Does not capture liquidity or custody controls. | Check exit conditions and control of access. |
| Can rules change use or value? | Does not capture regulatory permission. | Check whether access or value could change. |
Gross expected digital-asset return is $R_d^G$. The fee rate on invested capital is $f$, and the return after that fee is net expected digital-asset return $R_d^N$.
Call the portfolio return $R_p$. Its expected return is $E(R_p)$. The digital asset has weight $w$, so the traditional asset has weight $1-w$. The traditional expected return is $R_t$.
Risk uses variance, and portfolio variance is $\sigma_p^2$. The traditional standard deviation is $\sigma_t$, while the digital standard deviation is $\sigma_d$. Their correlation is $\rho$, and their covariance is $C_{td}$.
$$ \begin{aligned} R_d^N &= R_d^G - f \ E(R_p) &= (1-w) \cdot R_t + w \cdot R_d^N \ C_{td} &= \rho \cdot \sigma_t \cdot \sigma_d \ \sigma_p^2 &= (1-w)^2 \cdot \sigma_t^2 + w^2 \cdot \sigma_d^2 + 2 \cdot (1-w) \cdot w \cdot C_{td} \end{aligned} $$
Fees push the first line down, so use $R_d^N$, not $R_d^G$, in the return average. Each weight scales its component return, while squared weights scale the standalone variances. The covariance term captures how the assets move together. With positive weights, lower correlation makes that term smaller, so a volatile digital asset can still reduce portfolio risk when it does not move closely with the traditional asset.
Worked example
You are deciding whether to place part of an invested-capital account in a digital asset. The traditional asset has the lower expected return and volatility in the case, while the digital asset has the higher gross return and volatility. The fee is charged annually on invested capital, and the assets have less-than-perfect co-movement. You need the fee, portfolio return, and portfolio variance.
| Input | Value | Basis |
|---|---|---|
| Invested capital | USD 100,000 | Annual fee base |
| Traditional expected return | $0.08$ | Annual decimal |
| Digital gross return | $0.2$ | Annual decimal |
| Digital fee rate | $0.02$ | Annual decimal |
| Traditional standard deviation | $0.2$ | Annual decimal |
| Digital standard deviation | $0.4$ | Annual decimal |
| Correlation | $0.25$ | Coefficient |
| Digital weight | $0.25$ | Invested-capital weight |
| Map scale endpoint | $1$ | Normalized chart coordinate |
The map is directional rather than a liquidity statistic. It places the digital asset in the higher-risk, lower-liquidity area and the traditional asset in the lower-risk, higher-liquidity area.
Use the map to compare relative positions, then return to the numerical inputs for the calculations. The horizontal placement describes liquidity and the vertical placement describes risk; neither coordinate supplies a return, standard deviation, or covariance. In this case, the digital asset sits toward higher risk and lower liquidity, while the traditional asset sits toward lower risk and higher liquidity. Keep those judgments distinct from the fee and weighting arithmetic.
Loading diagram…
- Calculate the annual fee on invested capital. USD 100,000 multiplied by $0.02$ produces USD 2,000.00, which is the annual fee amount.
- Remove the fee from the gross digital return before weighting. $R_d^N=0.2-0.02=0.1800$.
- Convert correlation into covariance because the variance equation uses covariance. $C_{td}=0.25\cdot0.2\cdot0.4=0.0200$.
- Weight the net digital return, not the gross figure, with the traditional return. $E(R_p)=(1-0.25)\cdot0.08+0.25\cdot0.1800=0.1050$.
- Combine the weighted variances and the covariance term. $\sigma_p^2=(1-0.25)^2\cdot0.0400+0.25^2\cdot0.1600+2\cdot(1-0.25)\cdot0.25\cdot0.0200=0.0400$.
The allocation is a diversification candidate, not a low-risk asset, because the covariance helps the mix while the digital asset remains individually volatile.
Changed condition
The same portfolio now pays a fee rate of $0.04$ instead of $0.02$. Gross return, volatility, correlation, and digital weight stay unchanged. Predict the direction before you calculate.
| Measure | Before | After |
|---|---|---|
| Fee rate | $0.02$ | $0.04$ |
| Net digital return | $0.1800$ | $0.1600$ |
| Portfolio return at digital weight $0.25$ | $0.1050$ | $0.1000$ |
Your prediction should be a lower net digital return and a lower portfolio return. The fee on USD 100,000 rises from USD 2,000.00 to USD 4,000.00, but portfolio variance does not move because the fee changes return, not the supplied standard deviations, correlation, or weights. Before reading on, calculate the higher-fee annual charge from invested capital.
Common error
You may use the headline gross digital-asset return as the portfolio input because it is the figure first quoted. That feels right because the gross figure looks like the asset’s expected return, while the fee looks like a separate cash expense. The supplied invested-capital fee gives away the trap, so calculate the net return before you weight the asset.
Calculator
| Keys | Display |
|---|---|
| 2ND CLR TVM | 0.00 |
| 100000 | 100,000.00 |
| × | 100,000.00 |
| 0.02 | 0.02 |
| = | 2,000.00 |
Check yourself
Practice
Using the base case, what is the portfolio expected return when the digital weight is 0.25?
Match each fact pattern to its most direct risk source.
| Market | Liquidity | Custody | Regulatory | |
|---|---|---|---|---|
| Broad price shock lowers value | ||||
| Cannot sell quickly at fair price | ||||
| Provider loses asset access | ||||
| Rule change restricts use |
Which statement best describes diversification in this setting?
Revision snapshot
| Point | Recall |
|---|---|
| Net return formula | $R_d^N=R_d^G-f$ |
| Fee basis | Fee is charged on invested capital |
| Portfolio return | Weighted average of expected returns |
| Portfolio variance | Component variances plus covariance term |
| Diversification | Lower correlation can reduce risk despite volatility |
| Risk sources | Analyze market, liquidity, custody, operational, technology, regulatory, valuation separately |
| Gross versus net | Weight net return after the fee |
| Exam move | Calculate net return before portfolio weighting |
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