CFA Level I Exam · Statistical Distributions for Financial Asset Prices and Returns
Roy's Safety-First Ratio and Shortfall Risk Explained
Updated 7 October 2026 · Fact-checked
Shortfall risk is the probability that a portfolio's return falls below a minimum threshold. Roy's safety-first ratio is SFRatio = (E(Rp) − RL) ÷ σp. Calculate it for each portfolio and choose the highest ratio. If returns are normal, the highest ratio gives the lowest shortfall probability.
Understand Safety-First Ratio and Shortfall Risk
Shortfall risk is the chance that a portfolio's return ends up below a target level. That target is called the threshold return (RL). It might be 0% to protect capital, or 4% to meet a spending need. Standard deviation treats gains and losses alike. Shortfall risk looks only at the bad outcome you care about.
Roy's safety-first criterion says: choose the portfolio that minimises the probability that its return falls below RL. You cannot see that probability directly, so you use a ratio that ranks portfolios.
The safety-first ratio (SFRatio) measures how many standard deviations the expected return sits above the threshold. A bigger number means the threshold is further away, so a miss is less likely. If portfolio returns are normally distributed, maximising the SFRatio is exactly the same as minimising the shortfall probability.
To find the probability, treat the SFRatio as a z-score. P(R < RL) = N(−SFRatio), where N( ) is the standard normal cumulative probability. For example, an SFRatio of 1.00 means a shortfall probability of about 15.87%.
The SFRatio looks like the Sharpe ratio. The only difference is what you subtract. Sharpe subtracts the risk-free rate. Safety-first subtracts your minimum acceptable return. If RL equals the risk-free rate, the two ratios are identical.
Key formulas to remember
- Roy's safety-first ratio
- SFRatio = (E(Rp) − RL) ÷ σp
- E(Rp) is expected portfolio return, RL is the threshold return, σp is the portfolio standard deviation. Pick the portfolio with the highest ratio.
- Shortfall probability
- P(Rp < RL) = N(−SFRatio)
- Valid when returns are normally distributed. Higher SFRatio means lower shortfall probability.
- Sharpe ratio (for comparison)
- Sharpe = (E(Rp) − Rf) ÷ σp
- Same form as SFRatio but uses the risk-free rate Rf in place of RL.
How to solve Safety-First Ratio and Shortfall Risk questions
Use this method for any safety-first question, whether it asks for the ratio, the best portfolio or the shortfall probability.
- 1Identify the threshold return RL from the question. It may be given as a percentage or as a currency loss that you convert to a return.
- 2List E(R) and σ for each portfolio. Keep them in the same units, for example all in percent.
- 3Compute the numerator E(R) − RL for each portfolio.
- 4Divide each numerator by that portfolio's standard deviation to get the SFRatio.
- 5Choose the portfolio with the highest SFRatio. It has the lowest shortfall probability if returns are normal.
- 6If asked for the probability, treat the SFRatio as a z-score and read N(−SFRatio) from the normal table. Use the lower tail.
Quickest way: Compare ratios without the table
When to use it: Use this when the question only asks which portfolio is best or which ratio is highest. You do not need any normal table.
- Subtract RL from each expected return.
- Divide by each standard deviation, using the calculator.
- Pick the biggest result and ignore the rest.
- If two ratios are close, recheck the arithmetic before choosing.
- On the TI BA II Plus: type E(R), press −, type RL, press ÷, type σ, press =. Repeat for each portfolio.
Common mistakes in Safety-First Ratio and Shortfall Risk
Choosing the portfolio with the highest expected return.
Candidates forget that the criterion is about the chance of missing RL, not about return alone.
Fix: Always compute the SFRatio for every option. A higher return with much higher σ can have a lower ratio.
Subtracting the risk-free rate instead of the threshold return.
The formula looks like the Sharpe ratio, so candidates use Rf out of habit.
Fix: Read the stem for the minimum acceptable or threshold return. Use that as RL. Use Rf only if the question says the threshold is the risk-free rate.
Choosing the lowest SFRatio.
Candidates mix up the ratio with the shortfall probability, where lower is better.
Fix: Remember: highest ratio, lowest shortfall probability.
Reading the shortfall probability as N(SFRatio) instead of N(−SFRatio).
The upper tail and lower tail get confused.
Fix: Shortfall is the lower tail. For a positive SFRatio, the probability is below 50%. Sense-check the answer.
Forgetting to convert a currency threshold into a return.
Questions may say the investor wants to avoid losing more than a given amount on a given portfolio value.
Fix: Compute RL = (minimum amount − portfolio value) ÷ portfolio value, or (minimum amount ÷ portfolio value) − 1. Example: a minimum of 95,000 on a portfolio of 100,000 gives RL = (95,000 − 100,000) ÷ 100,000 = −5%.
Applying the probability result to non-normal returns.
The link between ratio and probability is learned as a rule without its condition.
Fix: State the assumption of normality. The ranking by SFRatio is used regardless, but N(−SFRatio) is exact only for normal returns.
Worked examples
Example 1
An investor requires a minimum return of 2%. Portfolio X has an expected return of 8% and a standard deviation of 12%. Portfolio Y has an expected return of 6% and a standard deviation of 6%. Portfolio Z has an expected return of 10% and a standard deviation of 20%. Which portfolio is preferred under Roy's safety-first criterion? A. Portfolio X, B. Portfolio Y, C. Portfolio Z
Show the solution
- RL = 2%.
- SFRatio X = (8 − 2) ÷ 12 = 0.50.
- SFRatio Y = (6 − 2) ÷ 6 = 0.667.
- SFRatio Z = (10 − 2) ÷ 20 = 0.40.
- The highest ratio is Y at 0.667.
Answer: B. Portfolio Y has the highest SFRatio, so the lowest shortfall probability. Z has the highest return but the lowest ratio.
Example 2
A fund has an expected return of 9% and a standard deviation of 10%. The client's threshold return is −1%. Assuming returns are normal, the probability of a return below the threshold is closest to: A. 15.9%, B. 30.9%, C. 84.1%. (Use N(−1.00) = 0.1587, N(−0.50) = 0.3085 and N(1.00) = 0.8413.)
Show the solution
- SFRatio = (9 − (−1)) ÷ 10 = 10 ÷ 10 = 1.00.
- Shortfall probability = N(−1.00).
- N(−1.00) = 0.1587, or 15.9%.
Answer: A. About 15.9%. Option B, 30.9%, is N(−0.50), which is the answer you would get if you wrongly used an SFRatio of 0.50, for example by dividing by 20 instead of 10. Option C, 84.1%, is N(1.00), which is the upper tail. It comes from reading N(SFRatio) instead of N(−SFRatio).
Exam tips
- Expect a three-portfolio comparison. Do the arithmetic for all three quickly and pick the highest ratio. With 90 seconds per question, skip the normal table unless it is asked for.
- Read the threshold carefully. It may be hidden as a minimum acceptable return, a loss limit or a required return to meet a liability.
- Know that SFRatio equals the Sharpe ratio when RL = Rf. Questions test this link in conceptual form.
- Sense-check any probability. A positive SFRatio means a shortfall probability below 50%. A negative SFRatio means above 50%.
Practice questions from Statistical Distributions for Financial Asset Prices and Returns
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Safety-First Ratio and Shortfall Risk: frequently asked questions
What is shortfall risk in CFA Level I?
Shortfall risk is the probability that a portfolio's return falls below a minimum threshold return. It focuses only on the downside you care about, unlike standard deviation, which counts gains and losses alike.
How do you calculate Roy's safety-first ratio?
Subtract the threshold return from the portfolio's expected return, then divide by the portfolio's standard deviation. SFRatio = (E(Rp) − RL) ÷ σp. Do this for each portfolio and choose the highest.
What is the difference between the safety-first ratio and the Sharpe ratio?
Both divide excess return by standard deviation. The Sharpe ratio subtracts the risk-free rate, while the safety-first ratio subtracts the investor's threshold return. If the threshold equals the risk-free rate, they give the same number.
Does a higher safety-first ratio always mean lower shortfall risk?
For normally distributed returns, yes. The shortfall probability is N(−SFRatio), which falls as the ratio rises. For non-normal returns the ranking is not guaranteed to match the true probabilities.