Appendix B

Formulas for Risk-Adjusted Return Measures

This appendix provides the formulas for the performance measures described in Chapter 8.

Sharpe Ratio

image

where:

SR = Sharpe ratio

AR = Average return (used as proxy for expected return)

RF = Risk-free interest rate (e.g., Treasury bill return)

SD = Standard deviation

The standard deviation is calculated as follows:

image

where:

image = Mean

Xi = Individual returns

N = Number of returns

Assuming monthly data is used to calculate the Sharpe ratio, as is most common, the Sharpe ratio would be annualized by multiplying by the square root of 12. Note that the return is an arithmetic average return, not the compounded return.

Sortino Ratio

image

where:

SR = Sortino ratio

ACR = Annual compounded return

MAR = Minimum acceptable return (e.g., zero, risk-free, average)

DD = Downside deviation

where DD is defined as:

image

where:

Xi = Individual returns

MAR = Minimum acceptable return (e.g., zero, risk-free, average)

N = Number of data values

For example, if we define MAR = 0, then DD calculations will include only deviations for months with negative returns (the other months will equal zero).

Symmetric Downside-Risk Sharpe Ratio

image

where:

SDRSR = Symmetric downside-risk Sharpe ratio

ACR = Annual compounded return

RF = Risk-free interest rate (e.g., T-bill return)

DD = Downside deviation

where DD is defined as:

image

where:

Xi = Individual returns

image = Benchmark return (e.g., mean, zero, risk free)

Since the SDR Sharpe ratio includes only the downside deviation, multiplying by the square root of 2 (a consequence of doubling the squared deviations) is equivalent to assuming the upside deviation is equal (i.e., symmetric) to the downside deviation. This proxy replacement of the upside deviation is what makes it possible to compare SDR Sharpe ratio values with Sharpe ratio values.

Gain-to-Pain Ratio (GPR)

image

where:

Xi = Individual returns

Tail Ratio

image

where:

Xp = Return at percentile p

T = Threshold percentile to calculate numerator of tail ratio (Implicit assumption: Lower percentile rankings represent higher return. For example, the top 10% of returns would be all returns less than T, where T = 10.)

Np<T = Number of returns below percentile

TNp>100−T = Number of returns above percentile 100-T

MAR and Calmar Ratios

image

where:

ACR = Annual compounded return (expressed in decimal form)

NAV = Net asset value

j > i

Return Retracement Ratio

image

where:

ACR = Annual compounded return

RF = Risk-free return

AMR = Average maximum retracement = MRi/N

where:

N = Number of months

MRi = max(MRPNHi, MRSNLi)

where MRPNHi is the maximum retracement from prior NAV high, and is defined as:

image

where:

PNHi = Prior NAV high (prior to month i)

NAVi = NAV at end of month i

MRSNLi is the maximum retracement to a subsequent NAV low, and is defined as:

image

where SNLi is the subsequent NAV low (subsequent to month i)