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Statistic

Description

Absolute Risk Measures


Annual Mean Return

The Cumulative Mean Return multiplied by the periodicity of returns.

Annualized Semideviation

Semideviation multiplied by the square root of the number of observations in a year given the periodicity of the returns. For example, if you are using monthly returns, you multiply by the square root of 12.

Annualized Standard Deviation

Annualized Standard Deviation =  


Where:
P is the periodicity (or number of return observations in a year)
If you are using monthly returns, multiply by the square root of 12.

Count Criteria Matches

Count of the number of matching values in an array of time series data based on your specified target value.

Count of Returns

Count of the returns over the period. You can use this to detect if there are missing observations. For example, if you sold out of a country and the risk statistics are being calculated at the country level.

Cumulative Mean Return

The sum of the return observations divided by the count of returns.

Cumulative Standard Deviation

Standard Deviation =  

Where

RPi is the fund returns
RP is the average fund return
N is the count of returns
–- is the average

Cumulative Variance

Square of standard deviation

Highest Return

Maximum return observation over the period.

Kurtosis

Describes the "peakedness" of the distribution, and how far return values are from the mean return value of the distribution to help you understand the distribution of returns around the mean. Defined only when the standard deviation is not equal to 0 and at least 4 observations are present.

  

Where:


 = The measure of kurtosis for portfolio Y (or Benchmark X) over period 1 to n months
 = The return for the parameter in question (portfolio or benchmark) for month i
 = The mean (average) for the parameter in question (portfolio or benchmark) over the period 1 to n months
s  =  The standard deviation for the parameter in question (portfolio or benchmark) over the period 1 to n months 
n  =  Number of months in period

Lowest Return

Minimum return observation over the period.

Median Return

Middle return observation over the period.

Mode

Value that appears most often in a set of data.

Semideviation

Semideviation =  

Where:

Semivariance

Square of the Semideviation.

Skewness

Skewness captures the symmetry of the distribution to help you understand the distribution of returns around the mean. Negative skewness implies that the left "tail" of the distribution is longer and there are more values to the right of the mean in the distribution. Defined only when the standard deviation is not equal to 0 and at least 3 observations are present.


Where:

 = The measure of skewness for portfolio Y (or Benchmark X) over period 1 to n months
 = The return for the parameter in question (portfolio or benchmark) for month i
 = The mean (average) for the parameter in question (portfolio or benchmark) over the period 1 to n months
s  =  The standard deviation for the parameter in question (portfolio or benchmark) over the period 1 to n months 
n  =  Number of months in period

Sum

Sum of the selected observation values over the selected period

Count Up

Count of observations in the period in which the portfolio's performance is above 0 or any tolerance.

Count Down

Count of observations in the period in which the portfolio's performance is less than 0 or any tolerance.

Count Flat

Count of observations in the period in which the portfolio's performance and index performance remains the same.

Target and Downside Risk Measures


Annualized Downside Deviation

Annualized Downside Deviation = 

Where


T is either a constant target return or represents the average of the returns for the Target Return Benchmark for the period

Downside Beta

Downside Beta = 

Where:

= Return of the portfolio at time t
= Return of the market portfolio at time t
= Target return for the portfolio
= Target return for the market portfolio The target returns and are adjustable. They can be set as:

  • The average portfolio return, and the average market return,
  • The average risk free return
  • Any other constant target such as 0
  • Time varying risk free returns
    For more information, refer to Downside Beta.

Downside Deviation

Downside Deviation =  

Where:

T is either a constant target return or represents the average of the returns for the Target Return Benchmark for the period

Downside Variance

Square of downside deviation

Expected Downside Value

Expected Downside Value =  

Where:

T is either a constant target return (for example, 0%) or represents the average of the returns for the Target Return Benchmark for the period

Target Sortino Ratio

Sortino Ratio =  

Where:

T is either a constant target return or represents the average of the returns for the Target Return Benchmark for the period.

Arithmetic linking: (Annual Mean Portfolio Return–Annual Mean Target Return) divided by the Annualized Downside Deviation.
Geometric linking: (Annualized Geometrically Linked Portfolio Return–Annualized Geometrically Linked Target Return) divided by the Annualized Downside Deviation.

Omega Ratio

The Omega ratio is a measure of risk of an investment asset, portfolio, or strategy that partitions returns into loss and gain above and below a given threshold. The ratio is calculated as:

Where:

F is the cumulative distribution function
r is the threshold defining the gain versus the loss
a,b are the investment intervals

Relative Risk Measures


Annualized Compound Excess
Return

Annualized Compound Excess Return =  

Where:

GLPR is the Geometrically Linked Portfolio Return
GLMR is the Geometrically Linked Market Return

Annualized
Daily/Monthly
Downside Capture
Ann Rv / Ann Bv
Where:
Ann Rv = Annualized fund return over the reporting period that includes only days/months when benchmark
return was negative.
Ann Bv = Annualized benchmark return over the reporting period that includes only days/months when benchmark
return was negative.
Annualization will be performed only if the number of down months during the reporting period is greater than twelve
for monthly frequency and greater than 365 for daily frequency.
Annualized
Daily/Monthly Upside
Capture
Ann R^ / Ann B^
Where:
Ann R^ = Annualized fund return over the reporting period that includes only days/months when benchmark
return was positive.
Ann B^ = Annualized benchmark return over the reporting period that includes only days/months when benchmark
return was positive.
Annualization will be performed only if the number of up months during the reporting period is greater than twelve
for monthly frequency and greater than 365 for daily frequency.

Annualized Information Ratio

Or, T-statistic.
Annualized Information Ratio = 

Annualized Tracking Risk

Annualized Tracking Risk =  

Where:

P is the periodicity of the returns

Annualized Value Added

Annualized Value Added = 

Compound Excess Return

Compound Excess Return =  

Where:
GLPR is the Geometrically Linked Portfolio Return
GLMR is the Geometrically Linked Market Return

Covariance

Covariance = 

Where:
p is the average of the portfolio returns (Rpj)
b is the average of the benchmark returns (Rbj)

Information Ratio

Information Ratio = 

M-squared

M2 Return =  
For more information, refer to Geometric M-Squared Ratio

Risk-free Sortino Ratio

Sortino ratio using Risk-free rate as the Target return for each period.
The T in the Target Sortino Ratio formula numerator is replaced by the Risk-free rate and the T in the denominator is replaced by the Target Return in the Field Attribute definition.

Sharpe Ratio

Sharpe Ratio =  

Where:
RF is the risk-free returns

Tracking Risk

Tracking Risk =  

Where:
D is the difference between the fund and benchmark returns

Treynor Ratio

Treynor Ratio = 

Value Added

Value Added =  

Where:
RM is the benchmark returns

Count Out Performing

Count of observations in the period in which the portfolio's performance is more than the index performance.

Count Under Performing

Count of observations in the period in which the portfolio's performance is less than the index performance.

Count In-Line

Count of observations in the period in which the portfolio's performance is the same as the index Performance or any tolerance.

Cumulative Daily Upside Capture

A statistical measure of an investment manager's overall performance in positive markets. It is used to evaluate how well the manager performed relative to the market portfolio during periods when the index has risen. Calculated as the Portfolio Cumulative Return divided by Market Cumulative Return, using only days when the market return is positive.

Cumulative Daily Downside Capture

A statistical measure of an investment manager's overall performance in down markets. It is used to evaluate how well the manager performed relative to the benchmark during periods when the index has dropped. Calculated as the Portfolio Cumulative Return divided by Market Cumulative Return, using only days when the market return is negative.

Batting Average

A statistical measure used to measure an investment manager's ability to meet or beat an index. It is the number of outperforming days divided by the number of total days. Outperforming days occur when the primary portfolio return is greater than the market return.

CAPM Measures


Jensen's Alpha

Jensen's Alpha = 

Annual Average Alpha

Alpha = 

Beta

CAPM Beta =

Where:

ERMi and ERPi are the excess returns for each of the i time periods
ERM is the average excess return of the market (RM – RF)
ERP is the average excess return of the portfolio (RP – RF)

Coefficient of Determination

Or R2, Coefficient of Determination = 

Coefficient of Non-Determination

Coefficient of Non-Determination = 1 – R2

Correlation Coefficient

Correlation Correlation = 

Std Dev (Random Error)

Std Dev (Random Error) = 

Where:

RPE = Portfolio Excess Returns (RP – RF)
RME = Benchmark Excess Returns (RM – RF)

Standard Error of Alpha

Standard Error of Alpha =

Standard Error of Beta

Standard Error of Beta = 

Drawdown Risk Measures


Calmar Ratio

Annual Mean Return divided by Maximum Drawdown.
For more information, refer to Drawdown Risk Measures in Chapter 3 of this book.

Maximum Drawdown

The largest percentage drawdown that has occurred in an investment data record during the defined time period.
For more information, refer to Drawdown Risk Measures

Shortfall Risk

Shortfall Risk =  

Where:
TargetReturns is either a constant target return or represents the average of the returns for the Target Return Benchmark for the period
For more information, refer to Drawdown Risk Measures.

Active Calmar Ratio

This measure calculates the ratio using the portfolio's return relative to a market index. It includes an underlying field for a Market Portfolio return which is then subtracted from the Primary Portfolio return in order to calculate the active return for each observation in the analysis period. The Active Calmar Ratio is then calculated by using the active return in place of the portfolio's return.

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