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Webinar on 
Performance Evaluation & 
Money Management 
Shaurya Chandra 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
Building a Diversified Portfolio? 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
ā€¢ Absolute Risk-adjusted Return Measures 
ā€“ Sharpe Ratio 
ā€“ Sortino Ratio 
ā€“ Calmar Ratio 
ā€“ Sterling Ratio 
ā€¢ Relative Return Measures 
ā€“ Up-Capture Ratio / Down-Capture Ratio 
ā€“ Up-Number Ratio / Down-Number Ratio 
ā€“ Proficiency Ratio (Up/Down Percentage Ratio) 
ā€¢ Relative Risk Adjusted Return Measures 
ā€“ Treynor Ratio 
ā€¢ Tail Risk Measures 
ā€“ RAROC-Var 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 
3 
Strategy Analysis
Strategy Analysis 
ā€¢ Sharpe ratio = (excess return over risk free rate) / (standard 
deviation of excess returns) 
R R 
p f 
Ļƒ 
It is a measure of the excess return per unit of standard deviation in 
an investment asset. Sharpe ratio provides very useful 
information regarding the return of an asset for a given risk. 
Limitations 
ā€“ Based on historical data , assumes ā€œFuture would be same as 
the Pastā€ 
ā€“ Poor at estimating tail risk ā€“ Normal Distribution Assumption , 
hence no differentiation between +ve and ā€“ve trades 
ā€“ Doesnā€™t account for Draw-downs (leading to low volatility) and 
transaction costs 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 
4 
p 
Sharpe ratio 
ļ€­ 
ļ€½ 
Absolute Risk Adjusted 
Return Measures 
Relative Return 
Measures 
Relative Risk Adjusted 
Return Measures 
Tail Risk Measures
Strategy Analysis 
ā€¢ Sortino ratio = (return over target return) / (downside risk, i.e. 
semi deviation or variance on the downside only). 
ļ€¼ R ļ€¾ ļ€­R 
ļ€½ 
Sortino ratio f 
ļ³ 
<R> = Expected Return 
Rf = Risk Free Rate 
Ļƒf = Standard Deviation of 
Negative Returns 
Unlike Sharpe ratio, Sortino ratio does not punish high variance if 
the returns are on the upside. 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 
5 
d 
Absolute Risk Adjusted 
Return Measures 
Relative Return 
Measures 
Relative Risk Adjusted 
Return Measures 
Tail Risk Measures
The Flaw of Averages 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
ā€¢ Calmar ratio = (return) / (maximum drawdown). Generally 
quoted for the last 3 years 
ā€¢ Sterling ratio = (return) / (absolute(average drawdown ā€“ 10%)). 
Generally quoted for the last 3 years 
Absolute Risk Adjusted 
Return Measures 
Relative Return 
Measures 
Relative Risk Adjusted 
Return Measures 
Tail Risk Measures 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 
7 
Strategy Analysis
ā€¢ Up Capture Ratio = (fundā€™s return when benchmark return 
increased) / (benchmarkā€™s return when benchmark increased) 
ā€¢ Up Number Ratio = (number of period when fundā€™s return 
increased when benchmark return increased) / (number of 
periods when benchmarkā€™s return increased) 
ā€¢ Up Percentage Ratio (Proficiency Ratio) = (number of period 
when fundā€™s return outperformed the benchmark when 
benchmarkā€™s return increased) / (number of periods when 
benchmarkā€™s return increased) 
ā€¢ Likewise Down Capture Ratio, Down Number Ratio, Down 
Percentage Ratio 
Absolute Risk Adjusted 
Return Measures 
Relative Return 
Measures 
Relative Risk Adjusted 
Return Measures 
Tail Risk Measures 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 
8 
Strategy Analysis
Strategy Analysis 
ā€¢ Treynor ratio = (excess return over risk free rate)/ beta of 
portfolio 
r ļ€­ 
R 
i f ri = Average Return of the Portfolio 
Rf = Average Return of the Risk-Free Rate 
Ī² = Beta of the Portfolio 
It is a measure of returns earned in excess of that which could 
have been earned on a riskless investment per unit of market risk 
where Ī² is a measure of market risk. The only difference 
between Sharpe Ratio and Treynor Ratio is that the later uses Ī² 
as the measurement of ā€˜Volatilityā€™. 
Absolute Risk Adjusted 
Return Measures 
Relative Return 
Measures 
Relative Risk Adjusted 
Return Measures 
Tail Risk Measures 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 
9 
i 
Treynor ratio 
ļ¢ 
ļ€½
Strategy Analysis 
ā€¢ RAROC (Risk Adjusted Return on Capital) = (expected return) / 
(Value at Risk) 
RE = Expected Return 
VaR = Value at Risk 
R 
AROC E R ļ€½ 
In any investment, risk is traded off against benefit. RAROC gives 
us a picture of the returns on several different investments with 
varying risk levels. 
Absolute Risk Adjusted 
Return Measures 
Relative Return 
Measures 
Relative Risk Adjusted 
Return Measures 
Tail Risk Measures 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 
10 
VaR
Trade Sizing 
ā€¢ Ad hoc: trade no larger than lets you 
sleep at night 
ā€¢ Margin plus drawdown 
ā€¢ Fixed Fractional 
ā€¢ Fixed Ratio 
ā€¢ Hybrid fixed fractional/fixed ratio 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
Methods that Donā€™t Work 
ā€¢ Martingale methods: increase position size 
after a loss; decrease it after a win. 
ā€¢ Anti-Martingale methods. 
ā€¢ Equity curve methods: increase size when 
your equity curve falls below its moving 
average (ā€œreversion to meanā€), or increase 
size when you cross above the moving 
average (ā€œtrade the trend in equity curveā€). 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
Why They Donā€™t Work 
ā€¢ Martingale and equity curve methods assume 
dependency between trades. 
ā€¢ In most cases, trades are independent of each 
other. The odds of the next trade being a win are 
not related to whether the last trade was a win or 
a loss. 
ā€¢ If trades are independent, you canā€™t determine 
the likelihood of the next trade being a win or a 
loss based on the previous trade. 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
Kellyā€™s Criterion for Portfolio Management 
It is a formula used to determine the optimal size of a 
series of bets. 
Focus : Long Term Capital Growth 
Kelly % (f) = ((B + 1)*P -1)/B 
Where, 
f = optimal fixed fraction 
P = Winning Probability 
B = Win/Loss Rate 
( Average Gain on +ve Trades/ Average Loss on ā€“ve Trades) 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 
14 
Portfolio Management
Some Advice! 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
Thanks! 
THANK YOU 
Contact us at: 
Email: contact@quantinsti.com 
Phone: +91-22-61691400, +91-9920448877 
Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited

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Performance evaluation & portfolio management

  • 1. Webinar on Performance Evaluation & Money Management Shaurya Chandra Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
  • 2. Building a Diversified Portfolio? Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
  • 3. ā€¢ Absolute Risk-adjusted Return Measures ā€“ Sharpe Ratio ā€“ Sortino Ratio ā€“ Calmar Ratio ā€“ Sterling Ratio ā€¢ Relative Return Measures ā€“ Up-Capture Ratio / Down-Capture Ratio ā€“ Up-Number Ratio / Down-Number Ratio ā€“ Proficiency Ratio (Up/Down Percentage Ratio) ā€¢ Relative Risk Adjusted Return Measures ā€“ Treynor Ratio ā€¢ Tail Risk Measures ā€“ RAROC-Var Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 3 Strategy Analysis
  • 4. Strategy Analysis ā€¢ Sharpe ratio = (excess return over risk free rate) / (standard deviation of excess returns) R R p f Ļƒ It is a measure of the excess return per unit of standard deviation in an investment asset. Sharpe ratio provides very useful information regarding the return of an asset for a given risk. Limitations ā€“ Based on historical data , assumes ā€œFuture would be same as the Pastā€ ā€“ Poor at estimating tail risk ā€“ Normal Distribution Assumption , hence no differentiation between +ve and ā€“ve trades ā€“ Doesnā€™t account for Draw-downs (leading to low volatility) and transaction costs Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 4 p Sharpe ratio ļ€­ ļ€½ Absolute Risk Adjusted Return Measures Relative Return Measures Relative Risk Adjusted Return Measures Tail Risk Measures
  • 5. Strategy Analysis ā€¢ Sortino ratio = (return over target return) / (downside risk, i.e. semi deviation or variance on the downside only). ļ€¼ R ļ€¾ ļ€­R ļ€½ Sortino ratio f ļ³ <R> = Expected Return Rf = Risk Free Rate Ļƒf = Standard Deviation of Negative Returns Unlike Sharpe ratio, Sortino ratio does not punish high variance if the returns are on the upside. Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 5 d Absolute Risk Adjusted Return Measures Relative Return Measures Relative Risk Adjusted Return Measures Tail Risk Measures
  • 6. The Flaw of Averages Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
  • 7. ā€¢ Calmar ratio = (return) / (maximum drawdown). Generally quoted for the last 3 years ā€¢ Sterling ratio = (return) / (absolute(average drawdown ā€“ 10%)). Generally quoted for the last 3 years Absolute Risk Adjusted Return Measures Relative Return Measures Relative Risk Adjusted Return Measures Tail Risk Measures Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 7 Strategy Analysis
  • 8. ā€¢ Up Capture Ratio = (fundā€™s return when benchmark return increased) / (benchmarkā€™s return when benchmark increased) ā€¢ Up Number Ratio = (number of period when fundā€™s return increased when benchmark return increased) / (number of periods when benchmarkā€™s return increased) ā€¢ Up Percentage Ratio (Proficiency Ratio) = (number of period when fundā€™s return outperformed the benchmark when benchmarkā€™s return increased) / (number of periods when benchmarkā€™s return increased) ā€¢ Likewise Down Capture Ratio, Down Number Ratio, Down Percentage Ratio Absolute Risk Adjusted Return Measures Relative Return Measures Relative Risk Adjusted Return Measures Tail Risk Measures Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 8 Strategy Analysis
  • 9. Strategy Analysis ā€¢ Treynor ratio = (excess return over risk free rate)/ beta of portfolio r ļ€­ R i f ri = Average Return of the Portfolio Rf = Average Return of the Risk-Free Rate Ī² = Beta of the Portfolio It is a measure of returns earned in excess of that which could have been earned on a riskless investment per unit of market risk where Ī² is a measure of market risk. The only difference between Sharpe Ratio and Treynor Ratio is that the later uses Ī² as the measurement of ā€˜Volatilityā€™. Absolute Risk Adjusted Return Measures Relative Return Measures Relative Risk Adjusted Return Measures Tail Risk Measures Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 9 i Treynor ratio ļ¢ ļ€½
  • 10. Strategy Analysis ā€¢ RAROC (Risk Adjusted Return on Capital) = (expected return) / (Value at Risk) RE = Expected Return VaR = Value at Risk R AROC E R ļ€½ In any investment, risk is traded off against benefit. RAROC gives us a picture of the returns on several different investments with varying risk levels. Absolute Risk Adjusted Return Measures Relative Return Measures Relative Risk Adjusted Return Measures Tail Risk Measures Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 10 VaR
  • 11. Trade Sizing ā€¢ Ad hoc: trade no larger than lets you sleep at night ā€¢ Margin plus drawdown ā€¢ Fixed Fractional ā€¢ Fixed Ratio ā€¢ Hybrid fixed fractional/fixed ratio Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
  • 12. Methods that Donā€™t Work ā€¢ Martingale methods: increase position size after a loss; decrease it after a win. ā€¢ Anti-Martingale methods. ā€¢ Equity curve methods: increase size when your equity curve falls below its moving average (ā€œreversion to meanā€), or increase size when you cross above the moving average (ā€œtrade the trend in equity curveā€). Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
  • 13. Why They Donā€™t Work ā€¢ Martingale and equity curve methods assume dependency between trades. ā€¢ In most cases, trades are independent of each other. The odds of the next trade being a win are not related to whether the last trade was a win or a loss. ā€¢ If trades are independent, you canā€™t determine the likelihood of the next trade being a win or a loss based on the previous trade. Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
  • 14. Kellyā€™s Criterion for Portfolio Management It is a formula used to determine the optimal size of a series of bets. Focus : Long Term Capital Growth Kelly % (f) = ((B + 1)*P -1)/B Where, f = optimal fixed fraction P = Winning Probability B = Win/Loss Rate ( Average Gain on +ve Trades/ Average Loss on ā€“ve Trades) Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited 14 Portfolio Management
  • 15. Some Advice! Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited
  • 16. Thanks! THANK YOU Contact us at: Email: contact@quantinsti.com Phone: +91-22-61691400, +91-9920448877 Ā© Copyright 2010-2014 QuantInsti Quantitative Learning Private Limited