risk, return, and portfolio theory

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Prepared by Prepared by Ken Hartviksen Ken Hartviksen INTRODUCTION TO INTRODUCTION TO CORPORATE FINANCE CORPORATE FINANCE Laurence Booth Laurence Booth W. Sean W. Sean Cleary Cleary Chapter 8 – Risk, Return and Chapter 8 – Risk, Return and Portfolio Theory Portfolio Theory

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Risk ,Return and portfolio

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Page 1: Risk, Return, And Portfolio Theory

Prepared byPrepared byKen HartviksenKen Hartviksen

INTRODUCTION TOINTRODUCTION TO CORPORATE FINANCECORPORATE FINANCELaurence Booth Laurence Booth •• W. Sean Cleary W. Sean Cleary

Chapter 8 – Risk, Return and Portfolio Chapter 8 – Risk, Return and Portfolio TheoryTheory

Page 2: Risk, Return, And Portfolio Theory

CHAPTER 8CHAPTER 8 Risk, Return and Portfolio Risk, Return and Portfolio

TheoryTheory

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 3

Lecture AgendaLecture Agenda

• Learning ObjectivesLearning Objectives• Important TermsImportant Terms• Measurement of ReturnsMeasurement of Returns• Measuring RiskMeasuring Risk• Expected Return and Risk for PortfoliosExpected Return and Risk for Portfolios• The Efficient FrontierThe Efficient Frontier• DiversificationDiversification• Summary and ConclusionsSummary and Conclusions

– Concept Review QuestionsConcept Review Questions

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 4

Learning ObjectivesLearning Objectives

• The difference among the most important types of The difference among the most important types of returnsreturns

• How to estimate expected returns and risk for How to estimate expected returns and risk for individual securitiesindividual securities

• What happens to risk and return when securities are What happens to risk and return when securities are combined in a portfoliocombined in a portfolio

• What is meant by an “efficient frontier”What is meant by an “efficient frontier”• Why diversification is so important to investorsWhy diversification is so important to investors

Page 5: Risk, Return, And Portfolio Theory

CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 5

Important Chapter TermsImportant Chapter Terms

• Arithmetic meanArithmetic mean• Attainable portfoliosAttainable portfolios• Capital gain/lossCapital gain/loss• Correlation coefficientCorrelation coefficient• CovarianceCovariance• Day traderDay trader• DiversificationDiversification• Efficient frontierEfficient frontier• Efficient portfoliosEfficient portfolios• Ex ante returnsEx ante returns• Ex post returnsEx post returns• Expected returnsExpected returns• Geometric meanGeometric mean• Income yieldIncome yield

• Mark to marketMark to market• Market riskMarket risk• Minimum variance frontierMinimum variance frontier• Minimum variance portfolioMinimum variance portfolio• Modern portfolio theoryModern portfolio theory• Naïve or random Naïve or random

diversificationdiversification• Paper lossesPaper losses• PortfolioPortfolio• RangeRange• Risk averseRisk averse• Standard deviationStandard deviation• Total returnTotal return• Unique (or non-systematic) or Unique (or non-systematic) or

diversifiable riskdiversifiable risk• VarianceVariance

Page 6: Risk, Return, And Portfolio Theory

Introduction to Risk and ReturnIntroduction to Risk and Return

Risk, Return and Portfolio TheoryRisk, Return and Portfolio Theory

Page 7: Risk, Return, And Portfolio Theory

CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 7

Introduction to Risk and ReturnIntroduction to Risk and Return

Risk and return are the two most Risk and return are the two most important attributes of an important attributes of an investment.investment.

Research has shown that the two Research has shown that the two are linked in the capital are linked in the capital markets and that generally, markets and that generally, higher returns can only be higher returns can only be achieved by taking on greater achieved by taking on greater risk.risk.

Risk isn’t just the potential loss of Risk isn’t just the potential loss of return, it is the potential loss return, it is the potential loss of the entire investment itself of the entire investment itself (loss of both principal and (loss of both principal and interest).interest).

Consequently, taking on Consequently, taking on additional risk in search of additional risk in search of higher returns is a decision higher returns is a decision that should not be taking that should not be taking lightly.lightly.

Return %

RF

Risk

Risk Premium

Real Return

Expected Inflation Rate

Page 8: Risk, Return, And Portfolio Theory

Measuring ReturnsMeasuring Returns

Risk, Return and Portfolio TheoryRisk, Return and Portfolio Theory

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 9

Measuring ReturnsMeasuring ReturnsIntroductionIntroduction

Ex Ante ReturnsEx Ante Returns• Return calculations may be done ‘before-the-Return calculations may be done ‘before-the-

fact,’ in which case, assumptions must be fact,’ in which case, assumptions must be made about the futuremade about the future

Ex Post ReturnsEx Post Returns• Return calculations done ‘after-the-fact,’ in Return calculations done ‘after-the-fact,’ in

order to analyze what rate of return was order to analyze what rate of return was earned.earned.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 10

Measuring ReturnsMeasuring ReturnsIntroductionIntroduction

In Chapter 7 you learned that the constant growth DDM can be In Chapter 7 you learned that the constant growth DDM can be decomposed into the two forms of income that equity investors may decomposed into the two forms of income that equity investors may receive, dividends and capital gains.receive, dividends and capital gains.

WHEREASWHEREAS

Fixed-income investors (bond investors for example) can expect to Fixed-income investors (bond investors for example) can expect to earn interest income as well as (depending on the movement of earn interest income as well as (depending on the movement of interest rates) either capital gains or capital losses.interest rates) either capital gains or capital losses.

Yield loss)(or Gain Capital Yield Dividend / Income

0

1

g

PDkc

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 11

Measuring ReturnsMeasuring ReturnsIncome YieldIncome Yield

• Income yield is the return earned in the form Income yield is the return earned in the form of a periodic cash flow received by investors.of a periodic cash flow received by investors.

• The income yield return is calculated by the The income yield return is calculated by the periodic cash flow divided by the purchase periodic cash flow divided by the purchase price.price.

Where CFWhere CF11 = the expected cash flow to be received = the expected cash flow to be received

PP00 = the purchase price = the purchase price

yield Income 0

1

PCF

[8-1]

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 12

Income YieldIncome Yield Stocks versus BondsStocks versus Bonds

Figure 8-1 illustrates the income yields for both bonds and stock in Canada from the Figure 8-1 illustrates the income yields for both bonds and stock in Canada from the 1950s to 20051950s to 2005

• The dividend yield is calculated using trailing rather than The dividend yield is calculated using trailing rather than forecast earns (because next year’s dividends cannot be forecast earns (because next year’s dividends cannot be predicted in aggregate), nevertheless dividend yields have predicted in aggregate), nevertheless dividend yields have exceeded income yields on bonds.exceeded income yields on bonds.

• Reason – riskReason – risk• The risk of earning bond income is much less than the risk The risk of earning bond income is much less than the risk

incurred in earning dividend income.incurred in earning dividend income.

(Remember, bond investors, as secured creditors of the first have a (Remember, bond investors, as secured creditors of the first have a legally-enforceable contractual claim to interest.)legally-enforceable contractual claim to interest.)

(See Figure 8 -1 on the following slide)(See Figure 8 -1 on the following slide)

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Ex post versus Ex ante ReturnsEx post versus Ex ante ReturnsMarket Income YieldsMarket Income Yields

8-1 FIGURE

Insert Figure 8 - 1

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 14

Measuring ReturnsMeasuring ReturnsCommon Share and Long Canada Bond Yield GapCommon Share and Long Canada Bond Yield Gap

– Table 8 – 1 illustrates the income yield gap between stocks and bonds over Table 8 – 1 illustrates the income yield gap between stocks and bonds over recent decadesrecent decades

– The main reason that this yield gap has varied so much over time is that the The main reason that this yield gap has varied so much over time is that the return to investors is not just the income yield but also the capital gain (or loss) return to investors is not just the income yield but also the capital gain (or loss) yield as well.yield as well.

Average Yield Gap (%)1950s 0.821960s 2.351970s 4.541980s 8.141990s 5.512000s 3.55Overall 4.58

Table 8-1 Average Yield Gap

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Measuring ReturnsMeasuring ReturnsDollar ReturnsDollar Returns

Investors in market-traded securities (bonds or stock) Investors in market-traded securities (bonds or stock) receive investment returns in two different form:receive investment returns in two different form:

• Income yieldIncome yield• Capital gain (or loss) yieldCapital gain (or loss) yield

The investor will receive dollar returns, for example:The investor will receive dollar returns, for example:• $1.00 of dividends$1.00 of dividends• Share price rise of $2.00Share price rise of $2.00

To be useful, dollar returns must be converted to percentage returns To be useful, dollar returns must be converted to percentage returns as a function of the original investment. (Because a $3.00 return on a as a function of the original investment. (Because a $3.00 return on a $30 investment might be good, but a $3.00 return on a $300 $30 investment might be good, but a $3.00 return on a $300 investment would be unsatisfactory!)investment would be unsatisfactory!)

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Measuring ReturnsMeasuring ReturnsConverting Dollar Returns to Percentage ReturnsConverting Dollar Returns to Percentage Returns

An investor receives the following dollar returns a An investor receives the following dollar returns a stock investment of $25:stock investment of $25:

• $1.00 of dividends$1.00 of dividends• Share price rise of $2.00Share price rise of $2.00

The capital gain (or loss) return component of total return is The capital gain (or loss) return component of total return is calculated: ending price – minus beginning price, divided by calculated: ending price – minus beginning price, divided by beginning pricebeginning price

%808.$25

$25-$27 return (loss)gain Capital 0

01

P

PP[8-2]

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 17

Measuring ReturnsMeasuring ReturnsTotal Percentage ReturnTotal Percentage Return

• The investor’s total return (holding period The investor’s total return (holding period return) is:return) is:

%1212.008.004.025$

25$27$25$00.1$

yield loss)(or gain Capital yield Income return Total

0

01

0

1

0

011

PPP

PCF

PPPCF

[8-3]

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 18

Measuring ReturnsMeasuring ReturnsTotal Percentage Return – General FormulaTotal Percentage Return – General Formula

• The general formula for holding period return The general formula for holding period return is:is:

yield loss)(or gain Capital yield Income return Total

0

01

0

1

0

011

PPP

PCF

PPPCF

[8-3]

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 19

Measuring Average ReturnsMeasuring Average ReturnsEx Post ReturnsEx Post Returns

• Measurement of historical rates of return that Measurement of historical rates of return that have been earned on a security or a class of have been earned on a security or a class of securities allows us to identify trends or securities allows us to identify trends or tendencies that may be useful in predicting tendencies that may be useful in predicting the future.the future.

• There are two different types of ex post mean There are two different types of ex post mean or average returns used:or average returns used:– Arithmetic averageArithmetic average– Geometric meanGeometric mean

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 20

Measuring Average ReturnsMeasuring Average ReturnsArithmetic AverageArithmetic Average

Where:Where:rrii = the individual returns = the individual returnsnn = the total number of observations = the total number of observations

• Most commonly used value in statisticsMost commonly used value in statistics• Sum of all returns divided by the total number of Sum of all returns divided by the total number of

observationsobservations

(AM) Average Arithmetic 1

n

rn

ii

[8-4]

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 21

Measuring Average ReturnsMeasuring Average ReturnsGeometric MeanGeometric Mean

• Measures the average or compound growth Measures the average or compound growth rate over multiple periods.rate over multiple periods.

11111(GM)Mean Geometric 1

321 -)]r)...(r)(r)(r [( nn[8-5]

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 22

Measuring Average ReturnsMeasuring Average ReturnsGeometric Mean versus Arithmetic AverageGeometric Mean versus Arithmetic Average

If all returns (values) are identical the geometric mean = If all returns (values) are identical the geometric mean = arithmetic average.arithmetic average.

If the return values are volatile the geometric mean < If the return values are volatile the geometric mean < arithmetic averagearithmetic average

The greater the volatility of returns, the greater the The greater the volatility of returns, the greater the difference between geometric mean and arithmetic difference between geometric mean and arithmetic average.average.

(Table 8 – 2 illustrates this principle on major asset classes 1938 – 2005)(Table 8 – 2 illustrates this principle on major asset classes 1938 – 2005)

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 23

Measuring Average ReturnsMeasuring Average ReturnsAverage Investment Returns and Standard DeviationsAverage Investment Returns and Standard Deviations

Annual Arithmetic

Average (%)

Annual Geometric Mean (%)

Standard Deviation of Annual Returns

(%)

Government of Canada treasury bills 5.20 5.11 4.32Government of Canada bonds 6.62 6.24 9.32Canadian stocks 11.79 10.60 16.22U.S. stocks 13.15 11.76 17.54

Source: Data are from the Canadian Institute of Actuaries

Table 8 - 2 Average Investment Returns and Standard Deviations, 1938-2005

The greater the difference, the greater the volatility of

annual returns.

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Measuring Expected (Ex Ante) ReturnsMeasuring Expected (Ex Ante) Returns

• While past returns might be interesting, While past returns might be interesting, investor’s are most concerned with future investor’s are most concerned with future returns.returns.

• Sometimes, historical average returns will not Sometimes, historical average returns will not be realized in the future.be realized in the future.

• Developing an independent estimate of ex Developing an independent estimate of ex ante returns usually involves use of ante returns usually involves use of forecasting discrete scenarios with outcomes forecasting discrete scenarios with outcomes and probabilities of occurrence.and probabilities of occurrence.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 25

Estimating Expected ReturnsEstimating Expected ReturnsEstimating Ex Ante (Forecast) ReturnsEstimating Ex Ante (Forecast) Returns

• The general formulaThe general formula

Where:Where:ERER = the expected return on an investment = the expected return on an investmentRRii = the estimated return in scenario = the estimated return in scenario ii

ProbProbi i = the probability of state = the probability of state i i occurring occurring

)Prob((ER)Return Expected 1

i

n

iir[8-6]

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 26

Estimating Expected ReturnsEstimating Expected ReturnsEstimating Ex Ante (Forecast) ReturnsEstimating Ex Ante (Forecast) Returns

Example:Example:This is type of forecast data that are required to This is type of forecast data that are required to make an ex ante estimate of expected return.make an ex ante estimate of expected return.

State of the EconomyProbability of Occurrence

Possible Returns on

Stock A in that State

Economic Expansion 25.0% 30%Normal Economy 50.0% 12%Recession 25.0% -25%

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 27

Estimating Expected ReturnsEstimating Expected ReturnsEstimating Ex Ante (Forecast) Returns Using a Spreadsheet ApproachEstimating Ex Ante (Forecast) Returns Using a Spreadsheet Approach

Example Solution:Example Solution:Sum the products of the probabilities and possible Sum the products of the probabilities and possible returns in each state of the economy.returns in each state of the economy.

(1) (2) (3) (4)=(2)×(1)

State of the EconomyProbability of Occurrence

Possible Returns on

Stock A in that State

Weighted Possible

Returns on the Stock

Economic Expansion 25.0% 30% 7.50%Normal Economy 50.0% 12% 6.00%Recession 25.0% -25% -6.25%

Expected Return on the Stock = 7.25%

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 28

Estimating Expected ReturnsEstimating Expected ReturnsEstimating Ex Ante (Forecast) Returns Using a Formula ApproachEstimating Ex Ante (Forecast) Returns Using a Formula Approach

Example Solution:Example Solution:Sum the products of the probabilities and possible Sum the products of the probabilities and possible returns in each state of the economy.returns in each state of the economy.

7.25%)25.0(-25%0.5)(12% .25)0(30%

)Prob(r)Prob(r )Prob(r

)Prob((ER)Return Expected

332211

1i

n

iir

Page 29: Risk, Return, And Portfolio Theory

Measuring RiskMeasuring Risk

Risk, Return and Portfolio TheoryRisk, Return and Portfolio Theory

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 30

RiskRisk

• Probability of incurring harmProbability of incurring harm• For investors, risk For investors, risk is the probability of earning is the probability of earning

an inadequate return.an inadequate return.– If investors require a 10% rate of return on a given If investors require a 10% rate of return on a given

investment, then any return less than 10% is investment, then any return less than 10% is considered harmful.considered harmful.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 31

RiskRiskIllustratedIllustrated

Possible Returns on the Stock

Probability

-30% -20% -10% 0% 10% 20% 30% 40%

Outcomes that produce harm

The range of total possible returns on the stock A runs from -30% to more than +40%. If the required return on the stock is 10%, then those outcomes less than 10% represent risk to the investor.

A

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 32

RangeRange

• The difference between the maximum and The difference between the maximum and minimum values is called the rangeminimum values is called the range– Canadian common stocks have had a range of annual Canadian common stocks have had a range of annual

returns of 74.36 % over the 1938-2005 periodreturns of 74.36 % over the 1938-2005 period– Treasury bills had a range of 21.07% over the same Treasury bills had a range of 21.07% over the same

period.period.• As a rough measure of risk, range tells us that As a rough measure of risk, range tells us that

common stock is more risky than treasury common stock is more risky than treasury bills.bills.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 33

Differences in Levels of RiskDifferences in Levels of RiskIllustratedIllustrated

Possible Returns on the Stock

Probability

-30% -20% -10% 0% 10% 20% 30% 40%

Outcomes that produce harm The wider the range of probable outcomes the greater the risk of the investment.

A is a much riskier investment than BB

A

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 34

Historical Returns on Different Asset Historical Returns on Different Asset ClassesClasses

• Figure 8-2 illustrates the volatility in annual returns on Figure 8-2 illustrates the volatility in annual returns on three different assets classes from 1938 – 2005.three different assets classes from 1938 – 2005.

• Note:Note:– Treasury bills always yielded returns greater than 0%Treasury bills always yielded returns greater than 0%– Long Canadian bond returns have been less than 0% in some Long Canadian bond returns have been less than 0% in some

years (when prices fall because of rising interest rates), and the years (when prices fall because of rising interest rates), and the range of returns has been greater than T-bills but less than range of returns has been greater than T-bills but less than stocksstocks

– Common stock returns have experienced the greatest range of Common stock returns have experienced the greatest range of returnsreturns

(See Figure 8-2 on the following slide)(See Figure 8-2 on the following slide)

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 35

Measuring RiskMeasuring RiskAnnual Returns by Asset Class, 1938 - 2005Annual Returns by Asset Class, 1938 - 2005

FIGURE 8-2

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 36

Refining the Measurement of RiskRefining the Measurement of RiskStandard Deviation (Standard Deviation (σσ))

• Range measures risk based on only two Range measures risk based on only two observations (minimum and maximum value)observations (minimum and maximum value)

• Standard deviation uses all observations.Standard deviation uses all observations.– Standard deviation can be calculated on forecast or Standard deviation can be calculated on forecast or

possible returns as well as historical or ex post possible returns as well as historical or ex post returns.returns.

(The following two slides show the two different formula used for Standard (The following two slides show the two different formula used for Standard Deviation)Deviation)

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 37

Measuring RiskMeasuring RiskEx post Standard DeviationEx post Standard Deviation

1

)(post Ex 1

2_

n

rrn

ii

[8-7]

nsobservatio ofnumber theyear in return the

return average the

deviation standard the:

_

nir

r

Where

i

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 38

Measuring RiskMeasuring RiskExample Using the Ex post Standard DeviationExample Using the Ex post Standard Deviation

ProblemProblemEstimate the standard deviation of the historical returns on investment A Estimate the standard deviation of the historical returns on investment A that were: 10%, 24%, -12%, 8% and 10%.that were: 10%, 24%, -12%, 8% and 10%.

Step 1 – Calculate the Historical Average ReturnStep 1 – Calculate the Historical Average Return

Step 2 – Calculate the Standard DeviationStep 2 – Calculate the Standard Deviation

%88.121664

6644

4040025644

2020162

15)814()88()812()824(8)-(10

1

)(post Ex

22222

222221

2_

n

rrn

ii

%0.8540

510812-2410 (AM) Average Arithmetic 1

n

rn

ii

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 39

Ex Post RiskEx Post RiskStability of Risk Over TimeStability of Risk Over Time

Figure 8-3 (on the next slide) demonstrates that the relative riskiness of Figure 8-3 (on the next slide) demonstrates that the relative riskiness of equities and bonds has changed over time.equities and bonds has changed over time.

Until the 1960s, the annual returns on common shares were about four Until the 1960s, the annual returns on common shares were about four times more variable than those on bonds.times more variable than those on bonds.

Over the past 20 years, they have only been twice as variable.Over the past 20 years, they have only been twice as variable.

Consequently, scenario-based estimates of risk (standard deviation) is Consequently, scenario-based estimates of risk (standard deviation) is required when seeking to measure risk in the future. (We cannot safely required when seeking to measure risk in the future. (We cannot safely assume the future is going to be like the past!)assume the future is going to be like the past!)

Scenario-based estimates of risk is done through ex ante estimates and Scenario-based estimates of risk is done through ex ante estimates and calculations.calculations.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 40

Relative UncertaintyRelative UncertaintyEquities versus BondsEquities versus Bonds

FIGURE 8-3

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 41

Measuring RiskMeasuring RiskEx ante Standard DeviationEx ante Standard Deviation

A Scenario-Based Estimate of RiskA Scenario-Based Estimate of Risk

)()(Prob anteEx 2

1i ii

n

i

ERr

[8-8]

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 42

Scenario-based Estimate of RiskScenario-based Estimate of RiskExample Using the Ex ante Standard Deviation – Raw DataExample Using the Ex ante Standard Deviation – Raw Data

State of the Economy Probability

Possible Returns on Security A

Recession 25.0% -22.0%Normal 50.0% 14.0%Economic Boom 25.0% 35.0%

GIVEN INFORMATION INCLUDES:

- Possible returns on the investment for different discrete states

- Associated probabilities for those possible returns

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Scenario-based Estimate of RiskScenario-based Estimate of RiskEx ante Standard Deviation – Spreadsheet ApproachEx ante Standard Deviation – Spreadsheet Approach

• The following two slides illustrate an approach The following two slides illustrate an approach to solving for standard deviation using a to solving for standard deviation using a spreadsheet model.spreadsheet model.

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Scenario-based Estimate of RiskScenario-based Estimate of RiskFirst Step – Calculate the Expected ReturnFirst Step – Calculate the Expected Return

State of the Economy Probability

Possible Returns on Security A

Weighted Possible Returns

Recession 25.0% -22.0% -5.5%Normal 50.0% 14.0% 7.0%Economic Boom 25.0% 35.0% 8.8%

Expected Return = 10.3%

Determined by multiplying the probability times the

possible return.

Expected return equals the sum of the weighted possible returns.

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Scenario-based Estimate of RiskScenario-based Estimate of RiskSecondSecond Step – Measure the Weighted and Squared Deviations Step – Measure the Weighted and Squared Deviations

State of the Economy Probability

Possible Returns on Security A

Weighted Possible Returns

Deviation of Possible

Return from Expected

Squared Deviations

Weighted and

Squared Deviations

Recession 25.0% -22.0% -5.5% -32.3% 0.10401 0.02600Normal 50.0% 14.0% 7.0% 3.8% 0.00141 0.00070Economic Boom 25.0% 35.0% 8.8% 24.8% 0.06126 0.01531

Expected Return = 10.3% Variance = 0.0420Standard Deviation = 20.50%

Second, square those deviations from the mean.The sum of the weighted and square deviations

is the variance in percent squared terms.The standard deviation is the square root

of the variance (in percent terms).

First calculate the deviation of possible returns from the expected.

Now multiply the square deviations by their probability of occurrence.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 46

Scenario-based Estimate of RiskScenario-based Estimate of RiskExample Using the Ex ante Standard Deviation FormulaExample Using the Ex ante Standard Deviation Formula

%5.20205.0420.

)06126(.25.)00141(.5.)10401(.25.

)8.24(25.)8.3(5.)3.32(25.

)3.1035(25.)3.1014(5.)3.1022(25.

)()()(

)()(Prob anteEx

222

222

2331

2222

2111

2

1i

ERrPERrPERrP

ERr ii

n

i

State of the Economy Probability

Possible Returns on Security A

Weighted Possible Returns

Recession 25.0% -22.0% -5.5%Normal 50.0% 14.0% 7.0%Economic Boom 25.0% 35.0% 8.8%

Expected Return = 10.3%

Page 47: Risk, Return, And Portfolio Theory

Modern Portfolio TheoryModern Portfolio Theory

Risk, Return and Portfolio TheoryRisk, Return and Portfolio Theory

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 48

PortfoliosPortfolios

• A portfolio is a collection of different securities such as A portfolio is a collection of different securities such as stocks and bonds, that are combined and considered a stocks and bonds, that are combined and considered a single assetsingle asset

• The risk-return characteristics of the portfolio is The risk-return characteristics of the portfolio is demonstrably different than the characteristics of the demonstrably different than the characteristics of the assets that make up that portfolio, especially with regard to assets that make up that portfolio, especially with regard to risk.risk.

• Combining different securities into portfolios is done to Combining different securities into portfolios is done to achieve achieve diversificationdiversification..

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DiversificationDiversification

Diversification has two faces:Diversification has two faces:

1.1. Diversification results in an overall reduction in portfolio risk Diversification results in an overall reduction in portfolio risk (return volatility over time) with little sacrifice in returns, and(return volatility over time) with little sacrifice in returns, and

2.2. Diversification helps to immunize the portfolio from potentially Diversification helps to immunize the portfolio from potentially catastrophic events such as the outright failure of one of the catastrophic events such as the outright failure of one of the constituent investments. constituent investments.

(If only one investment is held, and the issuing firm goes (If only one investment is held, and the issuing firm goes bankrupt, the entire portfolio value and returns are lost. If a bankrupt, the entire portfolio value and returns are lost. If a portfolio is made up of many different investments, the outright portfolio is made up of many different investments, the outright failure of one is more than likely to be offset by gains on others, failure of one is more than likely to be offset by gains on others, helping to make the portfolio immune to such events.)helping to make the portfolio immune to such events.)

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Expected Return of a PortfolioExpected Return of a PortfolioModern Portfolio TheoryModern Portfolio Theory

The Expected Return on a Portfolio is simply the weighted The Expected Return on a Portfolio is simply the weighted average of the returns of the individual assets that make up the average of the returns of the individual assets that make up the portfolio:portfolio:

The portfolio weight of a particular security is the percentage of The portfolio weight of a particular security is the percentage of the portfolio’s total value that is invested in that security.the portfolio’s total value that is invested in that security.

)( n

1i

iip ERwER[8-9]

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 51

Expected Return of a PortfolioExpected Return of a PortfolioExampleExample

Portfolio value = $2,000 + $5,000 = $7,000Portfolio value = $2,000 + $5,000 = $7,000rrAA = 14%, r = 14%, rBB = 6%, = 6%, wwAA = weight of security A = weight of security A = $2,000 / $7,000 = 28.6% = $2,000 / $7,000 = 28.6%wwBB = weight of security B = weight of security B = $5,000 / $7,000 = (1-28.6%)= 71.4% = $5,000 / $7,000 = (1-28.6%)= 71.4%

%288.8%284.4%004.4

) %6(.714)%14(.286)( n

1i

iip ERwER

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 52

Range of Returns in a Two Asset PortfolioRange of Returns in a Two Asset Portfolio

In a two asset portfolio, simply by changing the weight of the In a two asset portfolio, simply by changing the weight of the constituent assets, different portfolio returns can be achieved.constituent assets, different portfolio returns can be achieved.

Because the expected return on the portfolio is a simple weighted Because the expected return on the portfolio is a simple weighted average of the individual returns of the assets, you can achieve average of the individual returns of the assets, you can achieve portfolio returns bounded by the highest and the lowest individual portfolio returns bounded by the highest and the lowest individual asset returns.asset returns.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 53

Range of Returns in a Two Asset PortfolioRange of Returns in a Two Asset Portfolio

Example 1:Example 1:

Assume ERAssume ERA A = 8% and ER= 8% and ERBB = 10% = 10%

(See the following 6 slides based on Figure 8-4)(See the following 6 slides based on Figure 8-4)

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 54

Expected Portfolio ReturnExpected Portfolio ReturnAffect on Portfolio Return of Changing Relative Weights in A and BAffect on Portfolio Return of Changing Relative Weights in A and B

Expe

cted

Ret

urn

%

Portfolio Weight

10.50

10.00

9.50

9.00

8.50

8.00

7.50

7.000 0.2 0.4 0.6 0.8 1.0 1.2

8 - 4 FIGURE

ERA=8%

ERB= 10%

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 55

Expected Portfolio ReturnExpected Portfolio ReturnAffect on Portfolio Return of Changing Relative Weights in A and BAffect on Portfolio Return of Changing Relative Weights in A and B

8 - 4 FIGURE

Expe

cted

Ret

urn

%

Portfolio Weight

10.50

10.00

9.50

9.00

8.50

8.00

7.50

7.000 0.2 0.4 0.6 0.8 1.0 1.2

ERA=8%

ERB= 10%

A portfolio manager can select the relative weights of the two assets in the portfolio to get a desired return between 8% (100% invested in A) and 10% (100% invested in B)

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 56

Expected Portfolio ReturnExpected Portfolio ReturnAffect on Portfolio Return of Changing Relative Weights in A and BAffect on Portfolio Return of Changing Relative Weights in A and B

Expe

cted

Ret

urn

%

Portfolio Weight

10.50

10.00

9.50

9.00

8.50

8.00

7.50

7.000 0.2 0.4 0.6 0.8 1.0 1.2

8 - 4 FIGURE

ERA=8%

ERB= 10%

The potential returns of the portfolio are bounded by the highest and lowest returns of the individual assets that make up the portfolio.

Page 57: Risk, Return, And Portfolio Theory

CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 57

Expe

cted

Ret

urn

%

Portfolio Weight

10.50

10.00

9.50

9.00

8.50

8.00

7.50

7.000 0.2 0.4 0.6 0.8 1.0 1.2

8 - 4 FIGURE

ERA=8%

ERB= 10%

The expected return on the portfolio if 100% is invested in Asset A is 8%.

%8%)10)(0(%)8)(0.1( BBAAp ERwERwER

Expected Portfolio ReturnExpected Portfolio ReturnAffect on Portfolio Return of Changing Relative Weights in A and BAffect on Portfolio Return of Changing Relative Weights in A and B

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 58

Expected Portfolio ReturnExpected Portfolio ReturnAffect on Portfolio Return of Changing Relative Weights in A and BAffect on Portfolio Return of Changing Relative Weights in A and B

8 - 4 FIGURE

Expe

cted

Ret

urn

%

Portfolio Weight

10.50

10.00

9.50

9.00

8.50

8.00

7.50

7.000 0.2 0.4 0.6 0.8 1.0 1.2

ERA=8%

ERB= 10%

The expected return on the portfolio if 100% is invested in Asset B is 10%.

%10%)10)(0.1(%)8)(0( BBAAp ERwERwER

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 59

Expected Portfolio ReturnExpected Portfolio ReturnAffect on Portfolio Return of Changing Relative Weights in A and BAffect on Portfolio Return of Changing Relative Weights in A and B

8 - 4 FIGURE

Expe

cted

Ret

urn

%

Portfolio Weight

10.50

10.00

9.50

9.00

8.50

8.00

7.50

7.000 0.2 0.4 0.6 0.8 1.0 1.2

ERA=8%

ERB= 10%

The expected return on the portfolio if 50% is invested in Asset A and 50% in B is 9%.

%9%5%4%)10)(5.0(%)8)(5.0(

BBAAp ERwERwER

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 60

Range of Returns in a Two Asset PortfolioRange of Returns in a Two Asset Portfolio

Example 1:Example 1:

Assume ERAssume ERA A = 14% and ER= 14% and ERBB = 6% = 6%

(See the following 2 slides )(See the following 2 slides )

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 61

Range of Returns in a Two Asset PortfolioRange of Returns in a Two Asset PortfolioE(r)E(r)AA= 14%, E(r)= 14%, E(r)BB= 6%= 6%

A graph of this relationship is found on the following slide.

Expected return on Asset A = 14.0%Expected return on Asset B = 6.0%

Weight of Asset A

Weight of Asset B

Expected Return on the

Portfolio0.0% 100.0% 6.0%

10.0% 90.0% 6.8%20.0% 80.0% 7.6%30.0% 70.0% 8.4%40.0% 60.0% 9.2%50.0% 50.0% 10.0%60.0% 40.0% 10.8%70.0% 30.0% 11.6%80.0% 20.0% 12.4%90.0% 10.0% 13.2%100.0% 0.0% 14.0%

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 62

Range of Returns in a Two Asset PortfolioRange of Returns in a Two Asset Portfolio E(r)E(r)AA= 14%, E(r)= 14%, E(r)BB= 6%= 6%

Range of Portfolio Returns

0.00%2.00%4.00%6.00%8.00%

10.00%12.00%14.00%16.00%

Weight Invested in Asset A

Expe

cted

Ret

urn

on T

wo

Ass

et P

ortfo

lio

Page 63: Risk, Return, And Portfolio Theory

CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 63K. Hartviksen

Expected Portfolio ReturnsExpected Portfolio ReturnsExample of a Three Asset PortfolioExample of a Three Asset Portfolio

Relative Weight

Expected Return

Weighted Return

Stock X 0.400 8.0% 0.03Stock Y 0.350 15.0% 0.05Stock Z 0.250 25.0% 0.06 Expected Portfolio Return = 14.70%

Page 64: Risk, Return, And Portfolio Theory

Risk in PortfoliosRisk in Portfolios

Risk, Return and Portfolio TheoryRisk, Return and Portfolio Theory

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 65

Modern Portfolio Theory - MPTModern Portfolio Theory - MPT

• Prior to the establishment of Modern Portfolio Theory Prior to the establishment of Modern Portfolio Theory (MPT), most people only focused upon investment (MPT), most people only focused upon investment returns…they ignored risk.returns…they ignored risk.

• With MPT, investors had a tool that they could use to With MPT, investors had a tool that they could use to dramatically reduce the riskdramatically reduce the risk of the portfolio of the portfolio without a without a significant reductionsignificant reduction in the expected return of the in the expected return of the portfolio.portfolio.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 66

Expected Return and Risk For PortfoliosExpected Return and Risk For PortfoliosStandard Deviation of a Two-Asset Portfolio using CovarianceStandard Deviation of a Two-Asset Portfolio using Covariance

))()((2)()()()( ,2222

BABABBAAp COVwwww [8-11]

Risk of Asset A adjusted for weight

in the portfolio

Risk of Asset B adjusted for weight

in the portfolio

Factor to take into account comovement of returns. This factor

can be negative.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 67

Expected Return and Risk For PortfoliosExpected Return and Risk For PortfoliosStandard Deviation of a Two-Asset Portfolio using Correlation Standard Deviation of a Two-Asset Portfolio using Correlation

CoefficientCoefficient

))()()()((2)()()()( ,2222

BABABABBAAp wwww [8-15]

Factor that takes into account the degree of

comovement of returns. It can have a negative value if correlation is

negative.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 68

Grouping Individual Assets into PortfoliosGrouping Individual Assets into Portfolios

• The riskiness of a portfolio that is made of different risky The riskiness of a portfolio that is made of different risky assets is a function of three different factors:assets is a function of three different factors:– the riskiness of the individual assets that make up the portfoliothe riskiness of the individual assets that make up the portfolio– the relative weights of the assets in the portfoliothe relative weights of the assets in the portfolio– the degree of comovement of returns of the assets making up the the degree of comovement of returns of the assets making up the

portfolioportfolio• The standard deviation of a two-asset portfolio may be The standard deviation of a two-asset portfolio may be

measured using the Markowitz model:measured using the Markowitz model:

BABABABBAAp wwww ,2222 2

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 69

Risk of a Three-Asset PortfolioRisk of a Three-Asset Portfolio

The data requirements for a three-asset portfolio grows dramatically if we are using Markowitz Portfolio selection formulae.

We need 3 (three) correlation coefficients between A and B; A and C; and B and C.

A

B C

ρa,b

ρb,c

ρa,c

CACACACBCBCBBABABACCBBAAp wwwwwwwww ,,,222222 222

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 70

Risk of a Four-asset PortfolioRisk of a Four-asset Portfolio

The data requirements for a four-asset portfolio grows dramatically if we are using Markowitz Portfolio selection formulae.

We need 6 correlation coefficients between A and B; A and C; A and D; B and C; C and D; and B and D.

A

C

B D

ρa,b ρa,d

ρb,c ρc,d

ρa,c

ρb,d

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 71

CovarianceCovariance

• A statistical measure of the correlation of A statistical measure of the correlation of the fluctuations of the annual rates of the fluctuations of the annual rates of return of different investments.return of different investments.

)-)((Prob _

,1

_

,i BiB

n

iiiAAB kkkkCOV

[8-12]

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 72

CorrelationCorrelation

• The degree to which the returns of two stocks The degree to which the returns of two stocks co-move is measured by the correlation co-move is measured by the correlation coefficient (coefficient (ρρ))..

• The correlation coefficient (The correlation coefficient (ρρ)) between the between the returns on two securities will lie in the range of returns on two securities will lie in the range of +1 through - 1.+1 through - 1.

+1 is perfect positive correlation+1 is perfect positive correlation-1 is perfect negative correlation-1 is perfect negative correlation

BA

ABAB

COV

[8-13]

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 73

Covariance and Correlation CoefficientCovariance and Correlation Coefficient

• Solving for covariance given the correlation Solving for covariance given the correlation coefficient and standard deviation of the two coefficient and standard deviation of the two assets:assets:

BAABABCOV [8-14]

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 74

Importance of CorrelationImportance of Correlation

• Correlation is important because it affects the Correlation is important because it affects the degree to which diversification can be degree to which diversification can be achieved using various assets.achieved using various assets.

• Theoretically, if two assets returns are Theoretically, if two assets returns are perfectly positively correlated, it is possible to perfectly positively correlated, it is possible to build a riskless portfolio with a return that is build a riskless portfolio with a return that is greater than the risk-free rate.greater than the risk-free rate.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 75

Affect of Perfectly Negatively Correlated ReturnsAffect of Perfectly Negatively Correlated ReturnsElimination of Portfolio RiskElimination of Portfolio Risk

Time 0 1 2

If returns of A and B are perfectly negatively correlated, a two-asset portfolio made up of equal parts of Stock A and B would be riskless. There would be no variabilityof the portfolios returns over time.

Returns on Stock AReturns on Stock B

Returns on Portfolio

Returns%

10%

5%

15%

20%

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 76

Example of Perfectly Positively Correlated ReturnsExample of Perfectly Positively Correlated ReturnsNo Diversification of Portfolio RiskNo Diversification of Portfolio Risk

Time 0 1 2

If returns of A and B are perfectly positively correlated, a two-asset portfolio made up of equal parts of Stock A and B would be risky. There would be no diversification (reduction of portfolio risk).

Returns%

10%

5%

15%

20%

Returns on Stock A

Returns on Stock B

Returns on Portfolio

Page 77: Risk, Return, And Portfolio Theory

CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 77

Affect of Perfectly Negatively Correlated ReturnsAffect of Perfectly Negatively Correlated ReturnsElimination of Portfolio RiskElimination of Portfolio Risk

Time 0 1 2

If returns of A and B are perfectly negatively correlated, a two-asset portfolio made up of equal parts of Stock A and B would be riskless. There would be no variabilityof the portfolios returns over time.

Returns%

10%

Returns on Portfolio5%

15%

20%

Returns on Stock BReturns on Stock A

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 78

Affect of Perfectly Negatively Correlated ReturnsAffect of Perfectly Negatively Correlated ReturnsNumerical ExampleNumerical Example

Weight of Asset A = 50.0%Weight of Asset B = 50.0%

YearReturn on

Asset AReturn on

Asset B

Expected Return on the

Portfolioxx07 5.0% 15.0% 10.0%xx08 10.0% 10.0% 10.0%xx09 15.0% 5.0% 10.0%

Perfectly Negatively Correlated Returns over time

%10%5.7%5.2

) %15(.5)%5(.5)( n

1i

iip ERwER

%10%5.2%5.7

) %5(.5)%15(.5)( n

1i

iip ERwER

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 79

Diversification PotentialDiversification Potential

• The potential of an asset to diversify a portfolio is The potential of an asset to diversify a portfolio is dependent upon the degree of co-movement of returns of dependent upon the degree of co-movement of returns of the asset with those other assets that make up the the asset with those other assets that make up the portfolio.portfolio.

• In a simple, two-asset case, if the returns of the two assets In a simple, two-asset case, if the returns of the two assets are perfectly negatively correlated it is possible are perfectly negatively correlated it is possible (depending on the relative weighting) to eliminate all (depending on the relative weighting) to eliminate all portfolio risk.portfolio risk.

• This is demonstrated through the following series of This is demonstrated through the following series of spreadsheets, and then summarized in graph format.spreadsheets, and then summarized in graph format.

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Example of Portfolio Combinations and Example of Portfolio Combinations and CorrelationCorrelation

AssetExpected

ReturnStandard Deviation

Correlation Coefficient

A 5.0% 15.0% 1B 14.0% 40.0%

Weight of A Weight of BExpected

ReturnStandard Deviation

100.00% 0.00% 5.00% 15.0%90.00% 10.00% 5.90% 17.5%80.00% 20.00% 6.80% 20.0%70.00% 30.00% 7.70% 22.5%60.00% 40.00% 8.60% 25.0%50.00% 50.00% 9.50% 27.5%40.00% 60.00% 10.40% 30.0%30.00% 70.00% 11.30% 32.5%20.00% 80.00% 12.20% 35.0%10.00% 90.00% 13.10% 37.5%0.00% 100.00% 14.00% 40.0%

Portfolio Components Portfolio Characteristics

Perfect Positive

Correlation – no

diversification

Both portfolio returns and risk are bounded by the range set by the constituent assets when ρ=+1

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 81

Example of Portfolio Combinations and Example of Portfolio Combinations and CorrelationCorrelation

AssetExpected

ReturnStandard Deviation

Correlation Coefficient

A 5.0% 15.0% 0.5B 14.0% 40.0%

Weight of A Weight of BExpected

ReturnStandard Deviation

100.00% 0.00% 5.00% 15.0%90.00% 10.00% 5.90% 15.9%80.00% 20.00% 6.80% 17.4%70.00% 30.00% 7.70% 19.5%60.00% 40.00% 8.60% 21.9%50.00% 50.00% 9.50% 24.6%40.00% 60.00% 10.40% 27.5%30.00% 70.00% 11.30% 30.5%20.00% 80.00% 12.20% 33.6%10.00% 90.00% 13.10% 36.8%0.00% 100.00% 14.00% 40.0%

Portfolio Components Portfolio Characteristics

Positive Correlation –

weak diversification

potential

When ρ=+0.5 these portfolio combinations have lower risk – expected portfolio return is unaffected.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 82

Example of Portfolio Combinations and Example of Portfolio Combinations and CorrelationCorrelation

AssetExpected

ReturnStandard Deviation

Correlation Coefficient

A 5.0% 15.0% 0B 14.0% 40.0%

Weight of A Weight of BExpected

ReturnStandard Deviation

100.00% 0.00% 5.00% 15.0%90.00% 10.00% 5.90% 14.1%80.00% 20.00% 6.80% 14.4%70.00% 30.00% 7.70% 15.9%60.00% 40.00% 8.60% 18.4%50.00% 50.00% 9.50% 21.4%40.00% 60.00% 10.40% 24.7%30.00% 70.00% 11.30% 28.4%20.00% 80.00% 12.20% 32.1%10.00% 90.00% 13.10% 36.0%0.00% 100.00% 14.00% 40.0%

Portfolio Components Portfolio Characteristics

No Correlation –

some diversification

potential

Portfolio risk is lower than the risk of either asset A or B.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 83

Example of Portfolio Combinations and Example of Portfolio Combinations and CorrelationCorrelation

AssetExpected

ReturnStandard Deviation

Correlation Coefficient

A 5.0% 15.0% -0.5B 14.0% 40.0%

Weight of A Weight of BExpected

ReturnStandard Deviation

100.00% 0.00% 5.00% 15.0%90.00% 10.00% 5.90% 12.0%80.00% 20.00% 6.80% 10.6%70.00% 30.00% 7.70% 11.3%60.00% 40.00% 8.60% 13.9%50.00% 50.00% 9.50% 17.5%40.00% 60.00% 10.40% 21.6%30.00% 70.00% 11.30% 26.0%20.00% 80.00% 12.20% 30.6%10.00% 90.00% 13.10% 35.3%0.00% 100.00% 14.00% 40.0%

Portfolio Components Portfolio Characteristics

Negative Correlation –

greater diversification

potential

Portfolio risk for more combinations is lower than the risk of either asset

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 84

Example of Portfolio Combinations and Example of Portfolio Combinations and CorrelationCorrelation

AssetExpected

ReturnStandard Deviation

Correlation Coefficient

A 5.0% 15.0% -1B 14.0% 40.0%

Weight of A Weight of BExpected

ReturnStandard Deviation

100.00% 0.00% 5.00% 15.0%90.00% 10.00% 5.90% 9.5%80.00% 20.00% 6.80% 4.0%70.00% 30.00% 7.70% 1.5%60.00% 40.00% 8.60% 7.0%50.00% 50.00% 9.50% 12.5%40.00% 60.00% 10.40% 18.0%30.00% 70.00% 11.30% 23.5%20.00% 80.00% 12.20% 29.0%10.00% 90.00% 13.10% 34.5%0.00% 100.00% 14.00% 40.0%

Portfolio Components Portfolio Characteristics

Perfect Negative

Correlation – greatest

diversification potential

Risk of the portfolio is almost eliminated at 70% invested in asset A

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 85

Diversification of a Two Asset Portfolio Demonstrated Graphically

The Effect of Correlation on Portfolio Risk:The Two-Asset Case

Expected Return

Standard Deviation

0%

0% 10%

4%

8%

20% 30% 40%

12%

B

AB= +1

A

AB = 0

AB = -0.5AB = -1

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 86

Impact of the Correlation CoefficientImpact of the Correlation Coefficient

• Figure 8-7 (see the next slide) illustrates the Figure 8-7 (see the next slide) illustrates the relationship between portfolio risk (relationship between portfolio risk (σσ) ) and the and the correlation coefficientcorrelation coefficient– The slope is not linear a significant amount of The slope is not linear a significant amount of

diversification is possible with assets with no diversification is possible with assets with no correlation (it is not necessary, nor is it possible to correlation (it is not necessary, nor is it possible to find, perfectly negatively correlated securities in the find, perfectly negatively correlated securities in the real world)real world)

– With perfect negative correlation, the variability of With perfect negative correlation, the variability of portfolio returns is reduced to nearly zero.portfolio returns is reduced to nearly zero.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 87

Expected Portfolio ReturnExpected Portfolio ReturnImpact of the Correlation CoefficientImpact of the Correlation Coefficient

8 - 7 FIGURE

15

10

5

0

Stan

dard

Dev

iatio

n (%

) of

Por

tfolio

Ret

urns

Correlation Coefficient (ρ)

-1 -0.5 0 0.5 1

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 88

Zero Risk PortfolioZero Risk Portfolio

• We can calculate the portfolio that removes all risk.We can calculate the portfolio that removes all risk.• When When ρρ = -1, then = -1, then

• Becomes:Becomes:

BAp ww )1( [8-16]

))()()()((2)()()()( ,2222

BABABABBAAp wwww [8-15]

Page 89: Risk, Return, And Portfolio Theory

An Exercise to Produce the Efficient An Exercise to Produce the Efficient Frontier Using Three AssetsFrontier Using Three Assets

Risk, Return and Portfolio TheoryRisk, Return and Portfolio Theory

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 90

An Exercise using T-bills, Stocks and BondsAn Exercise using T-bills, Stocks and Bonds

Base Data: Stocks T-bills BondsExpected Return(%) 12.73383 6.151702 7.0078723

Standard Deviation (%) 0.168 0.042 0.102

Correlation Coefficient Matrix:Stocks 1 -0.216 0.048T-bills -0.216 1 0.380Bonds 0.048 0.380 1

Portfolio Combinations:

Combination Stocks T-bills BondsExpected Return Variance

Standard Deviation

1 100.0% 0.0% 0.0% 12.7 0.0283 16.8%2 90.0% 10.0% 0.0% 12.1 0.0226 15.0%3 80.0% 20.0% 0.0% 11.4 0.0177 13.3%4 70.0% 30.0% 0.0% 10.8 0.0134 11.6%5 60.0% 40.0% 0.0% 10.1 0.0097 9.9%6 50.0% 50.0% 0.0% 9.4 0.0067 8.2%7 40.0% 60.0% 0.0% 8.8 0.0044 6.6%8 30.0% 70.0% 0.0% 8.1 0.0028 5.3%9 20.0% 80.0% 0.0% 7.5 0.0018 4.2%10 10.0% 90.0% 0.0% 6.8 0.0014 3.8%

Weights Portfolio

Historical averages for

returns and risk for three asset

classes

Historical correlation coefficients

between the asset classes

Portfolio characteristics for each combination of securities

Each achievable portfolio combination is plotted on expected return, risk (σ) space, found on the following slide.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 91

Achievable PortfoliosAchievable PortfoliosResults Using only Three Asset ClassesResults Using only Three Asset Classes

Attainable Portfolio Combinationsand Efficient Set of Portfolio Combinations

0.0

2.0

4.0

6.0

8.0

10.0

12.0

14.0

0.0 5.0 10.0 15.0 20.0

Standard Deviation of the Portfolio (%)

Port

folio

Exp

ecte

d R

etur

n (%

) Efficient Set

Minimum Variance Portfolio

The plotted points are attainable portfolio

combinations.

The efficient set is that set of achievable portfolio

combinations that offer the highest rate of return for a

given level of risk. The solid blue line indicates the efficient

set.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 92

Achievable Two-Security PortfoliosAchievable Two-Security PortfoliosModern Portfolio TheoryModern Portfolio Theory

8 - 9 FIGURE

Expe

cted

Ret

urn

%

Standard Deviation (%)

13

12

11

10

9

8

7

60 10 20 30 40 50 60

This line represents the set of portfolio combinations that are achievable by varying relative weights and using two non-correlated securities.

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 93

DominanceDominance

• It is assumed that investors are rational, It is assumed that investors are rational, wealth-maximizing and risk averse.wealth-maximizing and risk averse.

• If so, then some investment choices dominate If so, then some investment choices dominate others.others.

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Investment ChoicesInvestment ChoicesThe Concept of Dominance IllustratedThe Concept of Dominance Illustrated

A B

C

Return%

Risk

10%

5%

To the risk-averse wealth maximizer, the choices are clear, A dominates B,A dominates C.

A dominates B because it offers the same return but for less risk.

A dominates C because it offers a higher return but for the same risk.

20%5%

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Efficient FrontierEfficient FrontierThe Two-Asset Portfolio CombinationsThe Two-Asset Portfolio Combinations

A is not attainable

B,E lie on the efficient frontier and are attainable

E is the minimum variance portfolio (lowest risk combination)

C, D are attainable but are dominated by superior portfolios that line on the line above E

8 - 10 FIGURE

Expe

cted

Ret

urn

%

Standard Deviation (%)

A

E

BC

D

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 96

Efficient FrontierEfficient FrontierThe Two-Asset Portfolio CombinationsThe Two-Asset Portfolio Combinations

8 - 10 FIGURE

Expe

cted

Ret

urn

%

Standard Deviation (%)

A

E

BC

D

Rational, risk averse investors will only want to hold portfolios such as B.

The actual choice will depend on her/his risk preferences.

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DiversificationDiversification

Risk, Return and Portfolio TheoryRisk, Return and Portfolio Theory

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 98

DiversificationDiversification

• We have demonstrated that risk of a portfolio can be We have demonstrated that risk of a portfolio can be reduced by spreading the value of the portfolio across, reduced by spreading the value of the portfolio across, two, three, four or more assets.two, three, four or more assets.

• The key to efficient diversification is to choose assets The key to efficient diversification is to choose assets whose returns are less than perfectly positively whose returns are less than perfectly positively correlated.correlated.

• Even with random or naïve diversification, risk of the Even with random or naïve diversification, risk of the portfolio can be reduced.portfolio can be reduced.– This is illustrated in Figure 8 -11 and Table 8 -3 found on the This is illustrated in Figure 8 -11 and Table 8 -3 found on the

following slides.following slides.• As the portfolio is divided across more and more securities, the risk As the portfolio is divided across more and more securities, the risk

of the portfolio falls rapidly at first, until a point is reached where, of the portfolio falls rapidly at first, until a point is reached where, further division of the portfolio does not result in a reduction in risk.further division of the portfolio does not result in a reduction in risk.

• Going beyond this point is known as superfluous diversification.Going beyond this point is known as superfluous diversification.

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DiversificationDiversificationDomestic DiversificationDomestic Diversification

8 - 11 FIGURE

14

12

10

8

6

4

2

0

Stan

dard

Dev

iatio

n (%

)

Number of Stocks in Portfolio

0 50 100 150 200 250 300

Average Portfolio RiskJanuary 1985 to December 1997

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CHAPTER 8 – Risk, Return and Portfolio Theory 8 - 100

DiversificationDiversificationDomestic DiversificationDomestic Diversification

Number of Stocks in Portfolio

Average Monthly Portfolio

Return (%)

Standard Deviation of Average

Monthly Portfolio Return (%)

Ratio of Portfolio Standard Deviation to

Standard Deviation of a Single Stock

Percentage of Total Achievable Risk Reduction

1 1.51 13.47 1.00 0.002 1.51 10.99 0.82 27.503 1.52 9.91 0.74 39.564 1.53 9.30 0.69 46.375 1.52 8.67 0.64 53.316 1.52 8.30 0.62 57.507 1.51 7.95 0.59 61.358 1.52 7.71 0.57 64.029 1.52 7.52 0.56 66.17

10 1.51 7.33 0.54 68.30

14 1.51 6.80 0.50 74.1940 1.52 5.62 0.42 87.2450 1.52 5.41 0.40 89.64100 1.51 4.86 0.36 95.70200 1.51 4.51 0.34 99.58222 1.51 4.48 0.33 100.00

Source: Cleary, S. and Copp D. "Diversification with Canadian Stocks: How Much is Enough?" Canadian Investment Review (Fall 1999), Table 1.

Table 8-3 Monthly Canadian Stock Portfolio Returns, January 1985 to December 1997

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Total Risk of an Individual AssetTotal Risk of an Individual AssetEquals the Sum of Market and Unique RiskEquals the Sum of Market and Unique Risk

• This graph illustrates This graph illustrates that total risk of a that total risk of a stock is made up of stock is made up of market risk (that market risk (that cannot be diversified cannot be diversified away because it is a away because it is a function of the function of the economic ‘system’) economic ‘system’) and unique, company-and unique, company-specific risk that is specific risk that is eliminated from the eliminated from the portfolio through portfolio through diversification.diversification.

[8-19]

Stan

dard

Dev

iatio

n (%

)

Number of Stocks in Portfolio

Average Portfolio Risk

Diversifiable (unique) risk

Nondiversifiable (systematic) risk

risk )systematic-(non Uniquerisk c)(systematiMarket risk Total [8-19]

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International DiversificationInternational Diversification

• Clearly, diversification adds value to a Clearly, diversification adds value to a portfolio by reducing risk while not reducing portfolio by reducing risk while not reducing the return on the portfolio significantly.the return on the portfolio significantly.

• Most of the benefits of diversification can be Most of the benefits of diversification can be achieved by investing in 40 – 50 different achieved by investing in 40 – 50 different ‘positions’ (investments)‘positions’ (investments)

• However, if the investment universe is However, if the investment universe is expanded to include investments beyond the expanded to include investments beyond the domestic capital markets, additional risk domestic capital markets, additional risk reduction is possible.reduction is possible.

(See Figure 8 -12 found on the following slide.)(See Figure 8 -12 found on the following slide.)

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DiversificationDiversificationInternational DiversificationInternational Diversification

8 - 12 FIGURE

100

80

60

40

20

0

Perc

ent r

isk

Number of Stocks0 10 20 30 40 50 60

International stocks

U.S. stocks

11.7

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Summary and ConclusionsSummary and Conclusions

In this chapter you have learned:In this chapter you have learned:– How to measure different types of returnsHow to measure different types of returns– How to calculate the standard deviation and How to calculate the standard deviation and

interpret its meaninginterpret its meaning– How to measure returns and risk of portfolios and How to measure returns and risk of portfolios and

the importance of correlation in the diversification the importance of correlation in the diversification process.process.

– How the efficient frontier is that set of achievable How the efficient frontier is that set of achievable portfolios that offer the highest rate of return for a portfolios that offer the highest rate of return for a given level of risk.given level of risk.

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Concept Review QuestionsConcept Review Questions

Risk, Return and Portfolio TheoryRisk, Return and Portfolio Theory

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Concept Review Question 1Concept Review Question 1Ex Ante and Ex Post ReturnsEx Ante and Ex Post Returns

What is the difference between ex ante and What is the difference between ex ante and ex post returns?ex post returns?

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CopyrightCopyright

Copyright © 2007 John Wiley & Copyright © 2007 John Wiley & Sons Canada, Ltd. All rights Sons Canada, Ltd. All rights reserved. Reproduction or reserved. Reproduction or translation of this work beyond that translation of this work beyond that permitted by Access Copyright (the permitted by Access Copyright (the Canadian copyright licensing Canadian copyright licensing agency) is unlawful. Requests for agency) is unlawful. Requests for further information should be further information should be addressed to the Permissions addressed to the Permissions Department, John Wiley & Sons Department, John Wiley & Sons Canada, Ltd.Canada, Ltd. The purchaser may The purchaser may make back-up copies for his or her make back-up copies for his or her own use only and not for distribution own use only and not for distribution or resale.or resale. The author and the The author and the publisher assume no responsibility publisher assume no responsibility for errors, omissions, or damages for errors, omissions, or damages caused by the use of these files or caused by the use of these files or programs or from the use of the programs or from the use of the information contained herein.information contained herein.