Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson...

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Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8 Index Models Index Models and the and the Arbitrage Arbitrage Pricing Theory Pricing Theory

Transcript of Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson...

Page 1: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1Slide 8-1

Chapter 8

Index Models Index Models and the and the Arbitrage Arbitrage Pricing TheoryPricing Theory

Page 2: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-2Slide 8-2

Chapter Summary

Objective: To discuss the nature and illustrate the use of arbitrage. To introduce the index model and the APT.

The Single Index Model The Arbitrage Pricing Theory

Page 3: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-3Slide 8-3

Advantages: Reduces the number of inputs for

diversification Easier for security analysts to specialize

Drawback: the simple dichotomy rules out important

risk sources (such as industry events)

The Single Index Model

Page 4: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-4Slide 8-4

ßi = index of a security’s particular return to the factor

F= some macro factor; in this case F is unanticipated movement; F is commonly related to security returns

Single Factor Model

iiii eF)R(Er

Assumption: a broad market index like the S&P500 is the common factor

Page 5: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-5Slide 8-5

Single Index Model

ifMiifi e)rr()rr(

i = stock’s expected return if market’s excess return is zero

i(rM-ri) = the component of return due to market movements

ei = the component of return due to unexpected firm-specific events

Page 6: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-6Slide 8-6

Let: Ri = (ri - rf)

Rm = (rm - rf)

Risk premiumformat

Ri = i + ßiRm + ei

Risk Premium Format

Page 7: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-7Slide 8-7

Market or systematic risk: risk related to the macro economic factor or market index

Unsystematic or firm specific risk: risk not related to the macro factor or market index

Total risk = Systematic + Unsystematic

Components of Risk

Page 8: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-8Slide 8-8

i2 = total variance

i2 m

2 = systematic variance

2(ei) = unsystematic variance

Measuring Components of Risk

)e( i22

M2i

2i

Page 9: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-9Slide 8-9

Total Risk = Systematic +Unsystematic

Examining Percentage of Variance

2

2M

2i2 squareR

2i

22 )e(

1

)e(22M

2

Page 10: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-10Slide 8-10

Security Characteristic Line

Excess Returns (i)SCL

..

..

.... ..

..

.. ..

.. .. ..

.. ..

..

.. ..

......

..

..

..

....

......

....

..

....

....

..

.. ..

..

.. ..

..

.. ...... ..

.. .... ..Excess returnson market index

Ri = i + ßiRm + ei

Page 11: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-11Slide 8-11

Using the Text Example from Table 8-1

Excess X Returns

Excess Mkt Returns

January 5.41 7.24

February 3.44 0.93

. . .

December 2.43 3.90

Mean -0.60 1.75

Std Deviation 4.97 3.32

Page 12: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-12Slide 8-12

Regression Results

)rr(rr fMfXYZ

Estimated coefficient -2.590 1.1357

Std error of estimate (1.547) (0.309)

Variance of residuals = 12.601

Std dev of residuals = 3.550

R-SQR = 0.575

Page 13: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-13Slide 8-13

Index Model and Diversification

n

1iPP

n

1iPP

n

1iPP en

1e;n1;n

1

iMiii eRR

)e( P2

M2

P2

P2

PMPPP eRR

Page 14: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-14Slide 8-14

Risk Reduction with Diversification

Number of Securities

St. Deviation

Market Risk

Unique Risk

2(eP)=2(e) / n

P2M

2

Page 15: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-15Slide 8-15

Industry Prediction of Beta

BMO Nesbitt Burns and Merrill Lynch examples BMO NB uses returns not risk premiums has a different interpretation: + rf (1-) Merill Lynch’s ‘adjusted ’

Forecasting beta as a function of past beta Forecasting beta as a function of firm size,

growth, leverage etc.

Page 16: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-16Slide 8-16

Multifactor Models

Use factors in addition to market return Examples include industrial production, expected

inflation etc. Estimate a beta for each factor using multiple

regression Chen, Roll and Ross

Returns a function of several macroeconomic and bond market variables instead of market returns

Fama and French Returns a function of size and book-to-market value

as well as market returns

Page 17: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-17Slide 8-17

Summary Reminder

Objective: To discuss the nature and illustrate the use of arbitrage. To introduce the index model and the APT.

The Single Index Model The Arbitrage Pricing Theory

Page 18: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-18Slide 8-18

Arbitrage Pricing Theory

Arbitrage - arises if an investor can construct a zero investment portfolio with a sure profit

Since no investment is required, an investor can create large positions to secure large levels of profit

In efficient markets, profitable arbitrage opportunities will quickly disappear

Page 19: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-19Slide 8-19

Arbitrage Example (pp. 293-295)

Stock Current Price

($)

Expected Return

(%)

Standard Deviation (%)

A 10 25.0 29.58

B 10 20.0 33.91

C 10 32.5 48.15

D 10 22.5 8.58

Page 20: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-20Slide 8-20

Arbitrage Portfolio

Mean Standard Deviation

Correlation

Portfolio of A, B & C

25.83 6.400.94

D stock 22.25 8.58

Page 21: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-21Slide 8-21

Arbitrage Action and Returns

Action: Short 3 shares of D and buy 1 of A, B & C to form portfolio PReturns: You earn a higher rate on the investment than you pay on the short sale

E(r)

P D

25.8322.25

6.40 8.58

Page 22: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-22Slide 8-22

APT & Well-Diversified Portfolios

F is some macroeconomic factor For a well-diversified portfolio eP

approaches zero The result is similar to CAPM

PPPP eF)r(Er

Page 23: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-23Slide 8-23

F

E(r)(%)

Portfolio

F

E(r)(%)

Individual Security

Portfolio & Individual Security Comparison

Page 24: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-24Slide 8-24

E(r)%

Beta for F

10

76

Risk Free = 4

AD

C

.5 1.0

Disequilibrium Example

Page 25: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-25Slide 8-25

Disequilibrium Example

Short Portfolio C Use funds to construct an equivalent risk

higher return Portfolio D D is comprised of A & Risk-Free Asset

Arbitrage profit of 1%

Page 26: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-26Slide 8-26

M

Beta (Market Index)

Risk Free

1.0

[E(rM) - rf]

Market Risk Premium

E(r)

APT with Market Index Portfolio

Page 27: Bodie Kane Marcus Perrakis RyanINVESTMENTS, Fourth Canadian Edition Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-1 Chapter 8.

Bodie Kane Marcus Perrakis Ryan INVESTMENTS, Fourth Canadian Edition

Copyright © McGraw-Hill Ryerson Limited, 2003 Slide 8-27Slide 8-27

APT applies to well diversified portfolios and not necessarily to individual stocks

With APT it is possible for some individual stocks to be mispriced - not lie on the SML

APT is more general in that it gets to an expected return and beta relationship without the assumption of the market portfolio

APT can be extended to multifactor models

APT and CAPM Compared