applied finance lectures 1. what is finance? 2. the diffusion of the discounted cash flow method 3....

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Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory 4. CAPM: the relationship between expected returns and risk 5. The Efficient Market Hypothesis: do stock prices move randomly? 6. Modigliani-Miller: does financing matter? 7. Black – Merton – Scholes: how to value options 8. Beyond Black-Merton-Scholes: state prices, stochastic discount factors

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Page 1: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Applied Finance Lectures

• 1. What is finance?

• 2. The diffusion of the discounted cash flow method

• 3. Markowitz and the birth of modern portfolio theory

• 4. CAPM: the relationship between expected returns and risk

• 5. The Efficient Market Hypothesis: do stock prices move randomly?

• 6. Modigliani-Miller: does financing matter?

• 7. Black – Merton – Scholes: how to value options

• 8. Beyond Black-Merton-Scholes: state prices, stochastic discount factors

Page 2: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

What is Finance?

Equity

Debt

Investors

Dividends

Companies

Interests

Operating cash flow

Capital expenditures

Portfolio management

Page 3: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Asset pricing models

Time

Uncertainty

Discounted cash flow method

Capital Asset Pricing Model

MarkowitzSharpe Lintner

Option Pricing Models

Black ScholesCox Ross Rubinstein

State Prices

Arrow-Debreu

Stochastic discount factors

Page 4: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Outline

• 1. What is finance?

• 2. The diffusion of the discounted cash flow method

• 3. Markowitz and the birth of modern portfolio theory

• 4. CAPM: the relationship between expected returns and risk

• 5. The Efficient Market Hypothesis: do stock prices move randomly?

• 6. Modigliani-Miller: does financing matter?

• 7. Black – Merton – Scholes: how to value options

• 8. Beyond Black-Merton-Scholes: state prices, stochastic discount factors

Page 5: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Discounted cash flow method

nn

n

r

C

r

C

r

CPV

)1(...

)1(1 22

2

1

1

Cash flows

Required rates of return

PV = C1 v1 + C2 v2 + …+Cn vn

Page 6: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Penetration rate of discount cash flow

Diffusion Curve for DCF Techniques

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005

Per

cen

t A

do

pti

ng

Callahan, C. and S. Haka, A Model and Test of Interfirm Innovation Diffusion: the Case of Discounted Cash Flow

Techniques, Manuscript January 2002

Page 7: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Outline

• 1. What is finance?

• 2. The diffusion of the discounted cash flow method

• 3. Markowitz and the birth of modern portfolio theory

• 4. CAPM: the relationship between expected returns and risk

• 5. The Efficient Market Hypothesis: do stock prices move randomly?

• 6. Modigliani-Miller: does financing matter?

• 7. Black – Merton – Scholes: how to value options

• 8. Beyond Black-Merton-Scholes: state prices, stochastic discount factors

Page 8: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Markowitz (1952) Portfolio selection

• Return of portfolio: normal distribution

• Characteristics of a portfolio:

1. Expected return

2. Risk: Variance/Standard deviation

Page 9: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Calculation of optimal portfolio

iX

X

RRX

XXVarianceMin

i

ii

iPii

i jijji

0

1

:subject to

Page 10: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Markowitz: the birth of modern portfolio theory

A

B

Riskless rate

Optimal risky portfolio

Optimal asset allocation

0.00

5.00

10.00

15.00

20.00

25.00

30.00

0.00 10.00 20.00 30.00 40.00 50.00 60.00

Risk (standard deviation)

Expec

ted r

eturn

Page 11: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Outline

• 1. What is finance?

• 2. The diffusion of the discounted cash flow method

• 3. Markowitz and the birth of modern portfolio theory

• 4. CAPM: the relationship between expected returns and risk

• 5. The Efficient Market Hypothesis: do stock prices move randomly?

• 6. Modigliani-Miller: does financing matter?

• 7. Black – Merton – Scholes: how to value options

Page 12: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Capital Asset Pricing Model

Stock A

Stock B

Stock D

Market portfolioStock C

0.00%

2.00%

4.00%

6.00%

8.00%

10.00%

12.00%

14.00%

16.00%

18.00%

20.00%

0.00% 5.00% 10.00% 15.00% 20.00% 25.00% 30.00% 35.00% 40.00% 45.00% 50.00%

Standard deviation

Exp

ecte

d r

etu

rn

Page 13: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Capital Asset Pricing Model

Expected return

Beta

Risk free interest rate

r

rM

)( FMF rrrr

Page 14: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Net Present Value Calculation with CAPM

tFMF

tt

rrr

CECPV

])(1[

)()(

Page 15: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Outline

• 1. What is finance?

• 2. The diffusion of the discounted cash flow method

• 3. Markowitz and the birth of modern portfolio theory

• 4. CAPM: the relationship between expected returns and risk

• 5. The Efficient Market Hypothesis: do stock prices move randomly?

• 6. Modigliani-Miller: does financing matter?

• 7. Black – Merton – Scholes: how to value options

• 8. Beyond Black-Merton-Scholes: state prices, stochastic discount factors

Page 16: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Jensen 1968 - Distribution of “t” values for excess return115 mutual funds 1955-1964

0

5

10

15

20

25

30

35

-5 -4 -3 -2 -1 0 1 2 3 4

Not significantly different from 0

Page 17: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

US Equity Mutual Funds 1982-1991(Malkiel, Journal of Finance June 1995)

• Average Annual Return

• Capital appreciation funds 16.32%

• Growth funds 15.81%

• Small company growth funds 13.46%

• Growth and income funds 15.97%

• Equity income funds 15.66%

• S&P 500 Index 17.52%

• Average deviation from benchmark -3.20%

(risk adjusted)

Page 18: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

The Efficient Market Hypothesis

600

700

800

900

1000

1100

1200

1300

1400

1500

1600

03-J

an-0

0

16-F

eb-0

0

31-M

ar-0

0

16-M

ay-0

0

29-J

un-0

0

14-A

ug-0

0

27-S

ep-0

0

09-N

ov-0

0

26-D

ec-0

0

09-F

eb-0

1

27-M

ar-0

1

10-M

ay-0

1

25-J

un-0

1

08-A

ug-0

1

28-S

ep-0

1

14-N

ov-0

1

31-D

ec-0

1

14-F

eb-0

2

03-A

pr-0

2

16-M

ay-0

2

01-J

ul-0

2

14-A

ug-0

2

27-S

ep-0

2

11-N

ov-0

2

26-D

ec-0

2

13-F

eb-0

3

31-M

ar-0

3

14-M

ay-0

3

27-J

un-0

3

12-A

ug-0

3

25-S

ep-0

3

07-N

ov-0

3

23-D

ec-0

3

09-F

eb-0

4

24-M

ar-0

4

07-M

ay-0

4

23-J

un-0

4

06-A

ug-0

4

21-S

ep-0

4

03-N

ov-0

4

S&

P 5

00 In

dex

S&P 500 2000-2004

Page 19: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

The Efficient Market Hypothesis

-8.00%

-6.00%

-4.00%

-2.00%

0.00%

2.00%

4.00%

6.00%

8.00%

03/0

1/20

00

03/0

3/20

00

03/0

5/20

00

03/0

7/20

00

03/0

9/20

00

03/1

1/20

00

03/0

1/20

01

03/0

3/20

01

03/0

5/20

01

03/0

7/20

01

03/0

9/20

01

03/1

1/20

01

03/0

1/20

02

03/0

3/20

02

03/0

5/20

02

03/0

7/20

02

03/0

9/20

02

03/1

1/20

02

03/0

1/20

03

03/0

3/20

03

03/0

5/20

03

03/0

7/20

03

03/0

9/20

03

03/1

1/20

03

03/0

1/20

04

03/0

3/20

04

03/0

5/20

04

03/0

7/20

04

03/0

9/20

04

03/1

1/20

04

Dai

ly R

etu

rns

S&P 500 2000-2004

Page 20: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

The Random Walk Model

-8.00%

-6.00%

-4.00%

-2.00%

0.00%

2.00%

4.00%

6.00%

8.00%

-8.00% -6.00% -4.00% -2.00% 0.00% 2.00% 4.00% 6.00% 8.00%

Return day t

Ret

urn

day

t+

1

Page 21: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Outline

• 1. What is finance?

• 2. The diffusion of the discounted cash flow method

• 3. Markowitz and the birth of modern portfolio theory

• 4. CAPM: the relationship between expected returns and risk

• 5. The Efficient Market Hypothesis: do stock prices move randomly?

• 6. Modigliani-Miller: does financing matter?

• 7. Black – Merton – Scholes: how to value options

• 8. Beyond Black-Merton-Scholes: state prices, stochastic discount factors

Page 22: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Does the capital structure matters?

• Modigliani Miller 1958: NO, under some conditions

Debt

Equity

Page 23: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Trade-off theory

Market value

Debt ratio

Value of all-equity firm

PV(Tax Shield)

PV(Costs of financial distress)

Page 24: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Outline

• 1. What is finance?

• 2. The diffusion of the discounted cash flow method

• 3. Markowitz and the birth of modern portfolio theory

• 4. CAPM: the relationship between expected returns and risk

• 5. The Efficient Market Hypothesis: do stock prices move randomly?

• 6. Modigliani-Miller: does financing matter?

• 7. Black – Merton – Scholes: how to value options

• 8. Beyond Black-Merton-Scholes: state prices, stochastic discount factors

Page 25: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Options

• Right to:

• Buy (CALL)

• Sell (PUT)

• an asset

• at a fixed price (EXERCICE PRICE / STRIKING PRICE)

• up to or at a future date (MATURITY)

• at a future date (EUROPEAN OPTION)

• up to a future date (AMERICAN OPTION)

Page 26: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Buy 1 Fortis share

0

5

10

15

20

25

30

35

40

45

0 5 10 15 20 25 30 35 40

Stock price

Val

ue

of

po

rtfo

lio

Page 27: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Buying a put

0

5

10

15

20

25

30

35

40

45

0 5 10 15 20 25 30 35 40

Stock price

Val

ue

at m

atu

rity

Put

Stock

Stock + Put

Page 28: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Buying a call

0

5

10

15

20

25

30

35

40

45

0 5 10 15 20 25 30 35 40

Stock price

Call

Bond

Bond + Call

Page 29: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

How to value an option

• Standard present value calculation fails

• Value of option = f(Stock price, Time)

• Required rate of return = f(Stock price, Time)

• Black Merton Scholes

• Combine stock and option to create a riskless position

• Law of one price (no arbitrage)

f=(#shares)(Stockprice)+Bond

Page 30: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

The fundamental partial differential equation

• Assume we are in a risk neutral world

rfSS

f

S

frS

t

f 22

2

2

2

1

Expected change of the value of derivative security

Change of the value with respect to time Change of the value

with respect to the price of the underlying asset

Change of the value with respect to volatility

Page 31: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

And now, the Black Scholes formulas

• Closed form solutions for European options on non dividend paying stocks assuming:

• Constant volatility

• Constant risk-free interest rate

)()( 210 dNKedNSC rT Call option:

Put option: )()( 102 dNSdNKeP rT

TT

KeSd

rT

5.0)/ln( 0

1

Tdd 12

N(x) = cumulative probability distribution function for a standardized normal variable

Page 32: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Binomial option pricing model

Stock price S

Stock price Su

Option fu

Stock price Sd

Option fd

Time interval Δt

tr

fppff du

1

)1(

Risk neutral probability

Risk free interest rate

du

d

SS

StrSp

)1(

Page 33: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Outline

• 1. What is finance?

• 2. The diffusion of the discounted cash flow method

• 3. Markowitz and the birth of modern portfolio theory

• 4. CAPM: the relationship between expected returns and risk

• 5. The Efficient Market Hypothesis: do stock prices move randomly?

• 6. Modigliani-Miller: does financing matter?

• 7. Black – Merton – Scholes: how to value options

• 8. Beyond Black-Merton-Scholes: state prices, stochastic discount factors

Page 34: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

State prices

Current price

State

Up Down

Stock S Su Sd

Risk free bond 1 1+rΔt 1+rΔt

Law of one price

(no free lunches) )1()1(1 trvtrv

SvSvS

du

dduu

tr

pvu

1

Price of a digital option

Page 35: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Stochastic discount factors

• Valuing a derivative:

)~~

(

)()(

1fM

vf

v

fvfvf

d

ddu

u

uu

dduu

Expectation operator

Stochastic discount factor

Random payoff of derivative

Page 36: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Growth of derivative industry

0

50,000

100,000

150,000

200,000

250,000

1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003

Pri

nc

ipa

l A

mo

un

t U

SD

Bil

lio

ns

Markets OTC

Page 37: Applied Finance Lectures 1. What is finance? 2. The diffusion of the discounted cash flow method 3. Markowitz and the birth of modern portfolio theory

Explosion of the market for options

0.0

5,000.0

10,000.0

15,000.0

20,000.0

25,000.0

30,000.0

1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002

Pri

nci

pal

am

ou

nt

US

D b

illio

ns