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1 IV. Calculating the Efficient Frontier
29

1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

Dec 21, 2015

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Page 1: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

1

IV. Calculating the Efficient Frontier

Page 2: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

2

Calculating the Efficient Frontier

1) Short sales are allowed, riskless lending and borrowing is allowed

2) Short sales are allowed , no riskless borrowing and lending

3) Short sales disallowed, riskless lending and borrowing allowed

4) Short sales disallowed , no riskless lending and borrowing

Special CasesRiskless borrowing and lending at different rate Lintner short sales – a more realistic case

Page 3: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

3

1

12

1 2

2

2 2j

1 1 1

1 22 1

P roduct Rule

12

( ) ( )

[

F F

]

X

d ( ) ( )( ) ( )

N

j

j

F P

N N N

j F j j k jkj j k

k j

R

X

X X

Rp

R R X X

dF X dF XF X F X

dX dX dX

Page 4: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

4

1

1 32 2

212 j

2 2

22

p

i2

1

j 1

j i

X2 2

0

Change in variables

R Z

i F P Fi i

P P

P Fj F j i j

j P

Fi

P

i

ij

d

dX j

j

j i

N

R R R RX

d R RR R X X

dX

RX

N

Page 5: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

5

2

i i

Lintner Equations

N

j 1

j i

For i=1...n

X , 1, X

X

i F i i

i ii

i

j ijR R Z Z

Z Z

Z

Page 6: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

6

F12

13

23

12

R1. 14 6 .5 5

2. 8 3 .2

3. 20 15 .4

R

(6)(3)(.5) 9

13

23

21 1 1 2 1,2 3 1,3

22 1 1,2 2 2 3 2,3

23 1 1,2 2 2,3 3 3

(6)(15)(.2) 18

(3)(15)(.4) 18

F

F

F

R R Z Z Z

R R Z Z Z

R R Z Z Z

Page 7: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

7

1 2 3

1 2 3

1 2 3

1 1

3 3

a

b

15=18Z

9 36 9 18

3=9Z 9 18

+18Z +225Z c

Solve Simultaneously

2a-b 27Z 6 Z

9

12b 189Z 9 Z

21

Z Z Z

Z Z

c

Page 8: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

8

2

2

2

2

36

9

Plug in A

2 19 18 9

9 21

188 9 9

21

3

2

1

63

Z

Z

Z

Z

Page 9: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

9

2

1 2 3

14 1

63 6318 181 263 63

3

6318363

14 1

18 18

3

18

Remember

14 1 3 18, Z , Z , .285

63 63 63 63

X , X ,

X

p Fi

P

R

Z

RZ

Z

Page 10: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

10

2 2

2

2

14 1 3 264 2(14) (8) (20) 14

18 18 18 18 3

14 1 3 14 1 14 3 1 3(36) (9) (225) 2 9 2 18 2 18

18 18 18 18 18 18 18 18 18

7056 9 2025 252 1512 108 10, 96 =

324 324 324 324 324 324

p

P

R

P

2

17418

60918

2 609

324 18

264 90 174 R

18 18 18

R 174 .285

609

P F

F

P

R

R

Page 11: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

11

If short sales are allowed:

• Portfolios of efficient portfolios are efficient

• The entire efficient frontier is a portfolio of any two portfolios on the efficient frontier

• Each security has zero weight in at most 1 efficient portfolio

Page 12: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

12

11

1

22 2i

1

MAKE

XN N

1 i=1

N

1

SOLUTION WITH SHORT SALES

( ) =

2

P F

P

F

i i j ij

N

j i

X

Xi

i

R R

R R

X

i

1j=1

FOR

for i=1,N

N EQUATIONS FOR N UNKNOWNS

SOLUTION TO SYSTEM OF SIMULATANEOUS EQUATIONS

N

j=1

N

d = 0 i=1,N

R =

R =

i

F j ij

F j ij

X

dX

R

ZR

11

1

z

z

x

Page 13: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

13

*

1

2 2i j

i= 1

P

i

=

SOLUTION WITH NO SHORT SALES

1

i=1

MINIMIZE X

SUBJECT TO

i 1

2

= R

1

X

xi i iji

ii

j iX

Xi

Rx

*

i

FOR i=1,....,N

SOLVE FOR ALTERNATIVE VALUES OF

QUADRATIC PRGAMMING PROBLEM

R

0

Page 14: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

14

Page 15: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

15

i

i

i

d θ0

dX

Khun Tucker Conditions

X 0

X 0

0

i

i

i

Page 16: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

16

Page 17: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

17

Page 18: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

18

Page 19: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

19

Page 20: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

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Page 21: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

21

Page 22: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

22

FORECAST OF FUTURE CAPITAL MARKET BEHAVIOR

FORCAST OF SECURITY TYPES AND OR

INDIVIDUAL SECURITIES USUALLY EMPLOY

AS A BASIS ONE OF THE FOLLOWING

FORECASTS:

1. INFLATION

2. TREASURY BILLS

3. TREASURY BONDS

Page 23: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

23

INFLATION 33.3%

DIFFERENTIAL FOR BILLS .5%

BILL RATE 3.8%

DIFFERENTIAL FOR CORPS. 4.8%

CORPORATE RATE 8.6%

DIFFERENTIAL FOR STOCKS 5.1%

STOCK RATE 13.7%

DIFFERENTIAL FOR SMALL STOCKS 9.1%

SMALL STOCK RATE 22.8%

Page 24: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

24

Page 25: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

25

Page 26: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

26

Page 27: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

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Page 28: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

28

Short sales revisited - Broker dealer

In fact when short sell don't get proceeds to

invest in risky securities

Can't short sell an unlimited amount of

securities

Can get proceeds to invest in

i

i F

i

T-bill rate

Must put up capital but can earn T-bill rate

Limited to original capital plus lending and

borrowing

When short sell X is negative

get X ( 2 )

Limited by capital long XiR R

i

1

j=k+11

N

X

2

- short = 1,

or X 1

i Fp i i i

K

iX R RR X R

Page 29: 1 IV. Calculating the Efficient Frontier. 2 Calculating the Efficient Frontier 1)Short sales are allowed, riskless lending and borrowing is allowed 2)Short.

29

i F i1 1

P F i1 1

i1

i

N

N

N

X

X

X

but X 1 so R

R R ( ) ( )

( )

Same as original equation except X 1

Just scale the Z's differently

K

F i Fi i k

K

i F i i Fi i k

p F i Fi

R X R

XR R R R

R R R R