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Part II : PORTFOLIO THEORY
o Risk and Return
o Efficient Diversification
o CAPM and APT
o Efficient Markets
o Behavioral Finance and Technical Analysis
BUS403 Investments 2014_Spring Prof. Chung
BUS403 Investments 2014_Spring Prof. Chung
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Risk and Return
2
Investment returns
• The rate of return on an investment can be calculated as follows:
(Ending price-Beginning price + Cash dividend) HPR = ________________________
Beginning price
(HPR: Holding period return)
• initial price(P0): $1,000, $1,100 after one year(P1) and $100 dividend, the rate of return for this investment is:
($1,100 - $1,000+$100) / $1,000 = 20%.
Return and Risk
Capital gain yield
Dividend yield
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Table 5.1 : Quarterly cash flows and rates of return of a mutual fund
(unit: mil.) 1st 2nd 3rd 4th
Assets(Beg.) 1.0 1.2 2.0 .8
HPR .10 .25 (.20) .25
TA (Before Net Flows) 1.1 1.5 1.6 1.0
Net Inflows 0.1 0.5 (0.8) 0.0
Assets(End) 1.2 2.0 .8 1.0
Return and Risk
Measuring returns over multiple periods
BUS403 Investments 2014_Spring Prof. Chung
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Arithmetic average
ra = (r1 + r2 + r3 + ... rn) / n
ra = (.10 + .25 - .20 + .25) / 4
= .10 or 10%
Geometric (time-weighted average return) average
(1+rg)n=[(1+r1) (1+r2) .... (1+rn)]
rg = {[(1.1) (1.25) (.8) (1.25)]} 1/4 - 1
= (1.5150)1/4 -1 = .0829 = 8.29%
Measuring returns over multiple periods
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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Money (dollar)-weighted average rate of return
– IRR for the portfolio,
%17.4,)1(
1
)1(
8.0
)1(
5.0
i)(1
1.010
PV(CIF)PV(COF) or 0NPV when
432
iiii
Time Outflows($mil.) Inflows($mil.) Net Cash Flows ($mil.)
0 1 (1)
1 1.1+0.1 1.1 (0.1)
2 1.5+0.5 1.5 (0.5)
3 1.6+(0.8) 1.6 0.8
4 1 1
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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Case2. Money (dollar)-weighted rate of return
%39.9,)1(
10$470$
)1(
5$
i)(1
$225$200
2
i
ii
Time Outflows($) Inflows($) Return(%)
0 200
1 225+225 225 + 5(Div.)# 15[=(225-200+5)/200]
2 470(235*2) + 10(Div. 5*2) 6.67[=(470-450+10)/450]
• Arithmetic mean: 10.84% [=(15+6.67)/2]
• Geometric mean: 10.76% [=(1.15)(1.0667) – 1]
# not reinvested
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
time Outlay
0 $200 to purchase the first share
1 $225 to purchase the second share
Proceeds
1 $5 dividend received from the first share(not reinvested)
2 $10 dividend ($5 per share * 2 shares)
2 $470 received from selling two shares at $235 per share
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Money (dollar)-weighted rate of return (cont’d)
IRR 9.39% vs. Arithmetic mean 10.84%
More weight given to the second year when more
money was invested. ($200 vs. $450)
Drawback as a tool for money managers’
performance measure
Clients determine when and how much money is
given.
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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Conventions of rate of return quotation
Nominal rate (iNOM) – also called the contracted,
quoted, stated rate or APR (annual percentage rate).
APR=(periods in year) X (rate for period)
APR = 12 * 1% = 12%
Periodic rate (iPER) – amount of interest charged
each period, e.g. monthly or quarterly.
iPER = iNOM / m, where m is the number of
compounding periods per year. m = 4 for quarterly
and m = 12 for monthly compounding.
Return and Risk
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Effective (or equivalent) annual rate (EAR): the
annual rate of interest actually being earned.
EAR=( 1+ iPER)Periods per year - 1
=( 1 + iNOM / m )m - 1
EAR for monthly return of 1%
EAR = (1.01)12 - 1 = 12.68%
An investor would be indifferent between an
investment offering a 12.68% annual return and
one offering a 1% monthly compounding return.
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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ㅇ Nominal rate of return (APR) : 8%
ㅇ Effective rate of return
EARannually : (1+0.08)-1=8.00%
EARsemiannually : (1+0.08/2)2-1=8.16%
EARquarterly : (1+0.08/4)4-1=8.24%
EARmonthly : (1+0.08/12)12-1=8.30%
EARcontinuously compounding : e0.08-1=8.33%
Why is it important to consider EAR? An investment with monthly payments is different
from one with quarterly payments. Must put each return on an EAR basis to compare rates of return.
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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ㅇ effective rate (cont’d)
Ex.) Which one has a higher effective interest rate?
A 3mo. T-bill selling at $97,645 (pure discount bond,
face value : $100,000) vs.
A coupon bond selling at par and paying a 10% coupon
semiannually.
(100,000-97,645)/97,645=r3=0.0241
EART=(1+r3)4-1=(1+0.0241)4-1=0.0999
vs.
EARC=(1+r6)2-1=(1+0.1/2)2-1 =0.1025
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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Nominal (Real) rate: growth rate of the money (purchasing power)
Fisher effect: Exact
(1+명목)=(1+실질)*(1+ 예상 물가상승률) (1+R)=(1+r)(1+i), r = (R - i) / (1 + i) r=(9%-6%) / (1.06) = 2.83%
Fisher effect: Approximation nominal rate ≈ real rate + expected rate of inflation
(Ex) R = 9%, i = 6% R = r + i, r = R - i r= 9% - 6%=3%
Real vs. Nominal Rates
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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Probability distributions
A listing of all possible outcomes, and the
probability of each occurrence.
Expected Rate of Return
Rate of
Return (%) 100 15 0 -70
Firm X
Firm Y
Return and Risk
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Expected Rate of Return
15.0% (0.3) (-70%)
(0.4) (15%) (0.3) (100%) k
P k k
return of rate expected k
M
^
n
1i
ii
^
^
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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Stand-Alone Risk: the standard deviation
2variancedeviation Standard
2222 )ˆ( kEkEkkE
21
2
22
n
1i
i
2^
i
(0.3)15.0) - (-70.0
(0.4)15.0) - (15.0 (0.3)15.0) - (100.0
P )k (k
M
=65.84%
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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Normal Distribution with Mean of 12%
and St Dev of 20%
Return and Risk Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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Comments on standard deviation as a measure of risk
Standard deviation (σi) measures total, or stand-alone, risk.
Larger σi is associated with a wider probability distribution of returns.
The larger σi is, the lower the probability that actual returns will be close to expected returns.
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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Example of measuring Expected return and risk
States (s) 1 2 3 4 5
Prob. (ps) 0.1 0.15 0.25 0.35 0.15
Returns (RA,s) -0.1 0.0 0.1 0.2 0.3
1187.0A
n
s
A sAsRE Rp1
13.0,][
n
s
A AsAs RERp1
22
0141.0)]([ ,
222
,
2 ))(( AAAsAA RERERERE
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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Portfolio return and risk : 2 risky assets
BAABBABBAA
ABBABBAAP
BBAAp
xxxx
xxxx
RExRExRE
2
2
)()()(
2222
22222
Portfolio construction
E(Rp)= 0.24, σp= 0.2588
구분 E(R) σ ρ12 x
S1 15% 15% 0.2
40%
S2 30% 40% 60%
예)
* E(aX+bY)=a*E(X) + b*E(Y),
* Var(aX+bY)=a2*Var(X) + b2*Var(Y) + 2*a*b*Cov(X,Y)
BUS403 Investments 2014_Spring Prof. Chung
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N
i
N
j
ijjiP
N
j
jjp
xx
RExRE
1 1
2
1
)()(
1 2 n
1 x121
2 x2x1 21 xnx1 n1
2 x1x2 12 x22 2
2 xnx2 n2
N x1xn1n x2xn 2n xn2n
2
< Variance-Covariance Matrix >
E(R) σ x
S1 15% 15% 30%
S2 30% 40% 50%
S3 25% 30% 20%
E(Rp)= 0.245; σp= 0.2625
Ρ12
S1 S2 S3
S1 1 0.45 -0.3
S2 1 0.7
S3 1
ex)
Portfolio return and risk : N risky assets
Portfolio construction
BUS403 Investments 2014_Spring Prof. Chung
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※ Portfolio risk
ㅇ 공분산(Covariance)
- 두 확률변수(수익률)의 공조성(co-movement)
- 수익률이 체계적인 관계없이 움직이면 AB0
기대수익률의주식
수익률의주식상황에서
확률발생할상황이
jRE
BAjjiR
niip
RERRERp
RERRERpRERRERp
RERRERE
j
ij
i
BnBAnAn
BBAABBAA
BBAAAB
:)(
),( :
),,2,1( :
))())(((
))())((())())(((
)()(((
,
,,
2,2,21,1,1
Portfolio construction
BUS403 Investments 2014_Spring Prof. Chung
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※ Portfolio risk
ㅇ 상관계수(Correlation Coefficient)
- 두 수익률의 표준화된 공조성
AB>0 : 양의 상관관계 (rho)
AB=+1 : 완전 양의 상관관계
AB<0 : 음의 상관관계
AB=-1 : 완전 음의 상관관계
AB=0 : (AB=0) 수익률의 움직임에 체계적인 관계가 없음
11
AB
BA
ABAB
Portfolio construction
BUS403 Investments 2014_Spring Prof. Chung
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※ Portfolio risk
(예) 공분산, 상관계수 산출
상태(s) 1 2 3 4 5
확률(ps) 0.1 0.15 0.25 0.35 0.15
수익률(RA,s) -0.4 -0.1 0.2 0.5 0.8
수익률(RB,s) -0.15 -0.05 0.2 0.25 0.15
78726.0
137727.0;35623.0;1375.0)(;29.0)(
038625.0))())(((
))())((())())(((
)()(((
,,
2,2,21,1,1
BA
ABAB
BABA
BnBAnAn
BBAABBAA
BBAAAB
RERE
RERRERp
RERRERpRERRERp
RERRERE
Portfolio construction
BUS403 Investments 2014_Spring Prof. Chung
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Investor attitude towards risk Investor’s view of risk
Risk Averse
Risk Neutral
Risk Seeking
Risk aversion – assumes investors dislike risk and require
higher rates of return to encourage them to hold riskier
securities.
Risk premium=Exp. Rate of ret. – Rf
Risk-free rate: the rate you can earn from risk-free asset such as T-bills,
MMF, etc.
Excess return=Actual rate of return – Rf
Risk premium = Expected excess return
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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W1 = 150 Profit = 50
W2 = 80 Profit = -20
1-p = .4 100
Risky Inv.
Risk Free T-bills (5%) Profit = 5
Risk Premium = 17 [=0.6*50+0.4*(-20)-5]
(compensation for the risk of the investment)
Risk Premium
Return and Risk
BUS403 Investments 2014_Spring Prof. Chung
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Asset allocation
자산배분과 증권선택
Asset Allocation
Security Selection
Bottom-up Top-down
• (risky vs. riskless)
• (fundamental analysis)
• (technical analysis)
• (portfolio analysis)
Risky portfolio (0.6) S1: 0.25 S2: 0.4 S3: 0.35
Riskless portfolio(0.4)
B1: 0.7 CD: 0.3
+
Complete portfolio S1: 0.15; S2: 0.24; S3: 0.21; B1:0.28;
CD:0.21
▷
BUS403 Investments 2014_Spring Prof. Chung
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무위험자산(Risk-free Asset)
ㅇ 가치가 변하지 않고 일정하게 유지되어 미래에 얻게 될 소득
의 크기가 확실한 자산
- 수익률의 표준편차 rf =“0”
- 채무불이행이 없는 (default risk free) 자산
예) 미국: T-Bill; 국내: 재정증권, 통화안정증권
Asset allocation
BUS403 Investments 2014_Spring Prof. Chung
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위험자산(Rp, p, )과 무위험자산(Rf, rf, 1- ) 결합
ㅇ 포트폴리오 기대수익률
E(Rc)= *E(Rp)+(1- )*Rf = Rf+ [E(Rp)-Rf]
ㅇ 포트폴리오 수익률의 위험도
2c=
2*2p + (1-)
2*2f + 2**(1-)*pf =
2*2p
c= *p => = c/p
예) E(Rp)=15%, p= 22%, Rf=7%
-> E(Rc)= 0.07 + 0.08*; -> 2c= 0.22
2 * 2, c= 0.22 * * E(aX+bY)=a*E(X) + b*E(Y),
* Var(aX+bY)=a2*Var(X) + b2*Var(Y) + 2*a*b*Cov(X,Y)
Asset allocation
BUS403 Investments 2014_Spring Prof. Chung
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위험자산(Rp, p, )과 무위험자산(Rf, rf, 1- ) 결합(계속)
ㅇ 기대수익률과 위험을 두 축으로 한 그래프
p=0.22
E(R)
E(Rp)=0.15
Rf=0.07
자본배분선 (CAL: Capital Allocation Line): 특정 위험포트폴리오 P와 무위험자산을 결합하여 얻을 수 있는 투자기회집합(Investment Opportunity Set)
- 기울기: [E(Rp)-Rf]/ p = (0.15-0.07)/0.22 = 0.36
. 위험보상률 (RVAR: reward-to-volatility ratio)
. Sharp ratio
Asset allocation
BUS403 Investments 2014_Spring Prof. Chung
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위험자산(Rp, p, )과 무위험자산(Rf, rf, 1- ) 결합(계속)
ㅇ 차입포트폴리오(Levered Portfolio)
- 투자자가 무위험수익률(Rf rate)로 차입 포트폴리오 구성
ㅇ 무위험자산 수익률로 차입할 수 없는 경우
p=0.22
E(R)
E(Rp)=0.15
E(Rf)=0.07
0.09
S(1)=0.36
S(>1)=0.27
차입
Asset allocation
BUS403 Investments 2014_Spring Prof. Chung
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Passive investment strategy and CML
소극적 투자전략(Passive Investment Strategy)
- 시장 평균성과 이상의 수익률을 기대하기 어렵다는 전제
- 증권분석을 하지 않고 포트폴리오 결정
- 시장포트폴리오(Market Portfolio) 선택: 단순히 증권시장을
구성하는 각 자산의 구성비에 따라 포트폴리오 구성
- 현실적으로 상장지수펀드(ETF) 등 지수연동 자산에 투자
=> CML선상에서 투자의사 결정: 무위험자산과 시장포트폴리오에
분산투자
BUS403 Investments 2014_Spring Prof. Chung
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0.1
):()()(
2
i
iiP
ijjiP
w
kkREwREtosubject
wwMinimize
상수
E(Rc)
c
k
efficient frontier
minimum variance portfolio
최적CAL=CML
Rf
CAL
Global minimum variance
BUS403 Investments 2014_Spring Prof. Chung
Passive investment strategy and CML
Optimal CAL
Optimal risky portfolio =>Market portfolio
33
Capital Market Line (CML: 자본시장선)
- 무위험자산과 시장포트폴리오를 연결하는 직선으로 가장 효율
적인 포트폴리오의 기대수익률과 위험과의 관계 설명
Passive investment strategy and CML
E(R) CML
E(Rm)
Rf
m
M
Cm
fm
fC
RRERRE
)()(
현재소비의 희생에 대한 시간보상(reward for waiting)
Reward per unit of risk borne (Market price of risk)
※ Market portfolio - all the assets traded
in the market - proportion :mkt cap.(i)
/total market cap.
BUS403 Investments 2014_Spring Prof. Chung