Transcript Primer
Risk and Return
Primer
Expectations
Expected value (μ) is weighted sum of possible
outcomes
E(X) = μ = p1X1 + p2X2 + …. psXs
E(X) – Expected value of X
Xi – Outcome of X in state i
pi – Probability of state i
s – Number of possible states
Probabilities have to sum to 1
p1 + p2 + …..+ ps = 1
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Horse Race
There are three horse racing in the Finance Derby.
Your horse is “Love of NPV”. If your horse has a
30% chance of coming in first, and a 40% chance of
coming in second. How much do you expect your
horse to win?
1st
pays $1,500
2nd pays $750
3rd pays $250
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What is risk?
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Measuring Risk
There
is no universally agreed-upon
measure
However,
variance and standard deviation are both
widely accepted measures total risk
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Statistics Review: Variance
Variance (σ2) measures the dispersion of
possible outcomes around μ
Standard deviation (σ) is the square root of
variance
Higher variance (std dev), implies a higher
dispersion of possible outcomes
More
uncertainty
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Different Variances
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Variance Calculation
Variance = σ2 =
Σpi * (Xi – μ)2: Use this one
Alternative
formulas you may have seen
σ2 = Σ(Xi – μ)2 / N
σ2 = Σ(Xi – μ)2 / (N-1)
Alternatives give very different answers with small
samples
Ex. s=3
σ2 = p1 * (X1 – μ)2 + p2 * (X2 – μ)2 + p3 * (X3 – μ)2
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Risk Example
Economy is “Good” with 20% probability
DJIA will return 20%
Economy is “Fair” with 30% probability DJIA
will return 5%
Economy is “Bad” with 50% probability DJIA
will return -9%
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Calculations
Expected Return =
Variance =
Standard Deviation =
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Historical Data
In practice we do not know all of the possible
states of the world, so we use historical data to
form expectations
Idea:
Look at what has happened in the past and
we can calculate the mean and variance
What is each states probability of occurring?
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Risk Example 2
1996
1997
1998
1999
2000
20%
15%
-5%
5%
10%
Sample Mean
Sample Variance =
Standard Deviation =
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Risk
A risky asset is one in which the rate of return
is uncertain.
Risk is measured by ________________
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General Securities
T-bills are a very safe investment
No default risk, short maturity
Risk free asset
Stocks are much riskier
Bond’s riskiness is between T-bills and Stocks
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Why Do We Demand a Higher Return
Investors seem to dislike risk (ex. insurance)
Risk
Averse
If the expected return on T-Bills (risk-free), is
10%, and the expected return for Ford is 10%,
which would you buy?
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Return Breakdown
A risky asset’s return has two components:
Risk
free rate + Risk premium
Risk free rate: The return one can earn from
investing in T-Bills
Risk Premium: The return over and above the
risk free rate
Compensation for bearing risk
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Average Risk Premiums (1926-2005)
Small company stocks :
17.4% – 3.8% = 13.6%
Large company stocks :
12.3% – 3.8% = 8.5%
Long-term corporate bonds :
6.2% – 3.8% = 2.4%
The
more risk the larger the risk premium
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The Risk-Return Tradeoff
18%
Small-Company Stocks
Annual Return Average
16%
14%
Large-Company Stocks
12%
10%
8%
6%
T-Bonds
4%
T-Bills
2%
0%
5%
10%
15%
20%
25%
30%
35%
Annual Return Standard Deviation
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Quick Quiz
Which of the investments discussed has had
the highest average return and risk premium?
Which of the investments discussed has had
the highest standard deviation?
Why is the normal distribution informative?
What is the difference between arithmetic and
geometric averages?
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Why we care?
This is the very basics of investing
General knowledge that “finance” people
possess
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