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On risk and return

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Page 1: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

On risk and return

Page 2: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Objective

• Learn the math of portfolio diversification

• Measure relative risk

• Estimate required return as a function of relative risk

Page 3: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Important observation

(portfolio) < (rA)wA + (rB) wB

In general, the standard deviation of the portfolio is less than the average of the individual standard

deviations

Page 4: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

The standard deviation of a portfolio return

Number of stocks in the portfolio

(portfolio)

Page 5: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

The standard deviation of expected return: A summary

• Standard deviation and variance measure the variability of the return

• Standard deviation is a measure of absolute risk

• The standard deviation of a portfolio is less than the weighted average of

individual standard deviations

• This is true because the returns of various securities are not perfectly correlated,

i.e. changes in returns are not perfectly synchronized.

• By adding individual securities to a portfolio, the overall standard deviation

of the portfolio is likely to decrease.

Page 6: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

More on the standard deviation of a portfolio return

• Bundling stocks & bonds into portfolios is called diversification

• Diversification is useful because it reduces risk

• The amount of risk (standard deviation) that can be eliminated is called diversifiable or non-systematic risk.

Page 7: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

More on the standard deviation of a portfolio return

Number of securities in the portfolio

(portfolio)

Non-systematic risk

Systematic (market) risk

Page 8: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Remember

E(rA) = 6.6%

E(rB) = 5.2%

(rA) = 2.94%

(rB) = 0.979%

Page 9: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation

Expected return

(rA) = 2.94(rB) = 0.98

E(rB) = 5.2%

E(rA) = 6.6% A

B

(p) = 1.64

E(p) = 5.9

P

Portfolio P when (A,B) = 0.2

Page 10: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation %

Expected return %

(rA) = 2.94(rB) = 0.98

E(rB) = 5.2

E(rA) = 6.6 A

B

(p) = 1.64

E(p) = 5.9

All possible portfolio combinations of A and B when (A,B) = 0.2

Page 11: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Variations

What if the returns of A and B were perfectly correlated?

(A,B) = 1

Page 12: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation %

Expected return %

(rA) = 2.94(rB) = 0.98

E(rB) = 5.2

E(rA) = 6.6 A

B

Portfolio P when (rA,B) = 1

(p) = 1.96

E(p) = 5.9P

Page 13: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation %

Expected return %

(rA) = 2.94(rB) = 0.98

E(rB) = 5.2

E(rA) = 6.6 A

B

(p) = 1.96

E(p) = 5.9

All possible portfolio combinations of A and B when (rA,B) = 1

P

Page 14: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

More variations

What if the returns of A and B were perfectly negatively correlated?

(rA,B) = - 1

Page 15: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation %

Expected return %

(rA) = 2.94(rB) = 0.98

E(rB) = 5.2

E(rA) = 6.6 A

B

All possible portfolio combinations of A and B when (rA,B) = -1

(p) = 1.45

E(p) = 5.9P

Page 16: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation

Expected return

A

B

All possible portfolio combinations of A and B, for all possible correlations between the return of A and B

Page 17: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Reality check

There are thousands of securities in the market

Their returns are highly correlated, but not perfectly correlated

0 < < 0.8

There are benefits from diversification!

Page 18: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation

Expected return

All possible portfolio combinations in a world with n securities

Page 19: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Question

Of all possible combinations, which portfolios would you rather hold?

Page 20: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Answer

It is expected that you would want to hold the portfolios that have:

• the highest expected return for a given standard deviation, or

• the lowest standard deviation for a given level of expected return

Page 21: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation

Expected return

All possible portfolio combinations in a world with n securities

The efficient set

Page 22: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Question

From the efficient set, which portfolios would you rather hold?

Page 23: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Answer

It depends on your risk preference.

Page 24: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Yet another reality check

Individuals can borrow and lend money fairly easily...

Page 25: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Question(s)

How many individuals/families have a savings account/GIC?

How many individuals/families invest in the stock market directly, or through mutual funds, pension plans etc?

Page 26: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Facts

Almost everyone holds (directly or indirectly) a combination of risky assets and risk-free investments.

Risky assets: Stocks, bonds, etc.

Page 27: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

A portfolio of risky assets and risk-free investments

Risky assets: A and B

Risk-free investment: T-bill

E(rA) = 6.6%

E(rB) = 5.2%

(rA) = 2.94%

(rB) = 0.979%

A,B = 0.2

E(rT) = 3%

(rT) = 0

Page 28: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Portfolio P

Weights: A (50%) and B (50%)

(portfolio) = 1.64%

ER(p) = 5.9%

Page 29: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation %

Expected return %

(rA) = 2.94(rB) = 0.98

E(rB) = 5.2

E(rA) = 6.6 A

B

(p) = 1.64

E(p) = 5.9

Portfolio P when (A,B) = 0.2

P

E(rT) = 3

Page 30: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Various combinations between P and T

Combination C1:

Invest $5,000 in T and $5,000 in P

E(C1) = (1/2)3% + (1/2)5.9% = 4.45%

(C1) = (1/2)1.64% = 0.82%

Page 31: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation %

Expected return %

(p) = 1.64

E(p) = 5.9

P

E(rT) = 3

(C1) =0.82%

E(C1) =4.45

C1

Page 32: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Various combinations between P and T

Combination C2:

Invest $2,500 in T and $7,500 in P

E(C2) = (1/4)3% + (3/4)5.9% = 5.175%

(C2) = (3/4)1.64% = 1.23%

Page 33: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation %

Expected return %

(p) = 1.64

E(p) = 5.9

P

E(rT) = 3

C1

(C2) = 1.23

E(C2) =5.175

C2

Page 34: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Various combinations between P and T

Combination C3:

Invest $7,500 in T and $2,500 in P

E(C3) = (3/4)3% + (1/4)5.9% = 3.725%

(C3) = (1/4)1.64% = 0.41%

Page 35: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation %

Expected return %

(p) = 1.64

E(p) = 5.9

P

E(rT) = 3

C1

C2

(C3) = 0.41

E(C3) = 3.725C3

Page 36: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Important

Combinations among risky assets lie on a curved line

Combinations between risky assets and the risk-free investment lie on a straight line

Page 37: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Question

How many possible combinations of risky assets and risk free investments are there?

Page 38: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation

Expected return

All possible portfolio combinations in a world with n securities and a risk-free investment

Risk-free return

Page 39: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation

Expected return

Risk-free return

Question: Of all possible portfolios in the world, which ones would you rather hold?

Page 40: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation

Expected return

Answer: Efficient portfolios only!

Risk-free return

The efficient set

Page 41: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Important

Again, note that all portfolios from the efficient set have:

- The highest expected return for a given level of risk

- The lowest level of risk for a given level of expected return

Page 42: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation

Expected return

Risk-free return

The efficient set

Question: Of all the efficient portfolios, which ones would you hold?

Page 43: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Answer

The choice is dictated by individual risk preferences

Page 44: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation

Expected return

Question: Of all possible portfolios of risky assets, which one(s) would you rather hold?

Risk-free return

The efficient set

Page 45: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Standard deviation

Expected return

Answer: Of all possible combinations of risky assets, investor would want to hold only M

Risk-free return

The efficient set

M

Page 46: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Question

Why only M?

Page 47: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Answer

M is the only portfolio of risky assets that produces efficient portfolios when combined with the risk-free investment

Page 48: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Important

All investors should buy the same portfolio of risky assets, regardless of their risk preference

Adjusting for risk:

In order to reflect individual risk preferences, each investor would combine M with the risk-free asset:

- More audacious investors would borrow money to buy more of M

- More prudent investors would park a fraction of their wealth in the risk-free investment

Page 49: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Consequences

M is very important !

Out of respect, let’s call it The Optimal Portfolio.

Optimal portfolio aka Market portfolio

Due to its importance, M becomes the yardstick for risk in the marketplace

Page 50: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

More consequences

If M is the yardstick for risk, we should compare each risky security/portfolio to M

The result of the comparison would yield the relative risk of any given security

Page 51: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Comparing risky securities to M

Comparison by regression:

Ri = + RM +e

i = the relative risk of security “i”

In other words, measures the contribution of each stock

to the volatility of the market portfolio

Page 52: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Comparing risky securities to M

Convention: M = 1

i < 1, the security is less risky than the market

i > 1, the security is riskier than the market

Page 53: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Risk and return: The climax

We want to find how to estimate the expected return that would compensate for bearing the aforementioned risk

Again, use M

Page 54: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

The Facts of life

On average, M earns a return above and beyond the risk free rate.

In other words, M earns a risk premium, which is the reward for bearing risk.

returnM = risk free rate + risk premiumM

Page 55: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Risk and return: The climax

Using algebra, we can prove that:

(Ri - Rf)/ = (RM - Rf)/1

Interpretation:

The required risk premium per unit of relative risk is constant among all securities in this world

Page 56: On risk and return Objective Learn the math of portfolio diversification Measure relative risk Estimate required return as a function of relative risk

Summary

Diversification reduces absolute risk

Some combinations of risky securities result in efficient portfolios

When there is a risk-free investment, only one efficient portfolio of risky assets is desirable: M

Investors combine M with the risk-free asset in different proportions

M is the yardstick for risk (CAPM)

The risk premium per unit of relative risk is constant across all securities (CAPM)