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ch 10-13
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arbitrage
exploitation of security mispricing in such a way that risk free profits can be earned
asset returns have two sources of risk
systematic (market) and non systematic (firm specific)
E(Ri)= BiE(M)
E(Ri) = expected excess return on stock i
Bi= sensitivity of firm i to factor M
M = macroeconomic factor (inflation, interest rates, gdp)
Ri = E(Ri) + BiF + 𝑒𝑖
Ri= realized excess return on stock I
F=M-E(M); deviation of common factor from its expected value
ei = non-systematic components of returns (should be 0)
Two factor model
sources of risk are
uncertainties surrounding the state of the business cycle and changes in interest rates
Two factor model equation
Ri = E(Ri) + biGDPFGDP + biIRFIR + 𝑒𝑖
what can factor betas do?
provide a framework for a hedging strategy
what determines a security’s expected excess rate of return
APT (arbitrage pricing theory)
Arbitrage pricing theory (APT)
predicts a security market line (SML) by linking expected returns to risk, but that path is much different than the path predicted by the CAPM
What is a trivial example of arbitrage
when shares of the same stock sell at different prices on two different exchanges (siameses twin example)
what is the law of one price
if two assets are equivalent in all economically relevant respects, then they should have the same market price (if not then people will trade till this holds true)
APT formula

what does apt do
it separates the variance of the portfolio into its systematic and non-systematic sources
what happens as N goes to infinity

what kind of risk is negligible in well diversifies portfolios
non-systematic (firm-specific risk)
can stock with the same betas but different levels of returns exist?
no, this would be an arbitrage opportunity
are risk premiums proportional to portfolio betas?
yes, as in the simple capm, the risk premium is zero for beta o and rises in direct proportion to beta
What is the final step for sml of apt
for the sml relates the portfolio risk premium to its beta against a market index
as well diversified portfolios are perfectly correlated with the macro factor what?
there fore the market index port is weel diversified so its reutrn will perfectly refect the value of the macro factor
For any well diversified portfolio P

APT
Built on the foundation of well-diversified portfolios
does not assume investors are mean-variance optimizers
uses an observable market index
Cannot rule out a violation of the expected return beta relationship for any particular assets
CAPM
Model is based on the inherently unobservable “market” portfolio
Provides unequivocal statement on the expected return- beta relationship for all securities
Fama French Three Factor Model

SMB (Small Minus Big)
return of a portfolio of small stocks minus return of a portfolio of big stocks
HML (HIgh Minus Low)
return of a portfolio of stock with high book to market ratio minus return of a portfolio of stocks with low book to market ratio.

How Could you construct an arbitrage portfolio
Long position in a portfolio (P) composed of portfolios A and B will offer an
expected return-beta trade-off lying on a straight line between points A and B
• Choose weights such that bP = bC; expected return will be higher than that of C
but will have same beta
• Go long P, sell short C
Random Walks (drunk guy)
if prices are bid immediately to fair levels, it must be that they increase or decrease only in response to new information
Random walk assumptions
new info must be unpredicatble
stock prices that change in response to new info must also move unpredicatably
Efficient market hypothesis (EMH)
The notion that stocks already reflect all available information
What is the most precious commodity on wall street
Information
Weak EMH
Stock prices reflect all information contained in the history of past prices, returns, and trading volume
( in this form fundamental analysis still works)
Semi-strong EMH
Stock prices reflect all publicly available information
Strong EMH
Stock prices reflect all information, including insider information
if markets are efficient what should be the correlation between stock returns for two non overlapping time periods
zero
does 1 person beating the market mean it is ineffienct
no some investors will outpreform in the short term simple due to luck
What does all form of EMH imply for Technical analysis
it is worthless and will not work
Trading Away
once a useful technical rule is discovered traders will trade on it make the technical rule no long hold true
Fundamental analysis
use of earning prospects, dividend prospects, and risk evaluation of the firm to determine proper stock prices (looking for mispricings)
what is the fundamental trick
finding firms that are better than everyone else’s estimate
active management
expensive strategy
suitable for manager with very large portfolios
Passive management
No attempt to outsmart the market
Implicity accept EMH
Low-cost strategy
what would happen to market efficiency if all investors folowed a passive strategy
price will eventually fail to refect new infrormation
profit oportunities fro active investors
prices will again be driven to fair levels
if the market is efficient what is portfolio managemnts role?
Diversification
tax considerations
risk profile of investor
In other words “ tailor the portfolio to investors individual needs, not to beat the market
what are some examples of systematic resource misallocation due to inefficient markets
Overvalued securities can raise capital too cheaply
Corporations with undervalued securities may pass up profitable opportunities because the cost of raising capital is too high
what does it mean if prices reflect all available information
then price changes must reflect new developments so you can back out the economic impact of those events
Event study
Methodological approach designed to measure the impact of a certain things on stock returns
Expected return

Realized return

Abnormal return

Leakage
occurs when information regarding the relevant event is released to a small group of investors before its official public release
selection bias issue
only unsuccessful investment schemes are public, if it acutally works then they are kept private so the compnay can make money
magnitude issue
only managers of large portfolios can earn enough trading profits to make the exploitation of minor mispricing worth it
Lucky event issue
for every big winner, there is a big loser, but we rarely hear about these losers
momentum effect (short horizons)
tendency of poorly performing stocks and well performing stock in one period to continue that abnormal performance in following periods
reversal effect (long horizons)
tendency of poorly performing stocks and well performing stocks in one period to experience reversals in following periods
what are the two weak form test
momentum effect
reversal effect
Semi strong form test
low p/e stocks outperform high p/e stocks
low market cap stocks outperform
high btm stock outperform
firm with large postive earning surprises earn higher returns for weeks after
firm with higher gross profitability earn higher returns
Small firm effect
low market cap stocks outperform
Book to market effect
High book to market firms tend to outperform low vaule outperforms growth
Post earnings announcement drift
firm with large postive earning surprises earn higher returns for weeks after
Strong form test
SEC requites all insiders to register their trading activity
What does Fama and French argue can explain these effects?
Risk Premium
Fama and French ( risk premium argument)
book to market and size are not risk factors but they may proxy for risk factors
what do lakonishok, shleifer, and vishny argue
they think that these are example of inefficient markets cause by behavioral biases
Anomalies or data mining
simple chance will cause some variable to appear to predict returns
anomalies over time
they should self destruct in well functiong markets (trading away)
stock market analysts properties
tend to be overwhelmingly positive
difficult to separate effects of new reco form changes in investor demand
hard to tell if recommendation drive price changes or if investor demand resulting from the recommendation drives price changes.
does casual evidence support the claim that professionally managed portfolios can consistently beat the market
No
are some markets less efficient than others
yes , emerging markets, illiquid markets (real estate), market with limits to arbitrage
Behavioral critique
conventional theory ignore how real people make decisions and that people make a difference
Limited attention, under- and overreaction
individuals have limited time and attention so they use rule of thumb (heurisitcs)
intuitive decision making procedures (rules of thumb)
heuristics
limited analytic processing capacity may cause what
over or underreact to less salient information
ex recent events are typically more salient
overconfidence
people tend to overestimate the precision of their beliefs or forecasts (trade activity is negatively associated with portfolio performance)
Conservatism
Investors are too slow in updating their beliefs in response to new information
leads to underreaction
Confirmation bias
tendency to interpret new information in a way that confirm or support one’s prior beliefs
this can lead to short term momentum
Extrapolation and pattern recognition
people are adept at discerning patterns and prone to believe that these patterns are likely to characterize an etire popultion
may infer a pattern too quickly from small sample and extrapolate apparent trends too far into the future
when people think that a small sample pattern characterize an entire popultion
represnetativeness bias
Framing
decision are affected by how choices are described
(remeber the coin toss vs gift gamble)
Mental accounting
Specific form of framing in which people segregate certain decisions
ex saving money but carrying a credit card balance
what is a reluctance to realize losses called
disposition effect
Regret avoidance
individuals who make decision that turn out badly have more regret when that decision was more unconventional
ex. losing money on a blue chip stock is less painful than losing money on a startups
If a company is socially responsible what is it said to have
good affect- this may drive price up as investors feel good about buying this company
Prospect theory
conventional view- curve concave
behaviorla view- more sensitive to losses than to equivalent gains ( losses convex and gains concave)
Conventional view
utility depends on total welath with marginal utility typically declining as wealth increases
Behavioral view
individuals evaluate gains and losses relative to a reference point and are more sensitive to losses than to equivalent gains
fundamental risk and limits to arbitrage
mispricing can widen before price eventually converges to intrinic value
markets can remain irrational longer than you can remain solvent
what does , “ markets can remain irrational longer than you can remain solvent”
markets can hold arbitrage long enough for you to go bankrupt
implementation costs as a limit to arbitrage
transaction costs and restrictions on short selling can limit arbitrage activity
ex cost money to borrow and short stocks, may have to return borrowed security at lower price
Model risk as a limit to arbitrage
the apparent mispricing may refelct an incorrect valuation model rather than a ineffieciency. you could just be wrong
Law of one price
identical assets should have identical prices
Siamese Twin companies (violation of LOP)
royal dutch petroleum and sheel transport operated under a dual listed structure in which royal dutch had 60 economic interest and sheel had the other 40. in theory royal dutch should trade for 1.5 times the price of shell. this was not the case
equity carveouts violate LOP
company spins of into another in a 1-1.5 split so in theory the orginal share should be worth 1.5 the new but this does not hold for months
Closed end funds violate LOP
funds may trade at a premium or discount to nav discount due to fund exp preium due to risk adjusted alpha
When are bubbles the easiest to spot
after they end lol
what do you estimate during the first pass regression
beta
average risk premia
idiosyncratic risks
estimate beta (first pass)

Estimate average risk premia first pass

Estimate idiosyncratic risk
shouldn’t matter for pricing as it can be diversified away
