Summary: Asset Pricing
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1 Week 1: The Basics
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1.1 Portfolio Theory
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Modern Portfolio Theory (MPT)
- Given expected returns, risks, and correlations:- MPT maximizes expected return given a certain level of risk
- OR
- MPT minimizes risk given a certain level of expected return
- Focus on the optimal combination of assets- Diversification
- Irrespective of the investor's utility function
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How to form expected returns out of historical returns?
Assume that historical average risk and returns are representative for the future. -
1.2 Utility Functions
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Von Neuman Morgenstern Expected Utility:
Decision-maker faced with risky outcomes of different choices will behave as if he is maximizing the expected value of some function defined over the potential outcomes --> so, probability-weighted average of utility over the possible outcomes -
Explain the formula: U[W] = aW - b/2V[W] = aW - b/2W^2
- U[W] describes my utility (happiness) over my wealth
- aW (with a > 0) describes that if I get more wealth, my happiness goes up.
- -b/2V[W] means that higher risk makes me less happy.
- b is the risk aversion factor. The higher b, the heavier the risk factor is taken into account
- First derivative: a - bW > 0, more wealth makes me more happy
- Second derivative: -b < 0: the extra wealth makes me less additionally happy
- U[W] describes my utility (happiness) over my wealth
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What can we say about the utility function?
- If you invest in riskier assets (i.e., the w+ and w- are further apart, there is a bigger discount in utility)
- The difference in the utility function and actgual utility is the risk premium
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What can we conclude about utility wrt the demand for the market portfolio?
- Increases with expected return
- Decreases with risk-free rate
- Decreases with risk
- Decreases with risk aversion
- Decreases with wealth (?) -> no, other way around
- Increases with expected return
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1.3 CAPM
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What is the empirical translation of the CAPM?
Alpha should equal the risk free rate! -
1.4 Fama-MacBeth methodology
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What are the three testable implications based on the CAPM equation?
- The relation between expected
return andrisk islinear Beta is a completemeasure ofrisk ofsecurity i inportfolio m (beta is the only variable that predicts risk, any other measure should not have any predictive power)Higher risk should beassociated with higher expectedreturns
- The relation between expected
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What are the assumptions in the CAPM model?
- Markets are efficient, so prices full reflect available information
- Investors are risk averse
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Why is it difficult to estimate true beta?
- For
out-of -sample testing (expectedreturns ), need toestimate beta on apre-testing period. - Assume:
- Beta stays constant for next period
Rational expectations : E(r) = r- Trade off between stability and length of sample period -> remains arbitrary choice (to lengthy mihgt not be relevant anymore)
- Error in variables problem: estimated gamma is biased downwards
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