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Covariance And portfolio variance
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The states of nature model Time zero is now. Time one is the future. At time one the possible states of the world are s = 1,2,…,S. Mutually exclusive, collectively exhaustive states. This IS the population. No sampling.
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The states of nature model States s = 1,2,…,S. Probabilities s Asset j Payoffs R j,s Expected rate of return
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= rate of return on j in state s = probability of state s = expectation of rate on j
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Variance and standard deviation Form deviations Take their expectation.
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Covariance Form the product of the deviations (positive if they both go in the same direction) and take the expectation of that.
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Covariance It measures the tendency of two assets to move together. Variance is a special case -- the two assets are the same. Variance = expectation of the square of the deviation of one asset. Covariance = expectation of the product of the deviations of two assets.
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Correlation coefficient Like covariance, it measures the tendency of two assets to move together. It is scaled between -1 and +1.
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Correlation coefficient = covariance divided by the product of the standard deviations. Size of deviations is lost.
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Intuition from correlation coefficients = 1, always move the same way and in proportion. = -1, always move in opposite directions and in proportion. = 0, no tendency either way.
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Portfolio Risk and Return Portfolio weights x and 1-x on assets A and B.
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An amazing fact Mixing a risky asset with a safe asset is often safer than the safe asset.
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Variance of portfolio return Diversification effects
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Portfolio risk and return,
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Portfolio deviation Deviation squared Remember
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Portfolio variance
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Portfolio variance depends on covariance of the assets. Positive covariance raises the variance of the portfolio.
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Correlation coefficient
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Skipped the following in 2006
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Historical data Holding period return Equivalent annual return Not the same
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Holding period return 1926-1929 R hp is the holding period return 1+R hp = (1+r26)(1+r27)(1+r28)(1+r29) = 1.1162*1.3749*1.4362*.9158 = 2.0183592 R hp = 101.83592%.
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Question: Is R hp the return from holding 4 years at the sample average rate? No. 4 years at 21.075% would yield (1.21075)^4-1 =1.1489084 i.e. 114.89 %, instead of R hp = 101.83592%
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Review question Define the internal rate of return.
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Answer: The internal rate of return of a project is r such that, given the cash flows CF t of the project,
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Review item In the first year a portfolio has a rate of return of -30%. In the second year it has a rate of return of +30%. What is the holding period return?
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Answer: Solve 1+R hp =(.7)(1.3). Then R hp =.91 - 1 = -.09.
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Equivalent annual rate is the geometric average Solve for x in (1+x)^4 =2.0183592 Solution 19.19269%. approximately. It answers the question: what is the equivalent rate over 4 years? Population mean answers the question: What is the average for next year?
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