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Risk Analysis “Risk” generally refers to outcomes that reduce return on an investment
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Meaning of Risk Potential for revenue to be lower and expenditures to be higher than “expected” when investment was made. Measured by variation in these factors Causes –Physical risk – physical loss of growing stock due to acts of God or uncontrollable acts of man –Market risk – changes in markets that cause variation in revenues and costs –Financial risk – changes in interest rates and associated opportunity cost
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Meaning of Uncertainty No basis for estimating probability of possible outcomes –No experiential data
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Probability Distribution Relationship between possible outcomes and the percentage of the time that a given outcome will be realized if the process generating the outcomes is repeated 100’s of times.
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Mean = $2,000 Probability of 25% Mean = $6,000 Probability of 50% Mean = $10,000 Probability of 25%
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Expected Revenue EVR = E(R) = ∑ P m R m N m Where, m = index of possible outcomes N = total number of possible outcomes P = probability of m th outcome R = possible revenues
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Expected revenue of example E(R) = 0.25 x $2,000 + 0.5 x $6,000 + 0.25 x $10,000 = $6,000 Call this investment “risky”
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Risk aversion Assume an investment with $6,000 future revenue that is guaranteed by US Government –E(R) = $6,000 x 1.0 = $6,000 –Call this investment “guaranteed” If an investor prefers the $6,000 guaranteed in the example above, to the $6,000 risky investment in the previous example they are “risk averse” –Have no tolerance for risk
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Risk aversion If an investor is indifferent between the guaranteed $6,000 and the risky $6,000 then they are “risk neutral” If an investor prefers the risky $6,000 to the guaranteed $6,000 then they are “risk seekers” –They are willing to take a chance that they will get a return greater than $6,000
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Risk-Return Relationship Because all investors have some risk aversion investment market must reward investors for taking higher risk by offering a higher rate of return in proportion to the risk associated with an investment
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Variation Sum of squared deviations from expected revenue weighted by probability of outcome Variance = σ 2 = ∑ [R m – E(R)] 2 P m Standard deviation = (σ 2 ) 1/2 N m=1
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Example DeviationDeviation 2 x Probability $2,000 - $6,000 = -$4,000$16,000,000x.25 = $4,000,000 $6,000 - $6,000 = $0$0 x.50 = $0 $10,000 - $6,000 = $4,000 $16,000,000x.25 = $4,000,000 Variance =$8,000,000 Standard deviation =$2,828
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Comparing standard deviations Risk is higher if standard deviation is higher, but If expected values vary can’t compare their variation Need measure of relative risk, –Coefficient of variation = –Standard deviation / E(R) For example: $2,828/$6,000 = 0.47 –Standard deviation is 47% of expected value
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Risk-free rate of return Risk-free rate assumption – r f = 3% is still a valid assumption Correct PV is (risk-free revenue)/(1+ r f ) n Example $6,000/(1.03) 5 = $5,176 Buy U.S. Treasury bond for $5,176, get $6,000 at maturity in 5 years
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Real Risk-Free Interest Rate 10-Yr. Treas. Sec., 3-Yr. Moving Average
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Risk Averse Investors Will only pay less than $5,176 for $6,000 5-year bond, i.e. –Discount $6,000 bond at rate of >3% –(risky E(R))/(1+RADR) n < (risk-free E(R)/(1+r f ) n How do we find risk-adjusted discount rate (RDAR)? –Get investor’s certainty-equivalent (CE) –Example, what risk-free return is analogous to $6,000
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“Back Into” RDAR Correct present value = CE/(1+r f ) n = PV CE = (E(R))/(1+RADR) n (1+RADR) n = E(R)/PV CE RADR = (E(R)/PV CE ) 1/n -1 Example, CE = $4,000 Correct PV = $4,000/(1.03) 5 = $3,450 RADR = ($6,000/$3,450) 1/5 – 1 = 11.7%
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Risk Premium k = RADR –r f =11.7% - 3% = 8.7% No “general rule” about what risk premium is or should be
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Relative Measure of Risk Certainty-equivalent ratio, c r c r = CE/E(R) Example, c r = $4,000/$6,000 = 0.67 k = (1+r f )/(c r 1/n ) – (1+r f ) = 1.03/0.67 0.20 – 1.03 = 8.6% See Table 10-2 –Higher risk equates to smaller c r
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Relative Measure of Risk See Table 10-2 –Higher risk equates to smaller c r –Risk premiums decrease with longer payoff periods If know an investors CE don’t need RADR
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