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Published bySandra Holt Modified over 9 years ago
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Risk and Return Primer
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Expectations Expected value (μ) is weighted sum of possible outcomes E(X) = μ = p 1 X 1 + p 2 X 2 + …. p s X s E(X) – Expected value of X X i – Outcome of X in state i p i – Probability of state i s – Number of possible states Probabilities have to sum to 1 p 1 + p 2 + …..+ p s = 1 2
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3 Horse Race There are three horse racing in the Finance Derby. Your horse is “Love of NPV”. If your horse has a 30% chance of coming in first, and a 40% chance of coming in second. How much do you expect your horse to win? 1 st pays $1,500 2 nd pays $750 3 rd pays $250
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4 Horse Race There are three horse racing in the Finance Derby. Your horse is “Love of NPV”. If your horse has a 30% chance of coming in first, and a 40% chance of coming in second. How much do you expect your horse to win? 1 st pays $1,500, 2 nd pays $750, 3 rd pays $250 Chance of coming in 3 rd : 1-0.3-0.4 = 0.3 0.3*1,500 + 0.4*750 + 0.3*250 = $825
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5 What is risk? Uncertainty
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6 Measuring Risk There is no universally agreed-upon measure However, variance and standard deviation are both widely accepted measures of total risk
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7 Statistics Review: Variance Variance ( σ 2 ) measures the dispersion of possible outcomes around μ Standard deviation ( σ ) is the square root of variance Higher variance (std dev), implies a higher dispersion of possible outcomes More uncertainty
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8 Different Variances
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9 Variance Calculation Variance = σ 2 = Σp i * (X i – μ) 2 : Use this one Alternative formulas you may have seen σ 2 = Σ(X i – μ) 2 / N σ 2 = Σ(X i – μ) 2 / (N-1) All give similar answers with large samples BUT each give very different answers with small samples Ex. s=3 σ 2 = p 1 * (X 1 – μ) 2 + p 2 * (X 2 – μ) 2 + p 3 * (X 3 – μ) 2
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10 Risk Example Economy is “Good” with 20% probability DJIA will return 20% Economy is “Fair” with 30% probability DJIA will return 5% Economy is “Bad” with 50% probability DJIA will return -9%
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11 Calculations Expected Return = Variance = Standard Deviation =
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12 Calculations Expected Return = p 1 X 1 + p 2 X 2 + p 3 X 3 = 0.2*0.20+0.3*0.05+0.5*(-0.09) = 0.01 Variance = Standard Deviation =
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13 Calculations Expected Return = 0.01 Variance = p 1 (X 1 - μ X ) 2 +p 2 (X 2 -μ X ) 2 +p 3 (X 3 -μ X ) 2 = 0.2*(0.20-0.01) 2 + 0.3*(0.05-0.01) 2 + 0.5*(-0.09-0.01) 2 = 0.0127 =127 (%) 2 Standard Deviation =
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14 Calculations Expected Return = 0.01 Variance = 0.0127 =127 (%) 2 Standard Deviation = √ σ 2 √0.0127 = 0.113 = 11.3%
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15 Historical Data In practice we do not know all of the possible states of the world, so we use historical data to form expectations Idea: Look at what has happened in the past and we can calculate the mean and variance What is each states probability of occurring?
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16 Risk Example 2 Sample Mean = 0.2*0.20+0.2*0.15+0.2*(-0.05)+0.2*0.05+0.2*0.10 = 0.09 = 9% Sample Variance = = 0.2*(0.20-0.09) 2 + 0.2*(0.15-0.09) 2 + 0.2*(-0.05-0.09) 2 + 0.2*(0.05-0.09) 2 + 0.2*(0.10-0.09) 2 = 74% 2 Standard Deviation = √0.0074 = 0.086 = 8.6% 19961997199819992000 20%15%-5%5%10%
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17 Risk A risky asset is one in which the rate of return is uncertain. Risk is measured by ________________
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18 Risk A risky asset is one in which the rate of return in uncertain. Risk is measured by standard deviation. higher σ → more uncertainty
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19 General Securities T-bills are a very safe investment No default risk, short maturity Risk free asset Stocks are much riskier Bond’s riskiness is between T-bills and Stocks
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Why Do We Demand a Higher Return Investors seem to dislike risk (ex. insurance) Risk Averse If the expected return on T-Bills (risk-free), is 10%, and the expected return for Ford is 10%, which would you buy? The 10% offered by T-Bills is guaranteed while this is not the case for Ford A guaranteed 10% dominates a possible 10% 20
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21 Return Breakdown A risky asset’s return has two components: Risk free rate + Risk premium Risk free rate: The return one can earn from investing in T-Bills Risk Premium: The return over and above the risk free rate Compensation for bearing risk
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Average Risk Premiums (1926-2005) Small company stocks : 17.4% – 3.8% = 13.6% Large company stocks : 12.3% – 3.8% = 8.5% Long-term corporate bonds : 6.2% – 3.8% = 2.4% The more risk the larger the risk premium 22
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23 The Risk-Return Tradeoff Highest Risk & Return: Small Cap Stocks, Large Cap Stocks, L.T. Corp bonds, L.T. Gov Bonds, U.S. T-Bills
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24 Quick Quiz Which of the investments discussed has had the highest average return and risk premium? Which of the investments discussed has had the highest standard deviation?
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Why we care? This is the very basics of investing General knowledge that “finance” people possess 25
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