Historical returns on securities have probability distributions that are
approximately normal. The normal distribution is completely
described by its mean and variance. Since 1926, annual returns on
large company stocks have averaged about 12.1%, with a standard
deviation of about 20.1%. An observation on a normally
distributed random variable has a ~68% chance of being within
plus or minus one standard deviation from the mean, a ~95%
chance of being within plus or minus two standard deviations from
the mean, and a ~99% chance of being within plus or minus three
standard deviations from the mean.
Slide 10.16 –
Slide 10.17 Normal Distribution
Slide 10.18 Example – Return and Variance
Based upon the historical risk premium for large company common stocks, an
investment of “average risk” should return about 8.6% above the
T-bill rate.
Lecture Tip: It is sometimes difficult to get students to appreciate the risk
involved in investing in common stocks. They see the large average
returns and miss the variance. A simple exercise illustrating the
risk of the different securities can be performed using Table 10.1.
Each student (or the entire class) is given an initial investment.
They are then allowed to choose a security class. Use a random
number generator and the last two digits of the year to sample the
distribution. The initial investment is then increased or decreased
based on the return. This works best if the trials are limited to
between one and five.
Lecture Tip: The wealth of financial information makes it easy to have
students collect historical prices and compute averages and
standard deviations. One of the easiest free sites is
finance.yahoo.com. Have the students enter a ticker symbol for a
company that they are interested in and select historical data. They
can then download historical daily, weekly, monthly, or yearly
stock quotes. The quotes will appear on the screen, and at the
bottom of the page there is an option to download the quotes into a
“csv” file that can be opened by Excel. The students can then use
Excel to examine the volatility of their chosen company.
10.6. More on Average Returns
.A Arithmetic versus Geometric Averages
Slide 10.19 More on Average Returns