small P R O JECT
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Project Description and Guideline
FIN 350
Summer Session III, 2021
Instructor: Dr. Y. Ma
Portfolio Risk Diversification Analysis and CAPM
PURPOSE
• To study the portfolio diversification effect and the roles of stock correlation coefficient and weight on the portfolio return and risk.
• To estimate the stock’s beta and alpha values using the security characteristic line (SCL) and to compute the abnormal returns on a stock using the CAPM approach.
DATA COLLECTION
• Obtain the Daily Stock Price and Index Information
Collect the daily stock price for two companies and one stock market index (e.g., the
S&P 500 Index) over the past four months. You can download the daily price and index
data from Yahoo Finance website or other sources.
Steps (Using Yahoo)
− Go to the yahoo site: https://finance.yahoo.com
− Type the stock symbol in the Search area
− Click the Historical Data tab and select daily prices
− Download the stock price over the last four months
− The index symbols are: ^DJI (Dow Jones Industrial Average) ^GSPC (S&P 500)
^IXIC (NASDAQ)
The adjusted close price from the Yahoo historical prices is already adjusted for stock
dividend and stock split. As such, you may compute the daily return for both the stock
and index as follows:
• Stock Daily Return
𝑟𝑡 = (𝑃𝑡 − 𝑃𝑡−1)
𝑃𝑡−1 ⁄
Where rt = the stock return on day t
Pt = the stock adjusted close price on day t
Pt-1= the stock adjusted close price on day t-1
• Index Daily Return
1
)1( ,
− −−=
tIndex tIndextIndex
tmr
2
Where rm, t = the market return on day t
Index t = the index adjusted close price on day t
Index t-1= the stock adjusted close price on day t-1
• Stock Return and Standard Deviation Estimation
− Compute stock and index returns from the price and index values.
− Compute the daily average return as a measure of expected return.
− Compute the standard deviation of stock daily returns.
− Use the daily returns to estimate the correlation coefficient between the two stocks.
Use r1 and r2, σ1 and σ2 to denote the average daily return and the standard deviation. For
best results, you would like to select two stocks of which the higher return stock also has
a standard deviation.
PORTFOLIO RISK AND RETURN ANALYSIS
• A Two-Stock Portfolio Risk & Return Measures
122121 2 2
2 2
2 1
2 1 2 wwwwp ++=
r P = w1 r1 + w2 r2
Where σ p and r P are portfolio risk and return
w1 and w2 are the weights of the two stocks in the portfolio
12 is the correlation coefficient between the two stocks
• Risk Diversification Analysis
(1) The effect of stock weight (Frontier Portfolio)
Use 10 different weight combinations for the two stocks and compute the portfolio's
expected rate of return and standard deviation. Then, use these data to draw your
frontier portfolio and interpret the results.
In Excel, select Insert, click Charts tab, and then choose Scatter. Remember the
horizontal (X) axis is the standard deviation and the vertical (Y) axis is the expected
return. If you put p values first and then rp values in the next (right) column, then
Excel will automatically take p as the horizontal axis and rp as the vertical axis.
(2) The least risk portfolio
Use the true correlation coefficient to find out what combination of weights will
generate the least risky portfolio, that is, with the least standard deviation.
In Excel, under Data, you may find Solver tab. Solver is an add-in function. If you
don’t see it, you just need to add it. In Solver window, put the cell of p in “Set
Objective” cell, and choose Min in “To” cell, and select the cell of w1 in “By
Changing Variable Cells”.
3
The easiest way to do this part is to copy a line from the earlier steps in computing
portfolio risk and return. Then, apply the solver tool.
(3) The effect of stock correlation coefficient
Use the weights you obtained in the previous step of finding the least risky portfolio
and 10 different values of correlation coefficients (You may want to evenly spread
out the 10 correlations between –1 and +1, just for demonstration purpose).
APPLICATION OF CAPM
• Estimating Beta () and Alpha ()
Use the security characteristic line (SCL) method (the regression below) to estimate
the and values for each stock and interpret the results.
Regression Equation: rt= + rM, t + e t
• Use CAPM to Estimate Abnormal Returns
CAPM Model: rt = rRF+i (rM,t - rRF)
Where rRF is the risk-free rate (the 10-year T-bond yield).
The daily abnormal return is defined as the difference between actual return and
required return estimated by the CAPM model, ARt=rt – [rRF+i (rM,t - rRF). Compute
the daily abnormal returns for the most recent 10 days and the average abnormal
returns over this period for each of the two stocks.
REPORT FORMAT AND REQUIREMENTS
• The final report needs to be typed and single-spaced.
• A cover page is required with the following information:
− The names of the stocks and index used
− Students’ names
• For each step in the project, provide a brief and clear explanation and/or interpretation.
• For regression analysis, attach the Excel results in table format at the end.
• Students can complete the project individually or as a group of no more than 3 students.