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Project 2

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Adjustment of divisor for stock splits: Suppose DJIA is composed of three stocks: ... with same risk as mini-DJIA. Formulas similar to those in previous ... – PowerPoint PPT presentation

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Title: Project 2


1
Project 2
  • Background Information and Analysis Guide

2
Indexes
  • Indexes are used to measure historical rates of
    return across several securities. Indexes can be
    used to
  • measure the general performance of an economy
  • serve as a benchmark for gauging the performance
    of a money manager (e.g., SP 500, SP 600,
    Russell 1000, Russell 2000, etc.)
  • serve as a guide for passively managed mutual
    funds
  • estimate the risk measures such as beta
  • serve as underlying securities in various
    derivative securities

3
Indexes
  • The effectiveness of an index depends on
  • Which securities are included in the index and
    how many
  • How the index decides the changes to its
    components
  • How the index is adjusted for changes in the
    securities
  • Which method is used to calculate the index

4
Indexes
  • Indexes are generally constructed as
  • It?Qit?Pit
  • Where Qit is the quantity of security i used to
    construct the index at time t, Pit is the price
    of the security at time t.
  • There are three types of indices price-weighted,
    value-weighted and equally weighted indices.

5
Price-Weighted Index
  • The quantity of each security is the same for all
    component securities.
  • The value of a price-weighted index is found by
    adding the prices of each security and dividing
    by a divisor.
  • The divisor is the number that is adjusted
    periodically for stock dividends, stock splits,
    and other changes.
  • Higher priced stocks have greater impacts on the
    index. Why?
  • Dow Jones Industrial Average (DJIA) is a
    price-weighted average of 30 U.S. industrial
    stocks

6
Price-Weighted Index
  • Example
  • Adjustment of divisor for stock splits Suppose
    DJIA is composed of three stocks

7
Value-Weighted Index
  • Based on the total market value of each component
    security rather than just the price of each
    share.
  • Stock splits do not affect the value of the
    index.
  • The greater the market capitalization of a stock,
    the larger its influence.
  • Examples of value-weighted index
  • SP 500 index, NASDAQ Composite Index, NASDAQ
    100.

8
Value-Weighted Index
  • Based on the total market value of each component
    security rather than just the price of each
    share.
  • Stock splits do not affect the value of the
    index.
  • The greater the market capitalization of a stock,
    the larger its influence.
  • Examples of value-weighted index
  • SP 500 index, NASDAQ Composite Index, NASDAQ
    100.

9
Equally Weighted Index
  • Calculated by giving each security the same
    weight regardless of its price or market
    capitalization. An equal dollar amount is
    invested in each security in the index.
  • The equally weighted index is computed as

10
An Example
  • Assume that we are interested in constructing a
    portfolio with two stocks ABC and XYZ. The
    information is given in the following table. If
    our initial wealth is 1 million, how do we
    construct a portfolio with value weight, price
    weight, and equal weight? How would our wealth
    change in each period? For convenience, lets
    assume fractional shares are allowed.

11
An Example
  • Initial wealth allocation
  • Price weight
  • Value weight
  • Equal Weight

12
An Example
  • Wealth allocation at time 1
  • Price weight
  • Value weight
  • Equal Weight
  • Do we need to adjust our portfolio holdings under
    each case?
  • Work out allocation at time 2

13
Importance of Indexes
  • Popular Indexes
  • DJIA
  • SP 500
  • Russell 1000
  • Russell 2000
  • MSCI

14
Size of Indexing
15
Addition and Deletion Effects for Indexes
  • Additions
  • What to expect? Why?
  • Deletions
  • What to expect? Why?
  • Empirical Evidence
  • Chen, Noronha, and Singal (2004, Journal of
    Finance)

16
Implication for Index Fund Investors
  • NY Times (July 4, 2004)
  • Chen, Noronha and Singal (2005, WP)
  • Compare losses to two popular indexes
  • Investors in funds indexed to SP 500 lose up to
    0.10 per year
  • Investors in funds indexed to the Russell 2000
    lose up to 1.84 per year
  • Total loss Up to 5 billion
  • Note Losses in the mutual fund scandal were
    estimated between 0.5 and 3 billion.

17
Project 2
  • Construction of price-weighted average of five
    stocks. (Divisor is five)
  • Return calculation
  • Rt(Pt/Pt-1)-1
  • Note you should have 7 time-series of returns, 5
    for stocks, one for DJIA, one for mini-DJIA
  • If you prefer, you can place the returns in
    another worksheet.
  • Mean, standard deviation, covariance matrix
  • Mean Which Excel function to use?
  • standard deviation Excel function
  • Note Consider stacking the mean and standard
    deviations, so that your results look like this

18
Project 2
  • Covariance
  • Use excel built-in function COVAR to find
    pair-wise covariances, and construct the
    covariance matrix
  • select data analysis under tools menu.
  • Select covariance from data analysis

19
Project 2
  • Covariance
  • The input box for covariance should look like the
    chart
  • Input range should be cell references for the
    entire region of returns 60 months of return X
    5 stocks. It is also desirable to put labels in
    the first row, so that it will be easier to see
    what each return series is.
  • Output range where you want you output to go.
    Remember that you have five stocks, plus the
    headings. Therefore you need 6 rows and 6
    columns of space for the output.

20
Project 2
  • Covariance
  • Output from covariance analysis with Excel add-in
    will only have half of the matrix, you need to
    fill in the missing values using the property
    that the covariance matrix is symmetry against
    its diagonal.

21
Project 2
  • Minimum-Variance Frontier Construction
  • To construct a minimum-variance frontier, you
    need to graph the relation between the mean and
    standard deviation of the minimum-variance
    portfolios.
  • With mean and covariance matrix identified in
    step 3, you can use matrix operation to find the
    mean and standard deviation for portfolios
    invested in these five stocks. You will need to
    put formulas for the mean and standard deviation
    (colored area in the Chart). I suggest that you
    put portfolio weights in rows.

22
Project 2
  • Minimum-Variance Construction
  • Identify the means (from the lowest possible to
    the high possible returns, about 15 different
    values should be enough) that you intend to
    achieve as you target. For each target, find the
    minimum variance portfolio using solver. (What
    should be your target cell? What are your
    constraints?)

23
Project 2
  • Optimal portfolio with same risk as mini-DJIA
  • Formulas similar to those in previous question.
    You only need to change the inputs to the solver.
  • Out-of-sample validation
  • We want how the optimal portfolio we constructed
    in step 5 performs in the future (month 61-72).
    Remember, in step 5, we have only used return
    data from month 1 through month 60.
  • first identify the returns to our optimal
    portfolio in each month from month 61 through 72
  • Find the average and standard deviation of these
    returns
  • Compare with mean and standard deviation of DJIA
    and mini-DJIA over the same period

24
Project 2
  • Have fun!
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