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You will walk through an example of calibrating a model to use for recommending portfolio allocations. This process will familiarize you with one approach to

You will walk through an example of calibrating a model to use for recommending portfolio allocations. This process will familiarize you with one approach to the problem

First, download some data. Go to Yahoo Finance and download levels for the assets in the allocation below. Use the monthly adjusted close values (so you can ignore the dividend information) for the period :

Start date: 3/1/2013

End date: 3/1/2023

(use the "max" time period to download and then trim to this range)

This will provide ten years of monthly returns (April 2013 - March 2023 -- 120 observations).

Calculate the log returns for these assets (30 points), and then follow the directions in the book for calculating the James-Stein Estimates for these assets (30 points). Refer to the text pages 70-73 for calculating the log returns.

Now, assume that some rational investor will have the following asset allocation:

  • 15% Russell 2000 (^RUT)
  • 15% SPDR S&P 500 ETF Trust (SPY)
  • 20% Invesco QQQ Trust (QQQ)
  • 7% Clough Global Equity Fund (GLQ)
  • 20% iShares 20+ Year Treasury Bond ETF (TLT)
  • 14% iShares iBoxx $ Investment Grade Corporate Bond ETF (LQD)
  • 7% Templeton Global Bond Fund Class A (TPINX)
  • 2% SPDR Gold Shares (GLD)

The Yahoo Finance ticker is in parentheses for each asset.

This means that some investor, who is solving the mean-variance problem, will own this portfolio, which in turn means it has to be on the efficient frontier. Use the methodology discussed in the book for Implied Estimates to find a set of inputs that will put this allocation on the efficient frontier defined by these assets (40 points). This means you need to "pin down" the returns for two assets so that you can derive a risk premium for calculating the zero-beta CAPM implied returns for the other assets. For this exercise, use the James-Stein estimates for Russell 2000 (^RUT) and iShares 20+ Year Treasury Bond ETF (TLT) in this role.

 

For an additional 10 points of extra credit, use the implied estimates and expand the "5 Asset Efficient Frontier" example to cover 8 assets, and see if using a target return equal to the implied estimates portfolio return actually recovers those asset allocations.

 

I've attached a blank template below-- just fill it in -- this will be your submission for this assignment. Please don't mess with the formatting. You can have extra tabs for the raw price data if you like.

 

PLEASE fill out the template below as the answers.

Implied Views        
         
Beg:        
End:        
Length:        
         
 Russell 2000SPDRInvesco QQQClough Global EquityiShares 20+ Treasury FundiShares iBoxx Investment GradeTempleton Global Bond Fund Class ASPDR Gold Shares
Annualized Mean        
Annualized s        
Annualized s²        
Variance/Covariance Matrix        
Russell 2000        
SPDR        
Invesco QQQ        
Clough Global Equity        
iShares 20+ Treasury Fund        
iShares iBoxx Investment Grade        
Templeton Global Bond Fund Class A        
SPDR Gold Shares        
         
Equilibrium Weight        
Target Expected Log Return (α)        
Target Log of Expected Gross Return (μ)        
         
Covariance w/ Equilbrium Portfolio        
Beta wrt Equilbrium Portfolio        
         
Implied Means Expected Log Return (α)        
Implied Means Log of Expected Gross Return (μ)        
         
Variance of Equilibrium Porfolio        
Risk Premium        
Expected Return on 0-Beta Portfolio        
Expected Return on Equilibrium Portfolio        

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