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School of Banking and Finance www.banking.unsw.edu.au
Stata Wrap-Up
Robust Regression reg y x1 x2, robust
Residual Plot reg y x1 ... xn, b predict res, r predict yhat scatter res x1 sktest res Read http://www.polsci.wvu.edu/duval/ps602/Notes/STATA/residuals.html Right after running regression
Part 1 of the course Stata Statistics Multivariate modeling Practical applications Identify influential factors and patterns Model and forecast stock performance and other business performance indicators (sales, NOPAT, growth, attrition...) Reflect in stock selection, portfolio optimization and investment strategy Example: "Do Wal-Mart, Target, Woolworths and Coles do well near Christmas?" You can test
FINS3640 - Investment Management Modeling Part 2 Week 6 - 25 Aug 2010 Introduction to using Excel and Matrix Algebra for Financial Modeling
Discrete return, excess return, continuous return, arithmetic return, geometric return Matrix algebra Normal distribution, cumulative distribution Asset classes: Equity, Fixed income, Alternative asset classes (real estate, venture capital, private equity) Index funds, large vs. small stocks Standard deviation, variance, covariance, correlation, variance-covariance matrix, correlation matrix Annualized values Nominal rate Utility function Fixed income: term structure (market expectation, liquidity premium), duration, convexity Equity and fixed income valuation models Active and passive portfolio management Efficient market hypothesis Behavioural finance Modern Portfolio Theory Risk and Return CAPM Single-index model (SIM) Efficient frontier with and without short-sale Capital Market Line Security Market Line Portfolio Adjustments Assumptions of each model Revision (you should have known)
Required Reading: Reeves J. J. 2008 Simon Benninga (SM), Financial Modeling 3e Chapters 1, 8-13, 15, 18,25-29, 31, 33-35 http://finance.wharton.upenn.edu/~benninga/ Bodie Kane Marcus (BKM), Investments 8e Chapters 1-9, 11-16, 18, 24-27 Other materials that cover the same concepts are accepted http://www.mhhe.com/bkm
James Farrell, Portfolio Management, 2e Recommended Reading Philippe Jorion, Value at Risk, 3e http://merage.uci.edu/~jorion/
Motivation: Why study Portfolio Management? What funds do Optimal inventory
Where would you be?
Quantitative Approaches
Assumption Absence of transaction costs
Arithmetic
Number of trading days per year #days per year = #days in observed period / #years 252 is generally accepted
Returns
Annualization
Matrix Algebra using Excel
Matrix Algebra You should know Scalar Uniform matrix, identity matrix, diagonal matrix Matrix addition and subtraction Matrix multiplication Matrix inversion
Matrix Multiplication m: number of rows n: number of columns
VAR VARP STDEV STDEVP COVAR CORREL TRANSPOSE SUMPRODUCT MMULT MINVERSE Ctrl+Shift+Enter
Week 6 Exercises
Portfolio Expected Return & Variance
Case
One Stock Universe
Annualized Return
Variance-Covariance Matrix We hence name variance-covariance matrix 
Efficient Frontiers with Excel Solver
Activate Solver
Some Excel Techniques
Enable Macros
Ctrl+1
Context Menu Bar: Select the object then observe the Ribbon
Context Menu: Right-Click

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UNSW-FINS3640-S2,2010-Week 6

  • 1. School of Banking and Finance www.banking.unsw.edu.au
  • 3. Robust Regression reg y x1 x2, robust
  • 4. Residual Plot reg y x1 ... xn, b predict res, r predict yhat scatter res x1 sktest res Read http://www.polsci.wvu.edu/duval/ps602/Notes/STATA/residuals.html Right after running regression
  • 5. Part 1 of the course Stata Statistics Multivariate modeling Practical applications Identify influential factors and patterns Model and forecast stock performance and other business performance indicators (sales, NOPAT, growth, attrition...) Reflect in stock selection, portfolio optimization and investment strategy Example: "Do Wal-Mart, Target, Woolworths and Coles do well near Christmas?" You can test
  • 6. FINS3640 - Investment Management Modeling Part 2 Week 6 - 25 Aug 2010 Introduction to using Excel and Matrix Algebra for Financial Modeling
  • 7. Discrete return, excess return, continuous return, arithmetic return, geometric return Matrix algebra Normal distribution, cumulative distribution Asset classes: Equity, Fixed income, Alternative asset classes (real estate, venture capital, private equity) Index funds, large vs. small stocks Standard deviation, variance, covariance, correlation, variance-covariance matrix, correlation matrix Annualized values Nominal rate Utility function Fixed income: term structure (market expectation, liquidity premium), duration, convexity Equity and fixed income valuation models Active and passive portfolio management Efficient market hypothesis Behavioural finance Modern Portfolio Theory Risk and Return CAPM Single-index model (SIM) Efficient frontier with and without short-sale Capital Market Line Security Market Line Portfolio Adjustments Assumptions of each model Revision (you should have known)
  • 8. Required Reading: Reeves J. J. 2008 Simon Benninga (SM), Financial Modeling 3e Chapters 1, 8-13, 15, 18,25-29, 31, 33-35 http://finance.wharton.upenn.edu/~benninga/ Bodie Kane Marcus (BKM), Investments 8e Chapters 1-9, 11-16, 18, 24-27 Other materials that cover the same concepts are accepted http://www.mhhe.com/bkm
  • 9. James Farrell, Portfolio Management, 2e Recommended Reading Philippe Jorion, Value at Risk, 3e http://merage.uci.edu/~jorion/
  • 10. Motivation: Why study Portfolio Management? What funds do Optimal inventory
  • 11.
  • 14. Assumption Absence of transaction costs
  • 16. Number of trading days per year #days per year = #days in observed period / #years 252 is generally accepted
  • 20. Matrix Algebra You should know Scalar Uniform matrix, identity matrix, diagonal matrix Matrix addition and subtraction Matrix multiplication Matrix inversion
  • 21. Matrix Multiplication m: number of rows n: number of columns
  • 22.
  • 23. VAR VARP STDEV STDEVP COVAR CORREL TRANSPOSE SUMPRODUCT MMULT MINVERSE Ctrl+Shift+Enter
  • 26.
  • 27.
  • 28. Case
  • 31. Variance-Covariance Matrix We hence name variance-covariance matrix 
  • 32. Efficient Frontiers with Excel Solver
  • 34.
  • 35.
  • 36.
  • 37.
  • 38.
  • 42. Context Menu Bar: Select the object then observe the Ribbon