Stanford Continuing Studies course BUS 150 W "Financial Modeling and Business Decisions" by Iddo Hadar, Summer 2017. Topics covered include general techniques (structure, parameters, sensitivity analysis, scenarios, and reporting), as well as demand forecasting, financial analysis, and optimization. We also discuss personal financial planning, data mining, dealing with uncertainty, and more. The course keeps theory to a minimum, focusing on hands-on implementation and practice using a variety of cases.
by Peter Hermann Schuld
Date: 09/01/2017
Prepared for Members of the Senior Management of a US Pension Fund (Asset Allocation Comitee) to support the Strategic Asset Allocation Decision of Portfolio weights for varioustock markets, taken quarterly.
Invest in efficient portfolios with the highest Expected Excess Return = E(Return_PF) - E(Risk_Free_Return) for a given level of Expected Risk E(Vola). If the pension fund can invest in credit risk free fixed income instruments as well (e.g. US government bonds), than only invest in the most efficient PF (Market Portfolio) that has the highest possible Sharpe Ratio = E(Excess Return_PF) / E (Vola_PF) for any level of risk.
Stock market returns are stochastic variables and stock returns follow a log normal distribution (LN)
Expected Future Return of a Portfolio μ = E(Return_PF) = Geometric Average Past Returns of weighted stock constituents. Expected Future Standard Derivation of a portfolio δ = E(STD) = Past STD of that portfolio, Expected Correlation ρ = E(Corr) between two or more stocks is equal to past correlations. Therefore, the Expected futurestock price and it's distribution is fully determined by it's past μ and δ. μ(PF) = weight (stock_1) * μ(stock_1) + weight (Stock_2) * μ(stock_2). δ (PF) = weight (stock_1)^2 * δ (stock_1)^2 + weight(stock_2)^2 * δ (stock_2)^2 + 2 * δ (stock_1) * δ (stock_2) * ρ (Stck_1, Stock_2)
Sum of weights = 100 (i.e. no leverage). Weight of USD (incl. HKD) min. 40%.
Senior Analyst or Portfolio Manager at a Pension Fund
Yahoo Finance (Indices) and FXTOP for currencies