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The math behind portfolio optimization has a problem. If you have N stocks and only T days of data, your correlation matrix is mostly noise. In this video, only 8 eigenvalues out of 400 were real signal. The other 392 were statistical illusion. The fix comes from nuclear physics. In 1955 Wigner used random matrix theory to model the energy levels of uranium nuclei. In 1967 Marchenko and Pastur extended his framework to sample covariance matrices, giving the exact formula for which eigenvalues ar
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Math to break into Investment Banking part 6/100 🧮: Net Present Value (NPV) vs Internal Rate of Return (IRR). NPV and IRR are the most important models in the financial industry to determine the value of projects and to decide which projects to accept. NPV uses the concepts of discounting cashflows. We use the weighted average cost of capital as our discount rate and discount all cashflows the project produces, including negative cashflows, to the present day. If NPV is positive --> Project inc
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