This course focuses on applications of optimization methods in portfolio construction and risk management. The first module discusses portfolio construction via Mean-Variance Analysis and Capital Asset Pricing Model (CAPM) in an arbitrage-free setting. Next, it demonstrates the application of the security market line and sharpe optimal portfolio in the exercises. The second module involves the difficulties in implementing Mean-Variance techniques in a real-world setting and the potential methods to deal with it. We will introduce Value at Risk (VaR) and Conditional Value at Risk (CVaR) as risk measurements, and Exchange Traded Funds (ETFs), which play an important role in trading and asset management. Typical statistical biases, pitfalls, and their underlying reasons are also discussed, in order to achieve better results when completing real statistical estimation. The final module looks directly at real-world transaction costs modeling. It includes the basic market micro-structures including order book, bid-ask spread, measurement of liquidity, and their effects on transaction costs. Then we enrich Mean-Variance portfolio strategies by considering transaction costs.

Optimization Methods in Asset Management
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Optimization Methods in Asset Management
This course is part of Financial Engineering and Risk Management Specialization


Instructors: Garud Iyengar
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Intermediate level
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1 week to complete
at 10 hours a week
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Skills you'll gain
- Financial Market
- Risk Management
- Market Liquidity
- Statistical Methods
- Portfolio Management
- Securities Trading
- Financial Trading
- Investment Management
- Risk Analysis
- Transaction Processing
- Risk Modeling
- Finance
- Asset Management
- Securities (Finance)
- Model Optimization
- Estimation
- Market Dynamics
- Equities
- Investments
- Portfolio Risk
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Assessments
18 assignments
Taught in English
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