- Asset pricing models: CAPM and APT PCA Futures Models Fama-MacBeth Fama-French and conditional factor models.
- Overfitting.
- AR and VAR models: specification model selection impulse response functions and applications in finance (variance decomposition Campbell-Shiller present value decomposition momentum trading tests of market efficiency).
- Forecast evaluation and combination (Diebold-Mariano and Giacomini-White).
- Probit logit and NLLS.
- Density forecasting and PIT tests.
- ML and QML Estimation
- Value at risk.
- Inference: delta method and likelihood ratio tests.
- Numerical optimization: an overview of popular algorithms constrained optimization and practical applications.
- GARCH volatility modeling: estimation and diagnosis.
- Event studies in finance.
- Penalized regressions (LASSO Ridge and ElasticNet).