Certificate in Financial Econometrics: Multiple Regression Analysis
-- ViewingNowThe Certificate in Financial Econometrics: Multiple Regression Analysis is a comprehensive course that equips learners with essential skills in financial econometrics. This program focuses on multiple regression analysis, a fundamental technique used in financial modeling and forecasting.
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โข Multiple Regression Analysis: Introduction to multiple regression analysis, assumptions, and diagnostics. โข Linear Algebra and Matrix Algebra: Vectors, matrices, operations, and applications in econometrics. โข Probability Theory and Statistics: Concepts, distributions, estimation, and hypothesis testing. โข Classical Linear Regression Model: Simple and multiple linear regression, OLS estimators, and hypothesis testing. โข Generalized Least Squares: Heteroscedasticity and autocorrelation, GLS estimators, and feasible GLS. โข Instrumental Variables and Two-Stage Least Squares: Endogeneity, instrumental variables, and two-stage least squares estimation. โข Limited Dependent Variables: Binary choice models, ordered response models, and count data models. โข Time Series Econometrics: ARIMA models, vector autoregression, and cointegration. โข Panel Data Econometrics: Pooled OLS, fixed effects, and random effects models.
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