Advanced Econometrics
Advanced Econometrics
Course Info
Course Introduction
Mock Exam 2025
Linear Regression II
Linear Regression in Vector-Matrix Form
Identification, Estimation and Inference
Consistency of the OLS Estimator
Limit Distribution of the OLS Estimator
Exercises: Vector Linear Model and Asymptotics
Asymptotic Inference
Inference I: Linear Hypotheses
Inference II: Nonlinear Hypotheses
Exercises: Asymptotic Inference
Panel Data
Data Types
Event Studies
Difference-in-Differences
Fixed Effect Estimation
Mean Group Estimation
Exercises: Panel Data
Prediction
Statistical and Machine Learning
Components of an ML Problem
Learning Framework, Limits and Trade-Offs
Regression I: MSE, Data Preparation
Regression II: Model Training and Validation
Classification
Exercises: Prediction