Advanced & Applied Topics · Econometrics & Panel Data

Econometrics: Advanced Topics

Public introduction · full guide in Eikos

Introduction

What this guide covers

Introduction Introduction Treatise of stochastic methods

Overview

Topics covered

  • Introduction
  • Panel data models
  • Fixed effects (FE) vs. Random effects (RE)
  • Derivation of the Within Transformation (Fixed Effects Estimator)
  • Hausman Specification Test
  • Dynamic effects: Arellano-Bond estimators (difference GMM)

Related concepts

Main connections

  • Linear algebra & matrices
  • Variance & standard deviation
  • Time series & ARIMA
  • Hypothesis testing
  • Maximum likelihood estimation
  • Mean & expected value

Compatible notation

Mathematical sample in LaTeX

The expression is rendered accessibly, with its LaTeX source preserved below.

yit=Xitβ+αi+uit,i=1,…,N,t=1,…,T
View LaTeX sourcey_{it} = X_{it}\beta + \alpha_i + u_{it}, \quad i = 1, \dots, N, \quad t = 1, \dots, T