Advanced & Applied Topics · Econometrics & Panel Data

Advanced Econometrics: Limited Dependent Variable Models and Microeconometrics

Public introduction · full guide in Eikos

Introduction

What this guide covers

A rigorous and exhaustive reference on mathematical foundations of discrete variables, truncation, censoring, sample selection and asymptotic inference.

Overview

Topics covered

  • Introduction
  • Limited Dependent Variable Models and Structural Microeconometrics
  • Microeconometric Fundamentals and Asymptotic Inference
  • M-Estimation Theory and Extreme Inference
  • Binary Choice Models: Probit and Logit
  • Maximum Likelihood Estimation (MLE)

Related concepts

Main connections

  • Calculus & differentiation
  • Maximum likelihood estimation
  • Logistic regression
  • Variance & standard deviation
  • Poisson distribution
  • Conditional probability & independence

Compatible notation

Mathematical sample in LaTeX

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

Uij=Vij+εij=𝐱ij'𝛃+εij
View LaTeX sourceU_{ij} = V_{ij} + \varepsilon_{ij} = \mathbf{x}_{ij}'\boldsymbol{\beta} + \varepsilon_{ij}