Introduction to Econometrics
People
Description
Course outline
Econometric analysis: introduction
The goals of econometric analysis
Theory versus empirics
Linear regression with one explanatory variable
Model and hypotheses
Parameter estimation
Statistical inference
Some useful complementary results in linear algebra
Multiple linear regression model
Model and hypotheses
The Ordinary Least Square (OLS) estimator
Testing simple and multiple hypotheses
Prediction
- Selected topics
Objectives
The course aims at introducing students with the foundations of econometric analysis for both theory and practice. Econometrics builds a bridge between the formal models economist think with, and the data at disposal to estimate and validate them - a crucial step in modern economic analysis in a rich data environment. The focus of the course is on the workhorse model for econometrics, i.e. the linear multiple regression model, where the dependent variable is explained linearly in terms of a set of covariates. In this model the course addresses estimation of the coefficients, hypothesis testing and prediction. We use the free statistical software R for practical implementation on real datasets. At the end of the course students are expected to be familiar with the multiple regression model both in terms of basic formal properties and its practical application on real data.
Sustainable development goals
- Quality education
- Decent work and economic growth
Teaching mode
In presence
Learning methods
The course provides detailed lecture notes from the instructors that are presented in class. To familiarize students with concepts and methods, series of exercises are distributed and corrected regularly along the course. Some classes are dedicated to practical implementation of regression with the R software.
Examination information
Written exam.
Education
- Bachelor of Arts in Economics, Lecture, A scelta per Economia politica, Elective, 2nd year
- Bachelor of Arts in Economics, Lecture, Stream Metodi quantitativi, 2nd year
- Bachelor of Arts in Economics, Lecture, Stream Finanza, 2nd year
- Bachelor of Arts in Economics, Lecture, A scelta per Management, Elective, 2nd year
- Bachelor of Arts in Economics, Lecture, Stream Finanza - Metodi quantitativi, 2nd year
- Bachelor of Arts in Scienze economiche, Lecture, A scelta per Economia politica, Elective, 2nd year
- Bachelor of Arts in Scienze economiche, Lecture, Stream Metodi quantitativi, 2nd year
- Bachelor of Arts in Scienze economiche, Lecture, Stream Finanza, 2nd year
- Bachelor of Arts in Scienze economiche, Lecture, A scelta per Management, Elective, 2nd year
- Bachelor of Arts in Scienze economiche, Lecture, A scelta per Management - ICSE, Elective, 2nd year
- Bachelor of Arts in Scienze economiche, Lecture, Stream Finanza - Metodi quantitativi, 2nd year
- Bachelor of Science in Data Science, Lecture, 2nd year