Introduction and the Nature of Econometrics Flashcards
What is Econometrics?
Econometrics is a discipline that ”aims to give empirical content to economic relations”. It has been defined generally as ”the application of mathematics and statistical methods to economic data”.
What are some applications of econometrics?
- To forecast (eg, interest rates, inflation rates, and gross domestic product).
- To study economic relations;
- To test economic theories.
- To evaluate and implement government and business policy.
What are the steps in empirical economic analysis?
- Formulate the question of interest.
- Build the economic model.
- Specify the econometric model.
- Collect the data.
- Estimate and test the econometric model.
What does an economic model look like?
Example: Model of job training and worker productivity
* What is the effect of additional training on worker productivity?
* Formal economic theory not really needed to derive equation:
wage = f(educ, exper,training)
- The functional form has to be specified:
wage = β0 + β1educ + β2exper + β3training + u
What is cross-sectional data?
- Sample of individuals, households, firms, cities, states, countries, etc. taken at a given point in time.
- An important feature of cross-sectional data: they are obtained by random sampling from the underlying population.
What is time-series data?
- Consists of observations on a variable or several variables over time.
- It cannot be assumed to be independent across time.
What are pooled cross-sections?
It combines independent cross-sectional data that has been collected over time.
(eg. data on house pricing from 1993 and 1995)
What is panel or longitudinal data?
Data that is collected through a series of repeated observations of the same subjects over some extended time frame—and is useful for measuring change.
It has a cross-sectional and a time series dimension.
What is the concept of causality and ceteris paribus?
Definition of the causal effect of x on y:
”How does variable y change if variable x is changed but all other relevant factors are held constant?”