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Linear algebra
Calculus
Statistics
Econometrics
Econometrics - Study guide
Introduction to econometrics
Definition and scope of econometrics
Types and sources of economic data
Basic concepts and notation of econometrics
Causality and identification in econometrics
Simple linear regression
The simple linear regression model and assumptions
The ordinary least squares (OLS) estimator and properties
Hypothesis testing and confidence intervals
Goodness-of-fit and R-squared
Prediction and extrapolation
Multiple linear regression
The multiple linear regression model and assumptions
The OLS estimator and properties in multiple regression
Hypothesis testing and confidence intervals in multiple regression
Functional forms and nonlinear relationships
Dummy variables and interaction effects
Heteroskedasticity and autocorrelation
Definition and consequences of heteroskedasticity
Detection and correction of heteroskedasticity
Weighted least squares and generalized least squares
Definition and consequences of autocorrelation
Detection and correction of autocorrelation
Endogeneity and instrumental variables
Definition and sources of endogeneity
Consequences of endogeneity for OLS estimation
Instrumental variables method and assumptions
Two-stage least squares estimator and properties
Weak instruments and overidentification tests
Panel data models
Definition and advantages of panel data
Fixed effects model and estimation
Random effects model and estimation
Hausman test for model selection
Dynamic panel data models
Time series models
Definition and characteristics of time series data
Stationarity and unit root tests
Autoregressive and moving average models
Autoregressive integrated moving average models
Cointegration and error correction models