Get Started with Econometrics Toolbox
Econometrics Toolbox™ provides functions and interactive workflows for analyzing and modeling time series data. It offers a wide range of visualizations and diagnostics for model selection, including tests for autocorrelation and heteroscedasticity, unit roots and stationarity, cointegration, causality, and structural change. You can estimate, simulate, and forecast economic systems using a variety of modeling frameworks that can be used either interactively, using the Econometric Modeler app, or programmatically, using functions provided in the toolbox. These frameworks include regression, ARIMA, state-space, GARCH, multivariate VAR and VEC, and switching models. The toolbox also provides Bayesian tools for developing time-varying models that learn from new data.
Tutorials
- Time Series Regression I: Linear Models
This example introduces basic assumptions behind multiple linear regression models.
- Analyze Time Series Data Using Econometric Modeler
Interactively visualize and analyze univariate or multivariate time series data.
- Choose Time Series Filter for Business Cycle Analysis
Compare the performance of the two-sided Hodrick-Prescott filter, on performing business cycle analysis, against the Baxter-King, Christiano-Fitzgerald, one-sided Hodrick-Prescott, and Hamilton filters.
- Assess Stationarity of a Time Series
Check whether a linear time series is a unit root process.
- Estimate Multiplicative ARIMA Model
Estimate a multiplicative seasonal ARIMA model.
- Estimate Conditional Mean and Variance Model
Estimate a composite conditional mean and variance model.
- Vector Autoregression (VAR) Model Creation
Represent a vector autoregression (VAR) model using a
varm
object. - Create Continuous State-Space Models for Economic Data Analysis
Learn how Econometrics Toolbox supports state-space modeling of time series.
About Econometrics
- Stochastic Process Characteristics
Understand the definition, forms, and properties of stochastic processes.
- Econometric Modeling
Understand model-selection techniques and Econometrics Toolbox features.
- Represent Time Series Models Using Econometrics Toolbox Objects
Learn how to represent time series models as model objects.