Panel Data Toolbox for MATLAB
Panel Data Toolbox for MATLAB provides econometric routines for analysis of balanced and unbalanced panel data, implementing estimation methods, instrumental-variable panels, spatial panel models, and model tests to support rigorous econometric inference in MATLAB.
Key Features:
- Estimation Methods: Implements fixed effects, between effects, and random effects models for panel data, supporting both balanced and unbalanced panels.
- Instrumental Variables (IV) Panels: Implements instrumental-variable methods for panel data to address endogeneity from omitted variables or measurement error.
- Spatial Panel Models: Implements a range of spatial panel models to capture spatial or proximity-based dependencies across panels.
- Relevant Tests: Provides tests for fixed effects, random effects, and diagnostic procedures for model validation.
- Validation: Performs numerical checks of results against other commercial and free software packages.
Scientific Applications:
- Panel econometrics: Estimation and inference of individual heterogeneity and effects in balanced and unbalanced panel datasets.
- Endogeneity correction: Identification and estimation of causal effects in panel data using instrumental variables.
- Spatial dependence analysis: Modeling and inference for datasets with geographic or proximity-based correlations across panels.
- Model validation and diagnostics: Testing fixed and random effects and applying diagnostics to assess model assumptions.
Methodology:
Implements fixed effects, between effects, and random effects estimators; instrumental-variable methods for panels; spatial panel model formulations; tests for fixed effects, random effects, and diagnostics; and numerical validation via comparisons with other commercial and free software packages.
Topics
Collections
Details
- Cost:
- Free of charge (with restrictions)
- Tool Type:
- workflow
- Operating Systems:
- Windows, Linux, Mac
- Programming Languages:
- MATLAB
- Added:
- 5/5/2021
- Last Updated:
- 5/7/2021
Operations
Publications
Álvarez IC, Barbero J, Zofío JL. A <b>Panel Data Toolbox</b> for <i>MATLAB</i>. Journal of Statistical Software. 2017;76(6). doi:10.18637/jss.v076.i06.