Panel Models in Sociological Research: Theory into Practice
University of Wisconsin–Madison
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Abstract
A selection of panel studies appearing in the American Sociological Review and the American Journal of Sociology between 1990 and 2003 shows that sociologists have been slow to capitalize on the advantages of panel data for controlling unobservables that threaten causal inference in observational studies. This review emphasizes regression methods that capitalize on the strengths of panel data for consistently estimating causal parameters in models for metric outcomes when measured explanatory variables are correlated with unit-specific unobservables. Both static and dynamic models are treated. Among the major subjects are fixed versus random effects methods, Hausman tests, Hausman-Taylor models, and…
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1Topics & keywords
Topics
Keywords
- Econometrics
- Panel data
- Instrumental variable
- Causal inference
- Random effects model
- Inference
- Hausman test
- Fixed effects model
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