Date(s) - 04/15/2016 - 04/16/2016
Categories No Categories
Start Date: 4/15/2016
End Date: 4/16/2016
The Courtyard Marriott Atlanta Downtown
133 Carnegie Way
A 2-Day Seminar Taught by Paul Allison
PANEL DATA OFFER MAJOR OPPORTUNITIES AND SERIOUS PITFALLS
The most common type of longitudinal data is panel data, consisting of measurements of predictor and response variables at two or more points in time for many individuals. Such data have two major attractions: the ability to control for unobservables, and the determination of causal ordering.
However, there is also a major difficulty with panel data: repeated observations are typically correlated and this invalidates the usual assumption that observations are independent. There are four widely available methods for dealing with dependence: robust standard errors, generalized estimating equations, random effects models and fixed effects models. This seminar examines each of these methods in some detail, with an eye to discerning their relative advantages and disadvantages. Different methods are considered for quantitative outcomes and categorical outcomes.
This is a hands-on seminar with ample opportunities to practice the various methods.