Research in political science is often concerned with modeling dependent variables that are proportions. Proportions are relevant in a wide variety of substantive areas, including elections, the bureaucracy, and interest groups. Yet because most researchers rely upon an approach, OLS, that does not recognize key aspects of proportions, the conclusions we reach from normal models may not provide the best understanding of phenomena of interest in these areas. In this paper, I use Monte Carlo simulations to show that maximum likelihood estimation of these data using the beta distribution may provide more accurate and more precise results. I then present empirical analyses illustrating some of these differences
We consider the issue of performing accurate small-sample likelihood-based inference in beta regress...
The beta distribution may be used as a stochastic model for continuous proportions in many situation...
The material here contains the data we used in our book. Additionally, we have all the batch files w...
Research in political science is often concerned with modeling dependent variables that are proporti...
Models designed for limited dependent variables are increasingly common in political science. Resea...
Questions of causation are important issues in empirical research on political behavior. Most of the...
When facing small numbers of observations or rare events, political scientists often encounter separ...
Bayesian simulation is increasingly exploited in the social sciences for estimation and inference of...
When political scientists observe proportion as average of binary responses, they are sometimes inte...
Many political science research articles that use limited dependent variable models report estimated...
Dummy variable maximum likelihood (ML) estimation for binary response panel models struggles to esti...
Political scientists commonly focus on quantities of interest computed from model coefficients rathe...
Replication materials for Butler and Pereira "How does Partisanship Influence Policy Diffusion?", Po...
Researchers in political science often estimate linear models of continuous outcomes using least squ...
Vote-specific parameters are often by-products of roll call analysis, the primary goal being the mea...
We consider the issue of performing accurate small-sample likelihood-based inference in beta regress...
The beta distribution may be used as a stochastic model for continuous proportions in many situation...
The material here contains the data we used in our book. Additionally, we have all the batch files w...
Research in political science is often concerned with modeling dependent variables that are proporti...
Models designed for limited dependent variables are increasingly common in political science. Resea...
Questions of causation are important issues in empirical research on political behavior. Most of the...
When facing small numbers of observations or rare events, political scientists often encounter separ...
Bayesian simulation is increasingly exploited in the social sciences for estimation and inference of...
When political scientists observe proportion as average of binary responses, they are sometimes inte...
Many political science research articles that use limited dependent variable models report estimated...
Dummy variable maximum likelihood (ML) estimation for binary response panel models struggles to esti...
Political scientists commonly focus on quantities of interest computed from model coefficients rathe...
Replication materials for Butler and Pereira "How does Partisanship Influence Policy Diffusion?", Po...
Researchers in political science often estimate linear models of continuous outcomes using least squ...
Vote-specific parameters are often by-products of roll call analysis, the primary goal being the mea...
We consider the issue of performing accurate small-sample likelihood-based inference in beta regress...
The beta distribution may be used as a stochastic model for continuous proportions in many situation...
The material here contains the data we used in our book. Additionally, we have all the batch files w...