Professor Sophia Rabe-Hesketh
- Qualifications and position:
- BSc(Hons), PhD
- Chair of Social Statistics
- Professor, Educational Statistics and Biostatistics, University of California, Berkeley
Editor of Statistical Methods in Medical Research
- Faculty:
- Department:
- Summary:
- Sophia's research interests are in multilevel, latent variable, longitudinal and measurement modelling. Recently she has focused on developing a modelling framework, GLLAMM, (http://www.gllamm.org), that unifies and extends multilevel and structural equation models. She wrote the Stata program gllamm for estimating these models by maximum likelihood. Her work is published in a number of journals including Psychometrika, Journal of Econometrics, Journal of the Royal Statistical Society (Series A) and Biometrics and in two recent books: Generalized Latent Variable Modeling: Multilevel, Longitudinal and Structural Equation Models and Multilevel and Longitudinal Modeling Using Stata (Second Edition).
- Research Projects:
- ESRC National Centre for Research Methods (NCRM), ADMIN (Administrative Data: Methods, Inference and Network) Node – July 2008-June 2011 (RES-576-25-0014). (Co-investigator: Director of Methodology).
- Postgraduate Research:
- • Estimation of generalized linear mixed models;
• Combining multilevel regression and measurement (e.g. item response) models;
• Empirical Bayes prediction in latent variable models;
• Incorporating survey weights in multilevel modelling;
• Methodological issues when linking survey and administrative data;
• Longitudinal data analysis and dealing with dropout/attrition;
• Estimation of models with crossed random effects;
• Endogenous treatment models.
- Professional Activities:
- Editor: Statistical Methods in Medical Research.
Associate Editor: Psychometrika (2005-present), Statistical Modelling (2005-present) and The Stata Journal (2001-present).
Editorial Boards: Psychological Methods (2007-present)and Structural Equation Modeling (2006-present).
Advisory Boards: Principal panel member of the Statistics and Modeling Review Panel (grant proposals), Institute of Education Sciences, US Department of Education, 2009-present. Technical Advisory Group for the OECD Program of International Student Assessment (PISA), 2007-present. Design and Analysis Committee for the U.S. National Assessment of Educational Progress (NAEP), 2006-present.
- Conferences/presentations:
- `Generalized linear latent and mixed models' 11th Annual Symposium on Statistics in Psychiatry, Yale University, New Haven, CT, USA, 2010.
`Multilevel latent variable modeling', Statistical Modelling and Inference Conference to celebrate Murray Aitkin's 70th birthday. Queensland University of Technology, Brisbane, Australia, 2010.
`Comparison of methods for handling endogenous covariates in longitudinal data' 73rd Annual Meeting of the Psychometric Society, Durham, NH, USA, 2008.
Publications
- Cho, S.-J. and Rabe-Hesketh, S. (2010) Alternating imputation posterior estimation of models with crossed random effects. Computational Statistics and Data Analysis. in press.
- Skrondal, A. and Rabe-Hesketh, S. (2009) 'Prediction in multilevel generalized linear models', Journal of the Royal Statistical Society. Series A, 172, pp. 659-687.
- Rabe-Hesketh, S. Skrondal, A. and Gjessing, H. K. (2008) 'Biometrical modeling of twin and family data using standard mixed model software', Biometrics. 64, pp. 280-288.
- Skrondal, A. and Rabe-Hesketh, S. (2007) 'Latent variable modelling: A survey', Scandinavian Journal of Statistics. 34, pp. 712-745.
- Rabe-Hesketh, S. and Skrondal, A. (2006) 'Multilevel modeling of complex survey data', Journal of the Royal Statistical Society. Series, A 169, pp. 805-827.
- Rabe-Hesketh, S., Skrondal, A. and Pickles, A. (2005) 'Maximum likelihood estimation of limited and discrete dependent variable models with nested random effects', Journal of Econometrics. 128, pp. 301-323.
- Rabe-Hesketh, S., Skrondal, A. and Pickles, A. (2004) 'Generalized multilevel structural equation modelling', Psychometrika. 69, pp. 167-190.
- Skrondal, A. and Rabe-Hesketh, S. (2003) 'Multilevel logistic regression for polytomous data and rankings', Psychometrika. Vol. 68, pp. 267-287.
- Rabe-Hesketh, S., Skrondal, A. and Pickles, A. (2002) 'Reliable estimation of generalised linear mixed models using adaptive quadrature', The Stata Journal. Vol. 2, pp. 1-21.
- Rabe-Hesketh, S. and Skrondal, A. (2001) 'Parameterization of multivariate random effects models for categorical data', Biometrics. 57, pp. 1256-1264.