Search Results for author: Lauren Kennedy

Found 2 papers, 2 papers with code

Treatment effect estimation with Multilevel Regression and Poststratification

1 code implementation19 Feb 2021 Yuxiang Gao, Lauren Kennedy, Daniel Simpson

Using MRP-style estimators, treatment effect estimates for areas as small as 1. 3$\%$ of the population have lower bias and variance than standard causal inference methods, even in the presence of treatment effect heterogeneity.

Causal Inference Methodology

Improving multilevel regression and poststratification with structured priors

2 code implementations19 Aug 2019 Yuxiang Gao, Lauren Kennedy, Daniel Simpson, Andrew Gelman

A central theme in the field of survey statistics is estimating population-level quantities through data coming from potentially non-representative samples of the population.

Methodology

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