raikens1/stratamatch: Stratification and Matching for Large Observational Data Sets

A pilot matching design to automatically stratify and match large datasets. The manual_stratify() function allows users to manually stratify a dataset based on categorical variables of interest, while the auto_stratify() function does automatically by allocating a held-aside (pilot) data set, fitting a prognostic score (see Hansen (2008) <doi:10.1093/biomet/asn004>) on the pilot set, and stratifying the data set based on prognostic score quantiles. The strata_match() function then does optimal matching of the data set in parallel within strata.

Getting started

Package details

MaintainerRachael C. Aikens <rockyaikens@gmail.com>
URL https://github.com/raikens1/stratamatch
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
raikens1/stratamatch documentation built on Aug. 6, 2020, 7:29 a.m.