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R. C. Aikens

3 papers hereh-index 7432 citations17 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2

Across the 2 of 3 papers where every author was matched, so the position is known.

fields
  • stat.ME2
  • stat.CO1

identity via Semantic Scholar / OpenAlex

activity
20192021
most citedAssignment-Control Plots: A Visual Companion for Causal Inference Study Design

1 citations · 1 across the 1 of their papers we have counts for

collaborators

3 papers

stat.ME2021★ 1 cited

Assignment-Control Plots: A Visual Companion for Causal Inference Study Design

Rachael C. Aikens, Michael Baiocchi

An important step for any causal inference study design is understanding the distribution of the treated and control subjects in terms of measured baseline covariates. However, not…

stat.CO2020

stratamatch: Prognostic ScoreStratification using a Pilot Design

Rachael C. Aikens, Joseph Rigdon, Justin Lee +5

Optimal propensity score matching has emerged as one of the most ubiquitous approaches for causal inference studies on observational data; However, outstanding critiques of the sta…

stat.ME2019

A Pilot Design for Observational Studies: Using Abundant Data Thoughtfully

Rachael C. Aikens, Dylan Greaves, Michael Baiocchi

Observational studies often benefit from an abundance of observational units. This can lead to studies that -- while challenged by issues of internal validity -- have inferences de…

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