tidy_ate

ATE = Average Treatment Effects
Assumes treated column is either a integer column of 1's (treated) and 0's (nontreated) or logical indicating treatment if TRUE.

Functions for extracting tidy data from Bayesian treatment effect models, in particular BART, but extensions are possible. Functionality includes extracting tidy posterior summaries as in 'tidybayes' <https://github.com/mjskay/tidybayes>, estimating (average) treatment effects, common support calculations, and plotting useful summaries of these.

Joshua J Bon

tidytreatment

Tidy Methods for Bayesian Treatment Effect Models

tidy_ate function

<dl><dt>model</dt>
<dd>A supported Bayesian model fit that can provide fits and predictions.</dd>
<dt>treatment</dt>
<dd>A character string specifying the name of the treatment variable.</dd>
<dt>common_support_method</dt>
<dd>Either "sd", or "chisq". Default is unspecified, and no common support calculation is done.</dd>
<dt>cutoff</dt>
<dd>Cutoff for common support (if in use).</dd>
<dt>...</dt>
<dd>Arguments to be passed to <code>tidybayes::epred_draws</code> typically scale for <code>BART</code> models.</dd></dl>

Arguments

Get average treatment effect draws from posterior — tidy_ate

<dl>

<dt>model</dt>
<dd>A supported Bayesian model fit that can provide fits and predictions.</dd>


<dt>treatment</dt>
<dd>A character string specifying the name of the treatment variable.</dd>


<dt>common_support_method</dt>
<dd>Either "sd", or "chisq". Default is unspecified, and no common support calculation is done.</dd>


<dt>cutoff</dt>
<dd>Cutoff for common support (if in use).</dd>


<dt>...</dt>
<dd>Arguments to be passed to <code>tidybayes::epred_draws</code> typically scale for <code>BART</code> models.</dd>

</dl>

tidy_ate: Get average treatment effect draws from posterior

Description

Usage

Value

Arguments