clarify

Simulation-Based Inference for Regression Models

CRAN Package

Performs simulation-based inference as an alternative to the delta method for obtaining valid confidence intervals and p-values for regression post-estimation quantities, such as average marginal effects and predictions at representative values. This framework for simulation-based inference is especially useful when the resulting quantity is not normally distributed and the delta method approximation fails. The methodology is described in King, Tomz, and Wittenberg (2000) doi:10.2307/2669316. 'clarify' is meant to replace some of the functionality of the archived package 'Zelig'; see the vignette "Translating Zelig to clarify" for replicating this functionality.


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Last 30 days

This package has been downloaded 1,163 times in the last 30 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 34 times.

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0 downloadsMar 2, 2025
33 downloadsMar 3, 2025
34 downloadsMar 4, 2025
87 downloadsMar 5, 2025
60 downloadsMar 6, 2025
27 downloadsMar 7, 2025
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34 downloadsApr 1, 2025
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The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 14,218 times in the last 365 days. That's enough downloads to make it mildly famous in niche technical communities. A badge of honor! The day with the most downloads was Jan 22, 2025 with 127 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


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  • Imports5 packages
  • Suggests19 packages