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KonFound-It!

On the record

Audience
The project describes its intended users as researchers, policy makers, and pragmatists evaluating statistical inferences.konfound-it.org · read 12 Oct 2026
Benchmark tool
The project provides an interactive tool for sensitivity analyses calculated for the What Works Clearinghouse benchmark dataset.konfound-it.org · read 11 Oct 2026
Bias analysis
The project develops sensitivity analyses that quantify how robust inferences are to omitted variables and other sources of bias.konfound-it.org · read 11 Oct 2026
Browser app
The Shiny app runs sensitivity analyses in a web browser without requiring software installation.konfound-it.org · read 12 Oct 2026
Deployment
bothkonfound-it.org · read 23 Sep 2026
Guidance
The Practical Guide is intended to help implement ITCV and RIR sensitivity analyses.konfound-it.org · read 11 Oct 2026
ITCV
Impact Threshold for a Confounding Variable estimates how strongly an omitted variable would need to relate to the predictor and outcome to change an inference.konfound-it.org · read 12 Oct 2026
ITCV caveat
The package documentation cautions that ITCV was originally derived for OLS standard errors and should be interpreted cautiously when reported standard errors are not OLS-based.konfound-it.org · read 12 Oct 2026
Known limitation
The FAQ says there is currently no module specifically designated for multinomial outcomes.konfound-it.org · read 12 Oct 2026
Known model gaps
The FAQ says there is no module specifically designated for multinomial outcomes, and that predictive models using machine learning and fixed effects are under development.konfound-it.org · read 11 Oct 2026
License
The konfound R package is listed as MIT licensed.konfound-it.org · read 12 Oct 2026
Maker
The site describes KonFound-It! as a project run by a group of researchers spanning multiple institutions.konfound-it.org · read 11 Oct 2026
Meta-analysis
The R package includes mkonfound() for comparing or synthesizing sensitivity analyses across multiple analyses.konfound-it.org · read 12 Oct 2026
Purpose
KonFound-It! provides sensitivity analyses to evaluate how robust statistical inferences are to potential bias.konfound-it.org · read 12 Oct 2026
Regression models
Yeskonfound-it.org · read 23 Sep 2026
RIR
Robustness of Inference to Replacement estimates how much of an observed effect would need to be bias-driven to change an inference.konfound-it.org · read 12 Oct 2026
R package
The konfound R package supports sensitivity analysis for models fit in R and published study results.konfound-it.org · read 12 Oct 2026
Scripting support
Yeskonfound-it.org · read 23 Sep 2026

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