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tvbounds: Sensitivity Analysis and Bounds under Total Variation Neighborhoods

Implements the sensitivity analysis framework of Palomba (2026) "Sensitivity Analysis in Population Shares" <https://filippopalomba.github.io/#jmp> for randomized experiments with attrition, counterfactuals in structural models, and recentered instrumental variables. Computes and plots sensitivity bounds together with their confidence intervals and robustness summary measures.

Version: 0.1.1
Depends: R (≥ 4.1.0)
Imports: ggplot2 (≥ 3.4.0), stats, utils, withr
Suggests: JuliaCall, testthat (≥ 3.1.5), knitr, rmarkdown
Published: 2026-09-10
DOI: 10.32614/CRAN.package.tvbounds
Author: Filippo Palomba [aut, cre, cph]
Maintainer: Filippo Palomba <fpalomba at princeton.edu>
License: MIT + file LICENSE
NeedsCompilation: no
SystemRequirements: For tvbounds_counterfactual(): Julia (>= 1.9) and the Artelys KNITRO solver with a valid license.
Materials: NEWS
CRAN checks: tvbounds results

Documentation:

Reference manual: tvbounds.html , tvbounds.pdf
Vignettes: Sensitivity Analysis with tvbounds (source, R code)

Downloads:

Package source: tvbounds_0.1.1.tar.gz
Windows binaries: r-devel: tvbounds_0.1.1.zip, r-release: not available, r-oldrel: tvbounds_0.1.1.zip
macOS binaries: r-release (arm64): not available, r-oldrel (arm64): tvbounds_0.1.1.tgz, r-release (x86_64): tvbounds_0.1.1.tgz, r-oldrel (x86_64): tvbounds_0.1.1.tgz

Linking:

Please use the canonical form https://CRAN.R-project.org/package=tvbounds to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.