# Simple yet Sharp Sensitivity Analysis for Any Contrast Under Unmeasured Confounding

arXiv: https://arxiv.org/abs/2406.07940 · HTML: https://mlsanity.com/paper/2406.07940/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
- Builds on 3 of its 12 references that are in the map.
- First posted on arXiv 12 Jun 2024.

## Builds on (most cited first, 3 of 3)

- [On the Monotonicity of a Nondifferentially Mismeasured Binary Confounder](https://mlsanity.com/paper/2005.13245/) (2020)
- [Simple yet Sharp Sensitivity Analysis for Unmeasured Confounding](https://mlsanity.com/paper/2104.13020/) (2021)
- [Sharp sensitivity bounds for mediation under unmeasured mediator-outcome confounding](https://mlsanity.com/paper/1601.05155/) (2016)

## Abstract (arXiv)

We extend our previous work on sensitivity analysis for the risk ratio and difference contrasts under unmeasured confounding to any contrast. We prove that the bounds produced are still arbitrarily sharp, i.e. practically attainable. We illustrate the usability of the bounds with real data.