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Welcome to our space about **sensitivity analysis**. All of the assumptions of statistical analysis rarely hold. So the challenge for the pragmatist is to understand when evidence is strong enough to support action. That's where sensitivity analysis comes in—so we can understand how robust our inferences are to challenges to our assumptions. One example is a statement such as: | ||
Welcome to our space about **[sensitivity analysis](https://en.wikipedia.org/wiki/Sensitivity_analysis)**. | ||
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{{< awesome fas fa-paper-plane >}} Questions? Issues? Suggestions? Reach out through the [KounFound-It! Google Group](https://groups.google.com/g/konfound-it). | ||
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## Purpose | ||
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All of the assumptions of statistical analysis rarely hold. So the challenge for the pragmatist is to understand when evidence is strong enough to support action. That's where sensitivity analysis comes in—so we can understand how robust our inferences are to challenges to our assumptions. One example is a statement such as: | ||
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> XX% of the estimated effect would have to be due to bias to change your inference about the effect. | ||
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## People | ||
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We are a group of researchers spanning numerous institutions who would like to contribute to better communications of research inferences and findings. | ||
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## Tools | ||
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### KonFound-It! Shiny App | ||
### {{< awesome fas fa-calculator >}} KonFound-It! Shiny App | ||
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Rosenberg, J. M., Narvaiz, S., Xu, R., Lin, Q., Maroulis, S., Frank, K. A., Saw, G. & Staudt Willet, K. B. (2023). *KonFound-it!: Quantify the robustness of causal inferences* (v. 2.0.0). https://konfound-project.shinyapps.io/konfound-it/ | ||
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### KonFound R Package | ||
### {{< awesome fas fa-code >}} KonFound R Package | ||
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Rosenberg, J. M., Xu, R., Lin, Q., Maroulis, S., & Frank, K. A. (2023). *konfound: Quantify the robustness of causal inferences* (v. 0.4.0). https://CRAN.R-project.org/package=konfound | ||
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### KonFound Stata Package | ||
| Monthly Downloads | Total Downloads | | ||
| :---------------- | :-------------- | | ||
| ![](https://cranlogs.r-pkg.org/badges/konfound?color=9bbb59) | ![](https://cranlogs.r-pkg.org/badges/grand-total/konfound?color=9bbb59) | | ||
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### {{< awesome fas fa-code >}} KonFound Stata Package | ||
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Xu, R., Frank, K. A., Maroulis, S. J., & Rosenberg, J. M. (2019). konfound: Command to quantify robustness of causal inferences. *The Stata Journal, 19*(3), 523-550. https://doi.org/10.1177/1536867X19874223 | ||
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### Benchmarks: What Works Clearinghouse | ||
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COMING SOON | ||
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## Internal Resources | ||
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Be sure to look through the variety of supports for KonFound: | ||
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- [FAQ](/page/faq) | ||
- [Resource Overview](/page/resources) | ||
- [Publications](/page/publications) | ||
- [Talks](/page/talks) | ||
- [Workshops](/page/workshop) | ||
- [User Guide]() - COMING SOON | ||
- [Blog]() - COMING SOON | ||
- [Forum]() - COMING SOON | ||
- [Forum (Google Group)](https://groups.google.com/g/konfound-it) | ||
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## External Resources | ||
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We refer to a lot of open resources for building this site, including: | ||
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## Connect | ||
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- [{{< awesome fas fa-paper-plane >}} Join our Google Group mailing list](https://groups.google.com/forum/#!forum/konfound-it) for updates on KonFound workshops, publications, progress in related research! | ||
- [{{< awesome fas fa-globe >}} Visit Dr. Ken Frank's website](https://msu.edu/~kenfrank/research.htm#causal) for even more relevant and related resources. | ||
- [{{< awesome fas fa-envelope >}} Email Dr. Ken Frank](mailto:[email protected]) with any questions or suggestions. | ||
- [{{< awesome fas fa-paper-plane >}} Join our mailing list](https://groups.google.com/forum/#!forum/konfound-it) for updates on KonFound workshops, publications, progress in related research! | ||
- [{{< awesome fab fa-github >}} Open an issue in the KonFound GitHub.](https://github.com/konfound-project/konfound/issues) | ||
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### Thanks for visiting! Happy KonFounding! |
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