{ "_id": "6a22733fcd65a98ecbd49b29", "Package": "sensemakr", "Type": "Package", "Title": "Sensitivity Analysis Tools for Regression Models", "Date": "2024-07-22", "Version": "0.1.6", "Authors@R": "c(\nperson(\"Carlos\", \"Cinelli\", role = c(\"aut\", \"cre\"), email = \"carloscinelli@hotmail.com\"),\nperson(\"Jeremy\", \"Ferwerda\", role = \"aut\"),\nperson(\"Chad\", \"Hazlett\", role = \"aut\"),\nperson(\"Danielle\", \"Tsao\", role = \"ctb\"),\nperson(\"Aaron\", \"Rudkin\", role = \"ctb\"),\nperson(\"Grigorij\", \"Ljubownikow\", role = \"ctb\")\n)", "Author": "Carlos Cinelli [aut, cre], Jeremy Ferwerda [aut], Chad Hazlett\n[aut], Danielle Tsao [ctb], Aaron Rudkin [ctb], Grigorij\nLjubownikow [ctb]", "Maintainer": "Carlos Cinelli ", "Description": "Implements a suite of sensitivity analysis tools that\nextends the traditional omitted variable bias framework and\nmakes it easier to understand the impact of omitted variables\nin regression models, as discussed in Cinelli, C. and Hazlett,\nC. (2020), \"Making Sense of Sensitivity: Extending Omitted\nVariable Bias.\" Journal of the Royal Statistical Society,\nSeries B (Statistical Methodology) .", "URL": "https://github.com/carloscinelli/sensemakr", "BugReports": "https://github.com/carloscinelli/sensemakr/issues", "License": "GPL-3", "Encoding": "UTF-8", "RoxygenNote": "7.3.2", "LazyData": "true", "VignetteBuilder": "knitr", "Repository": "https://carloscinelli.r-universe.dev", "Date/Publication": "2026-04-06 16:12:21 UTC", "RemoteUrl": "https://github.com/carloscinelli/sensemakr", "RemoteRef": "HEAD", "RemoteSha": "a5892aeb6e6b334b2f22c07cd2c65ba6ca26a3a7", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-05 06:52:02 UTC", "User": "root" }, "MD5sum": "9ae5aa02fd017aaa8a9ee8b7501df36b", "_user": "carloscinelli", "_type": "src", "_file": "sensemakr_0.1.6.tar.gz", "_fileid": "f51b4158c36c231d3437d7e1c84f4e058518da0da6da02261e776831c8d62c79", "_filesize": 1836973, "_sha256": "f51b4158c36c231d3437d7e1c84f4e058518da0da6da02261e776831c8d62c79", "_created": "2026-06-05T06:52:02.000Z", "_published": "2026-06-05T06:57:03.822Z", "_distro": "noble", "_jobs": [ { "job": 79678843452, "time": 178, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "ERROR", "artifact": "7430611014" }, { "job": 79678843374, "time": 199, "config": "linux-release-x86_64", "r": "4.6.0", "check": "ERROR", "artifact": "7430616005" }, { "job": 79678843394, "time": 199, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "ERROR", "artifact": "7430615792" }, { "job": 79678843406, "time": 271, "config": "macos-release-arm64", "r": "4.6.0", "check": "ERROR", "artifact": "7430632661" }, { "job": 79678491105, "time": 174, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7430568344" }, { "job": 79678843400, "time": 98, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7430591536" }, { "job": 79678843412, "time": 218, "config": "windows-devel", "r": "4.7.0", "check": "ERROR", "artifact": "7430621524" }, { "job": 79678843415, "time": 210, "config": "windows-oldrel", "r": "4.5.3", "check": "ERROR", "artifact": "7430618680" }, { "job": 79678843403, "time": 204, "config": "windows-release", "r": "4.6.0", "check": "ERROR", "artifact": "7430617359" } ], "_buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/27000114306", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/carloscinelli/sensemakr", "_commit": { "id": "a5892aeb6e6b334b2f22c07cd2c65ba6ca26a3a7", "author": "Carlos Cinelli ", "committer": "Carlos Cinelli ", "message": "funding\n", "time": 1775491941 }, "_maintainer": { "name": "Carlos Cinelli", "email": "carloscinelli@hotmail.com", "login": "carloscinelli", "twitter": "@analisereal", "description": "", "uuid": 5638899 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.1.0", "role": "Depends" }, { "package": "testthat", "role": "Suggests" }, { "package": "covr", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "png", "role": "Suggests" }, { "package": "stargazer", "role": "Suggests" }, { "package": "fixest", "role": "Suggests" } ], "_owner": "carloscinelli", "_selfowned": true, "_usedby": 4, "_updates": [ { "week": "2026-07", "n": 8 }, { "week": "2026-15", "n": 1 } ], "_tags": [], "_stars": 99, "_contributors": [ { "user": "carloscinelli", "count": 306, "uuid": 5638899 }, { "user": "mikejacktzen", "count": 76, "uuid": 3439818 }, { "user": "grlju", "count": 36, "uuid": 54751846 }, { "user": "chadhazlett", "count": 13, "uuid": 5587656 }, { "user": "aaronrudkin", "count": 11, "uuid": 14701267 }, { "user": "statsccpr", "count": 5, "uuid": 17146552 }, { "user": "d-tsao", "count": 3, "uuid": 85719295 }, { "user": "resonance1", "count": 2, "uuid": 22085263 } ], "_userbio": { "uuid": 5638899, "type": "user", "name": "Carlos Cinelli" }, "_downloads": { "count": 1310, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/sensemakr" }, "_devurl": "https://github.com/carloscinelli/sensemakr", "_searchresults": 248, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/readme.html", "extra/readme.md", "extra/sensemakr.html", "manual.pdf" ], "_homeurl": "https://github.com/carloscinelli/sensemakr", "_realowner": "carloscinelli", "_cranurl": true, "_releases": [ { "version": "0.1.2", "date": "2019-08-05" }, { "version": "0.1.3", "date": "2020-04-28" }, { "version": "0.1.4", "date": "2021-10-08" }, { "version": "0.1.6", "date": "2024-07-22" } ], "_exports": [ "add_bound_to_contour", "adjusted_ci", "adjusted_critical_value", "adjusted_estimate", "adjusted_partial_r2", "adjusted_se", "adjusted_t", "bias", "extreme_robustness_value", "group_partial_r2", "model_helper", "ovb_bounds", "ovb_contour_plot", "ovb_extreme_plot", "ovb_minimal_reporting", "ovb_partial_r2_bound", "partial_f", "partial_f2", "partial_r2", "rel_bias", "relative_bias", "resid_maker", "robustness_value", "rv", "sensemakr", "sensitivity_stats", "xrv" ], "_datasets": [ { "name": "colombia", "title": "Data from the 2016 referendum for peace with the FARC in Colombia.", "object": "colombia", "class": [ "data.frame" ], "fields": [ "dept_code", "department", "town_code", "town", "total_eligible", "yes_vote", "santos10", "santos14", "gdppc", "pop13", "elev", "fat_all", "fat_2001to2005_gtd", "fat_2006to2010_gtd", "fat_2011to2015_gtd", "fat_2010to2013" ], "rows": 1123, "table": true, "tojson": true }, { "name": "darfur", "title": "Data from survey of Darfurian refugees in eastern Chad.", "object": "darfur", "class": [ "data.frame" ], "fields": [ "wouldvote", "peacefactor", "peace_formerenemies", "peace_jjindiv", "peace_jjtribes", "gos_soldier_execute", "directlyharmed", "age", "farmer_dar", "herder_dar", "pastvoted", "hhsize_darfur", "village", "female" ], "rows": 1276, "table": true, "tojson": true } ], "_help": [ { "page": "sensemakr-package", "title": "Sensemakr: extending omitted variable bias", "topics": [ "sensemakr-package" ] }, { "page": "add_bound_to_contour", "title": "Add bounds to contour plot of omitted variable bias", "topics": [ "add_bound_to_contour", "add_bound_to_contour.fixest", "add_bound_to_contour.lm", "add_bound_to_contour.numeric" ] }, { "page": "adjusted_critical_value", "title": "Bias-adjusted critical values", "topics": [ "adjusted_critical_value" ] }, { "page": "adjusted_estimate", "title": "Bias-adjusted estimates, standard-errors, t-values and confidence intervals", "topics": [ "adjusted_ci", "adjusted_ci.fixest", "adjusted_ci.lm", "adjusted_ci.numeric", "adjusted_estimate", "adjusted_estimate.fixest", "adjusted_estimate.lm", "adjusted_estimate.numeric", "adjusted_partial_r2", "adjusted_partial_r2.fixest", "adjusted_partial_r2.lm", "adjusted_partial_r2.numeric", "adjusted_se", "adjusted_se.fixest", "adjusted_se.lm", "adjusted_se.numeric", "adjusted_t", "adjusted_t.fixest", "adjusted_t.lm", "adjusted_t.numeric", "bias", "bias.fixest", "bias.lm", "bias.numeric", "relative_bias", "relative_bias.fixest", "relative_bias.lm", "relative_bias.numeric", "rel_bias" ] }, { "page": "colombia", "title": "Data from the 2016 referendum for peace with the FARC in Colombia.", "topics": [ "colombia" ] }, { "page": "darfur", "title": "Data from survey of Darfurian refugees in eastern Chad.", "topics": [ "darfur" ] }, { "page": "group_partial_r2", "title": "Partial R2 of groups of covariates in a linear regression model", "topics": [ "group_partial_r2", "group_partial_r2.fixest", "group_partial_r2.lm", "group_partial_r2.numeric" ] }, { "page": "ovb_bounds", "title": "Bounds on the strength of unobserved confounders using observed covariates", "topics": [ "ovb_bounds", "ovb_bounds.fixest", "ovb_bounds.lm", "ovb_partial_r2_bound", "ovb_partial_r2_bound.fixest", "ovb_partial_r2_bound.lm", "ovb_partial_r2_bound.numeric" ] }, { "page": "ovb_contour_plot", "title": "Contour plots of omitted variable bias", "topics": [ "ovb_contour_plot", "ovb_contour_plot.fixest", "ovb_contour_plot.formula", "ovb_contour_plot.lm", "ovb_contour_plot.numeric" ] }, { "page": "ovb_extreme_plot", "title": "Extreme scenarios plots of omitted variable bias", "topics": [ "ovb_extreme_plot", "ovb_extreme_plot.fixest", "ovb_extreme_plot.formula", "ovb_extreme_plot.lm", "ovb_extreme_plot.numeric" ] }, { "page": "partial_r2", "title": "Computes the partial R2 and partial (Cohen's) f2", "topics": [ "partial_f", "partial_f.fixest", "partial_f.lm", "partial_f.numeric", "partial_f2", "partial_f2.fixest", "partial_f2.lm", "partial_f2.numeric", "partial_r2", "partial_r2.default", "partial_r2.fixest", "partial_r2.lm", "partial_r2.numeric" ] }, { "page": "plot.sensemakr", "title": "Sensitivity analysis plots for 'sensemakr'", "topics": [ "plot.sensemakr" ] }, { "page": "print.sensemakr", "title": "Sensitivity analysis print and summary methods for 'sensemakr'", "topics": [ "ovb_minimal_reporting", "print.sensemakr", "summary.sensemakr" ] }, { "page": "robustness_value", "title": "Computes the (extreme) robustness value", "topics": [ "extreme_robustness_value", "extreme_robustness_value.default", "extreme_robustness_value.fixest", "extreme_robustness_value.lm", "extreme_robustness_value.numeric", "robustness_value", "robustness_value.default", "robustness_value.fixest", "robustness_value.lm", "robustness_value.numeric", "rv", "xrv" ] }, { "page": "sensemakr", "title": "Sensitivity analysis to unobserved confounders", "topics": [ "sensemakr", "sensemakr.fixest", "sensemakr.formula", "sensemakr.lm", "sensemakr.numeric" ] }, { "page": "sensitivity_stats", "title": "Sensitivity statistics for regression coefficients", "topics": [ "sensitivity_stats", "sensitivity_stats.fixest", "sensitivity_stats.lm", "sensitivity_stats.numeric" ] } ], "_readme": "https://github.com/carloscinelli/sensemakr/raw/HEAD/README.md", "_rundeps": [], "_vignettes": [ { "source": "sensemakr.Rmd", "filename": "sensemakr.html", "title": "An introduction to sensitivity analysis using sensemakr", "author": "Carlos Cinelli and Chad Hazlett", "engine": "knitr::rmarkdown", "headings": [ "Introduction", "Violence in Darfur", "The data and research question", "The threat of unobserved confounders", "Sensitivity Analysis", "Minimal sensitivity reporting", "Sensitivity contour plots of point estimates and t-values", "Sensitivity plots of extreme scenarios", "A disciplined discussion about confounding", "Going further", "References" ], "created": "2017-08-23 00:40:26", "modified": "2020-04-28 21:06:23", "commits": 29 }, { "source": "informal_benchmarking.Rmd", "filename": "informal_benchmarking.html", "title": "The Risks of Informal Benchmarking", "author": "Carlos Cinelli and Chad Hazlett", "engine": "knitr::rmarkdown", "headings": [ "Introduction", "Background", "Simulating the data", "Fitting the model", "Informal benchmarks", "Formal bounds", "References" ], "created": "2020-02-09 08:59:37", "modified": "2021-07-26 18:15:35", "commits": 15 } ], "_score": 9.732667452805392, "_indexed": true, "_nocasepkg": "sensemakr", "_universes": [ "carloscinelli" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.6", "date": "2026-06-05T06:53:58.000Z", "distro": "noble", "commit": "a5892aeb6e6b334b2f22c07cd2c65ba6ca26a3a7", "fileid": "1575faab688d61cc252c09c61971f7d3a7072c9234e6543fe98f9f754032d08c", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/27000114306" }, { "r": "4.6.0", "os": "linux", "version": "0.1.6", "date": "2026-06-05T06:54:00.000Z", "distro": "noble", "commit": "a5892aeb6e6b334b2f22c07cd2c65ba6ca26a3a7", "fileid": "2e437e5f75efa5203396bfbec49878ea5b425d77a3f14e9ba2fcc6c171ff0184", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/27000114306" }, { "r": "4.5.3", "os": "mac", "version": "0.1.6", "date": "2026-06-05T06:53:29.000Z", "commit": "a5892aeb6e6b334b2f22c07cd2c65ba6ca26a3a7", "fileid": "09988c43c484f7ecd10af8ca36e4624c297517e6f3a52c0036cf1db3eba6e061", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/27000114306" }, { "r": "4.6.0", "os": "mac", "version": "0.1.6", "date": "2026-06-05T06:53:56.000Z", "commit": "a5892aeb6e6b334b2f22c07cd2c65ba6ca26a3a7", "fileid": "f99484c2074c3cf89ba50eea07b4c26e44ff5a968e55e720b3878026bca7e1cc", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/27000114306" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.6", "date": "2026-06-05T06:53:56.000Z", "commit": "a5892aeb6e6b334b2f22c07cd2c65ba6ca26a3a7", "fileid": "611954ed7dab07084aa8c3e30fe53045ef923de68c77df6f146893e582fbee79", "status": "success", "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/27000114306" }, { "r": "4.7.0", "os": "win", "version": "0.1.6", "date": "2026-06-05T06:53:25.000Z", "commit": "a5892aeb6e6b334b2f22c07cd2c65ba6ca26a3a7", "fileid": "70ed506e6883e0ed00f353b1c20c60395de58d8e920053c1bc77300f92933cda", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/27000114306" }, { "r": "4.5.3", "os": "win", "version": "0.1.6", "date": "2026-06-05T06:53:15.000Z", "commit": "a5892aeb6e6b334b2f22c07cd2c65ba6ca26a3a7", "fileid": "95d5ec1f1271cd921dd063e3831576b089aa69fa90dd4adb3403af3a1b45c01d", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/27000114306" }, { "r": "4.6.0", "os": "win", "version": "0.1.6", "date": "2026-06-05T06:53:18.000Z", "commit": "a5892aeb6e6b334b2f22c07cd2c65ba6ca26a3a7", "fileid": "f008998e7a5080f7bacb922f0d9fc14ae390b5aa1346a71b5b83d800f8089022", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/carloscinelli/actions/runs/27000114306" } ] }