AIGovernance: Statistical Auditing, Drift Monitoring and Governance Reporting for AI Decision Systems
Provides statistical auditing, risk documentation, and reporting tools to support AI governance workflows for employment, hiring and other AI-assisted decision systems. Implements the EEOC four-fifths adverse impact rule (Equal Employment Opportunity Commission, 1978, <https://www.ecfr.gov/current/title-29/subtitle-B/chapter-XIV/part-1607>), NYC Local Law 144 bias audit requirements (New York City, 2023, <https://www.nyc.gov/site/dca/about/automated-employment-decision-tools.page>), and the AI Risk Management Framework checklist items from the National Institute of Standards and Technology (2023, <doi:10.6028/NIST.AI.100-1>). Optionally supports EU AI Act high-risk classification (European Parliament and Council, 2024, <https://digital-strategy.ec.europa.eu/en/policies/regulatory-framework-ai>). It also audits decision drift over time: the change in a decision rate is decomposed into case-mix, allocation (routing of cases to decision units) and rule-change components in the spirit of Kitagawa (1955) <doi:10.1080/01621459.1955.10501299>; net and absolute drift are estimated over a fixed reference case mix with overlap trimming and cluster bootstrap uncertainty; categorical decisions and unit-level drift with noise-corrected heterogeneity are supported; and a simulator with known drift mechanisms is included. The package does not provide legal advice or certify legal compliance; it is a statistical and documentation support tool.
| Version: | 0.2.0 |
| Depends: | R (≥ 4.1.0) |
| Imports: | cli, rlang, stats, utils, tibble, dplyr, nnet |
| Suggests: | ggplot2, knitr, rmarkdown, testthat (≥ 3.0.0) |
| Published: | 2026-11-12 |
| DOI: | 10.32614/CRAN.package.AIGovernance |
| Author: | Subir Hait  [aut,
cre] |
| Maintainer: | Subir Hait <haitsubi at msu.edu> |
| BugReports: | https://github.com/subirhait/AIGovernance/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/subirhait/AIGovernance |
| NeedsCompilation: | no |
| Language: | en-US |
| Materials: | README, NEWS |
| CRAN checks: | AIGovernance results |
Documentation:
| Reference manual: | AIGovernance.html , AIGovernance.pdf |
| Vignettes: |
Auditing Decision Drift Over Time (source, R code) Employment AI Bias Audit with AIGovernance (source, R code) |
Downloads:
| Package source: | AIGovernance_0.2.0.tar.gz |
| Windows binaries: | r-devel: AIGovernance_0.1.0.zip, r-release: AIGovernance_0.1.0.zip, r-oldrel: AIGovernance_0.1.0.zip |
| macOS binaries: | r-release (arm64): AIGovernance_0.2.0.tgz, r-oldrel (arm64): AIGovernance_0.2.0.tgz, r-release (x86_64): AIGovernance_0.2.0.tgz, r-oldrel (x86_64): AIGovernance_0.2.0.tgz |
| Old sources: | AIGovernance archive |
Linking:
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