{
  "_id": "6aafa6703d719c1f8408036a",
  "Package": "MLCausal",
  "Type": "Package",
  "Title": "Causal Inference Methods for Multilevel and Clustered Data",
  "Version": "0.1.0",
  "Date": "2026-04-07",
  "Authors@R": "person(given = \"Subir\",\nfamily = \"Hait\",\nemail = \"haitsubi@msu.edu\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0009-0004-9871-9677\"))",
  "Description": "Provides an end-to-end workflow for estimating average\ntreatment effects in clustered (multilevel) observational data.\nCore functionality includes cluster-aware propensity score\nestimation using fixed effects and Mundlak-style\nspecifications, inverse probability weighting, within-cluster\nnearest-neighbor matching, covariate balance diagnostics at\nboth individual and cluster-mean levels, outcome regression\nwith cluster-robust standard errors, propensity score overlap\nvisualization, and tipping-point sensitivity analysis for\nomitted cluster-level confounding.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "URL": "https://github.com/causalfragility-lab/MLCausal",
  "BugReports": "https://github.com/causalfragility-lab/MLCausal/issues",
  "VignetteBuilder": "knitr",
  "RoxygenNote": "7.3.3",
  "Config/testthat/edition": "3",
  "Repository": "https://subirhait.r-universe.dev",
  "Date/Publication": "2026-04-08 20:16:35 UTC",
  "RemoteUrl": "https://github.com/subirhait/mlcausal",
  "RemoteRef": "HEAD",
  "RemoteSha": "a0632ea1ed2525926f6a35d0512cc34f4c5577d5",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-09-20 09:22:00 UTC",
    "User": "root"
  },
  "Author": "Subir Hait [aut, cre] (ORCID: <https://orcid.org/0009-0004-9871-9677>)",
  "Maintainer": "Subir Hait <haitsubi@msu.edu>",
  "_user": "subirhait",
  "_type": "src",
  "_file": "MLCausal_0.1.0.tar.gz",
  "_fileid": "https://r2.ropensci.org/4cbd87818a5a8c7b29634eb805dcaff426dfc40febf132b936ddfbdac524f6bf",
  "_filesize": 284369,
  "_sha256": "4cbd87818a5a8c7b29634eb805dcaff426dfc40febf132b936ddfbdac524f6bf",
  "_expires": "2026-12-29T09:25:03.000Z",
  "_created": "2026-09-20T09:22:00.000Z",
  "_published": "2026-09-20T09:25:04.782Z",
  "_jobs": [
    {
      "job": 106055624641,
      "time": 132,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "10601819909"
    },
    {
      "job": 106055624570,
      "time": 136,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "10602961488"
    },
    {
      "job": 106055624576,
      "time": 130,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "10602408807"
    },
    {
      "job": 106055624578,
      "time": 145,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "10602059170"
    },
    {
      "job": 106055225753,
      "time": 181,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10602398616"
    },
    {
      "job": 106055624563,
      "time": 112,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "10601914490"
    },
    {
      "job": 106055624628,
      "time": 86,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "10602991241"
    },
    {
      "job": 106055624766,
      "time": 78,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "10602911589"
    },
    {
      "job": 106055624592,
      "time": 63,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "10602263937"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/subirhait/actions/runs/35501960248",
  "_status": "success",
  "_upstream": "https://github.com/subirhait/mlcausal",
  "_commit": {
    "id": "a0632ea1ed2525926f6a35d0512cc34f4c5577d5",
    "author": "Subir Hait <264290991+causalfragility-lab@users.noreply.github.com>",
    "committer": "Subir Hait <264290991+causalfragility-lab@users.noreply.github.com>",
    "message": "Fix CITATION file\n",
    "time": 1775679395
  },
  "_maintainer": {
    "name": "Subir Hait",
    "email": "haitsubi@msu.edu",
    "login": "subirhait",
    "linkedin": "in/subirhait",
    "description": "PhD Candidate in Measurement & Quantitative Methods at Michigan State University | Causal inference, sensitivity analysis, and statistical software",
    "uuid": 264290991,
    "orcid": "0009-0004-9871-9677"
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1.0",
      "role": "Depends"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "sandwich",
      "version": ">= 3.0-0",
      "role": "Imports"
    },
    {
      "package": "lmtest",
      "version": ">= 0.9-38",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "version": ">= 3.3.0",
      "role": "Imports"
    },
    {
      "package": "rlang",
      "version": ">= 0.4.0",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "version": ">= 1.36",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "version": ">= 2.11",
      "role": "Suggests"
    }
  ],
  "_owner": "subirhait",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-15",
      "n": 5
    }
  ],
  "_tags": [],
  "_stars": 0,
  "_contributors": [
    {
      "user": "subirhait",
      "count": 5,
      "uuid": 264290991
    }
  ],
  "_userbio": {
    "uuid": 264290991,
    "type": "user",
    "name": "Subir Hait",
    "followers": 4,
    "description": "PhD Candidate in Measurement & Quantitative Methods at Michigan State University | Causal inference, sensitivity analysis, and statistical software"
  },
  "_downloads": {
    "count": 284,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/MLCausal"
  },
  "_devurl": "https://github.com/causalfragility-lab/mlcausal",
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/MLCausal.html",
    "extra/readme.html",
    "extra/readme.md",
    "LICENSE"
  ],
  "_homeurl": "https://github.com/subirhait/mlcausal",
  "_realowner": "subirhait",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2026-04-15"
    }
  ],
  "_exports": [
    "balance_ml",
    "estimate_att_ml",
    "ml_match",
    "ml_ps",
    "ml_weight",
    "plot_overlap_ml",
    "sens_ml",
    "simulate_ml_data"
  ],
  "_help": [
    {
      "page": "balance_ml",
      "title": "Multilevel covariate balance diagnostics",
      "topics": [
        "balance_ml"
      ]
    },
    {
      "page": "estimate_att_ml",
      "title": "Treatment effect estimation with cluster-robust standard errors",
      "topics": [
        "estimate_att_ml"
      ]
    },
    {
      "page": "ml_match",
      "title": "Within-cluster nearest-neighbour matching with dual-balance optimisation",
      "topics": [
        "ml_match"
      ]
    },
    {
      "page": "ml_ps",
      "title": "Cluster-aware propensity score estimation",
      "topics": [
        "ml_ps"
      ]
    },
    {
      "page": "ml_weight",
      "title": "Multilevel inverse probability weights",
      "topics": [
        "ml_weight"
      ]
    },
    {
      "page": "plot_overlap_ml",
      "title": "Plot propensity score overlap between treatment groups",
      "topics": [
        "plot_overlap_ml"
      ]
    },
    {
      "page": "sens_ml",
      "title": "Tipping-point sensitivity analysis for omitted cluster confounding",
      "topics": [
        "sens_ml"
      ]
    },
    {
      "page": "simulate_ml_data",
      "title": "Simulate clustered observational data",
      "topics": [
        "simulate_ml_data"
      ]
    }
  ],
  "_readme": "https://github.com/subirhait/mlcausal/raw/HEAD/README.md",
  "_rundeps": [
    "cli",
    "cpp11",
    "farver",
    "ggplot2",
    "glue",
    "gtable",
    "isoband",
    "labeling",
    "lattice",
    "lifecycle",
    "lmtest",
    "R6",
    "RColorBrewer",
    "rlang",
    "S7",
    "sandwich",
    "scales",
    "vctrs",
    "viridisLite",
    "withr",
    "zoo"
  ],
  "_vignettes": [
    {
      "source": "mlcausal-intro.Rmd",
      "filename": "mlcausal-intro.html",
      "title": "Introduction to MLCausal",
      "author": "MLCausal Team",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Overview",
        "1. Simulate Clustered Data",
        "2. Estimate Propensity Scores",
        "3. Check Overlap",
        "4. Build Inverse Probability Weights",
        "5. Check Balance",
        "6. Estimate the ATT",
        "7. Sensitivity Analysis",
        "Alternative: Dual-Balance Matching",
        "Summary"
      ],
      "created": "2026-04-08 03:32:18",
      "modified": "2026-04-08 03:32:18",
      "commits": 1
    }
  ],
  "_score": 3.6989700043360187,
  "_indexed": true,
  "_nocasepkg": "mlcausal",
  "_universes": [
    "subirhait",
    "causalfragility-lab"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.0",
      "date": "2026-09-20T09:24:08.000Z",
      "distro": "resolute",
      "commit": "a0632ea1ed2525926f6a35d0512cc34f4c5577d5",
      "fileid": "https://r2.ropensci.org/c16e124f17174150edde4cec1e23f211a228d86b7da2ab736f3ff20b4bded76c",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/subirhait/actions/runs/35501960248"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.1.0",
      "date": "2026-09-20T09:24:06.000Z",
      "distro": "resolute",
      "commit": "a0632ea1ed2525926f6a35d0512cc34f4c5577d5",
      "fileid": "https://r2.ropensci.org/05260dd88872504526893a18efd75d8a56fefc659b42762f6746328653f3a9ca",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/subirhait/actions/runs/35501960248"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.1.0",
      "date": "2026-09-20T09:24:00.000Z",
      "commit": "a0632ea1ed2525926f6a35d0512cc34f4c5577d5",
      "fileid": "https://r2.ropensci.org/db19f4825e793fa5e6ffdab779a133cffa61fbcd3b01ceec9fee8eeed961314e",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/subirhait/actions/runs/35501960248"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "0.1.0",
      "date": "2026-09-20T09:24:02.000Z",
      "commit": "a0632ea1ed2525926f6a35d0512cc34f4c5577d5",
      "fileid": "https://r2.ropensci.org/95e44295c89f49ecdb78f7df1dd79e885258114e5c6cf94efb6f75ddb8732fd3",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/subirhait/actions/runs/35501960248"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.0",
      "date": "2026-09-20T09:24:07.000Z",
      "commit": "a0632ea1ed2525926f6a35d0512cc34f4c5577d5",
      "fileid": "https://r2.ropensci.org/4f64d7c5f4c241ac4e89d035cc45e6dab8ab1204178518a5e8a653dceec8c56f",
      "status": "success",
      "buildurl": "https://github.com/r-universe/subirhait/actions/runs/35501960248"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.0",
      "date": "2026-09-20T09:23:11.000Z",
      "commit": "a0632ea1ed2525926f6a35d0512cc34f4c5577d5",
      "fileid": "https://r2.ropensci.org/5bf106d20e2027ad7a55540d633d3424a53adefb0930882fadf7d86ab426778a",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/subirhait/actions/runs/35501960248"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.1.0",
      "date": "2026-09-20T09:23:02.000Z",
      "commit": "a0632ea1ed2525926f6a35d0512cc34f4c5577d5",
      "fileid": "https://r2.ropensci.org/c0024ddc4a36816724652e5feaf3ee06ef067003da48684d69d7d06d9b66d420",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/subirhait/actions/runs/35501960248"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.1.0",
      "date": "2026-09-20T09:23:00.000Z",
      "commit": "a0632ea1ed2525926f6a35d0512cc34f4c5577d5",
      "fileid": "https://r2.ropensci.org/81dd6bc699a542335870dea96355be48177398b0b8a40effa515724871a9d206",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/subirhait/actions/runs/35501960248"
    }
  ]
}