{
  "_id": "6a1d63a21d7bb097a0a4ba78",
  "Package": "samplingVarEst",
  "Version": "1.5",
  "Date": "2023-01-13",
  "Title": "Sampling Variance Estimation",
  "Author": "Emilio Lopez Escobar [aut, cre, cph] <emilio@quantos.mx>,\nErnesto Barrios Zamudio [ctb] <ebarrios@itam.mx>, Juan\nFrancisco Munoz Rosas [ctb] <jfmunoz@go.ugr.es>",
  "Maintainer": "Emilio Lopez Escobar <emilio@quantos.mx>",
  "Description": "Functions to calculate some point estimators and estimate\ntheir variance under unequal probability sampling without\nreplacement. Single and two-stage sampling designs are\nconsidered. Some approximations for the second-order inclusion\nprobabilities (joint inclusion probabilities) are available\n(sample and population based). A variety of Jackknife variance\nestimators are implemented. Almost every function is written in\nC (compiled) code for faster results. The functions incorporate\nsome performance improvements for faster results with large\ndatasets.",
  "Classification/MSC": "62D05, 62F40, 62G09, 62H12",
  "Classification/JEL": "C13, C15, C42, C83",
  "Classification/ACM": "G.3",
  "License": "GPL (>= 2)",
  "URL": "https://www.quantos.mx/, https://www.itam.mx/",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-06-01 10:41:35 UTC",
    "User": "root"
  },
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2023-01-14 08:30:06 UTC",
  "RemoteUrl": "https://github.com/cran/samplingVarEst",
  "RemoteRef": "HEAD",
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  "MD5sum": "f427ce1e83ad7af5f3cfaabf7d73d9bc",
  "_user": "cran",
  "_type": "src",
  "_file": "samplingVarEst_1.5.tar.gz",
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  "_created": "2026-06-01T10:41:35.000Z",
  "_published": "2026-06-01T10:49:06.519Z",
  "_distro": "noble",
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  "_buildurl": "https://github.com/r-universe/cran/actions/runs/26749663334",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/samplingVarEst",
  "_commit": {
    "id": "eae5f763013d5666461a474150a429a6effef347",
    "author": "Emilio Lopez Escobar <emilio@quantos.mx>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 1.5\n",
    "time": 1673685006
  },
  "_maintainer": {
    "name": "Emilio Lopez Escobar",
    "email": "emilio@quantos.mx"
  },
  "_registered": true,
  "_dependencies": [
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      "package": "R",
      "version": ">= 3.1.0",
      "role": "Depends"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 1,
  "_updates": [],
  "_tags": [],
  "_stars": 1,
  "_contributors": [
    {
      "user": "emiliolopezescobar",
      "count": 6,
      "uuid": 30839864
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  ],
  "_userbio": {
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    "type": "organization",
    "name": "cran",
    "description": "Unofficial read-only mirror of all CRAN R packages"
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  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/samplingVarEst.html",
    "manual.pdf"
  ],
  "_realowner": "cran",
  "_cranurl": false,
  "_releases": [
    {
      "version": "0.9",
      "date": "2012-10-30"
    },
    {
      "version": "0.9-1",
      "date": "2012-11-06"
    },
    {
      "version": "0.9-2",
      "date": "2013-04-22"
    },
    {
      "version": "0.9-3",
      "date": "2013-05-13"
    },
    {
      "version": "0.9-5",
      "date": "2013-07-25"
    },
    {
      "version": "0.9-6",
      "date": "2013-09-03"
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    {
      "version": "0.9-7",
      "date": "2013-12-14"
    },
    {
      "version": "0.9-8",
      "date": "2013-12-31"
    },
    {
      "version": "0.9-9",
      "date": "2014-05-13"
    },
    {
      "version": "1.0-1",
      "date": "2016-01-03"
    },
    {
      "version": "1.0-2",
      "date": "2016-06-12"
    },
    {
      "version": "1.1",
      "date": "2017-07-11"
    },
    {
      "version": "1.2",
      "date": "2018-09-22"
    },
    {
      "version": "1.3",
      "date": "2018-10-02"
    },
    {
      "version": "1.4",
      "date": "2019-07-26"
    },
    {
      "version": "1.5",
      "date": "2023-01-14"
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  ],
  "_exports": [
    "Est.Corr.Hajek",
    "Est.Corr.NHT",
    "Est.EmpDistFunc.Hajek",
    "Est.EmpDistFunc.NHT",
    "Est.Mean.Hajek",
    "Est.Mean.NHT",
    "Est.Ratio",
    "Est.RegCo.Hajek",
    "Est.RegCoI.Hajek",
    "Est.Total.Hajek",
    "Est.Total.NHT",
    "Pk.PropNorm.U",
    "Pkl.Hajek.s",
    "Pkl.Hajek.U",
    "VE.EB.HT.Mean.Hajek",
    "VE.EB.HT.Ratio",
    "VE.EB.HT.Total.Hajek",
    "VE.EB.SYG.Mean.Hajek",
    "VE.EB.SYG.Ratio",
    "VE.EB.SYG.Total.Hajek",
    "VE.Hajek.Mean.NHT",
    "VE.Hajek.Total.NHT",
    "VE.HT.Mean.NHT",
    "VE.HT.Total.NHT",
    "VE.Jk.B.Corr.Hajek",
    "VE.Jk.B.Mean.Hajek",
    "VE.Jk.B.Ratio",
    "VE.Jk.B.RegCo.Hajek",
    "VE.Jk.B.RegCoI.Hajek",
    "VE.Jk.B.Total.Hajek",
    "VE.Jk.CBS.HT.Corr.Hajek",
    "VE.Jk.CBS.HT.Mean.Hajek",
    "VE.Jk.CBS.HT.Ratio",
    "VE.Jk.CBS.HT.RegCo.Hajek",
    "VE.Jk.CBS.HT.RegCoI.Hajek",
    "VE.Jk.CBS.HT.Total.Hajek",
    "VE.Jk.CBS.SYG.Corr.Hajek",
    "VE.Jk.CBS.SYG.Mean.Hajek",
    "VE.Jk.CBS.SYG.Ratio",
    "VE.Jk.CBS.SYG.RegCo.Hajek",
    "VE.Jk.CBS.SYG.RegCoI.Hajek",
    "VE.Jk.CBS.SYG.Total.Hajek",
    "VE.Jk.EB.SW2.Corr.Hajek",
    "VE.Jk.EB.SW2.Mean.Hajek",
    "VE.Jk.EB.SW2.Ratio",
    "VE.Jk.EB.SW2.RegCo.Hajek",
    "VE.Jk.EB.SW2.RegCoI.Hajek",
    "VE.Jk.EB.SW2.Total.Hajek",
    "VE.Jk.Tukey.Corr.Hajek",
    "VE.Jk.Tukey.Corr.NHT",
    "VE.Jk.Tukey.Mean.Hajek",
    "VE.Jk.Tukey.Ratio",
    "VE.Jk.Tukey.RegCo.Hajek",
    "VE.Jk.Tukey.RegCoI.Hajek",
    "VE.Jk.Tukey.Total.Hajek",
    "VE.Lin.HT.Ratio",
    "VE.Lin.SYG.Ratio",
    "VE.SYG.Mean.NHT",
    "VE.SYG.Total.NHT"
  ],
  "_datasets": [
    {
      "name": "oaxaca",
      "title": "Municipalities of the state of Oaxaca in Mexico",
      "object": "oaxaca",
      "file": "oaxaca.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "IDREGION",
        "LBREGION",
        "IDDISTRI",
        "LBDISTRI",
        "IDMUNICI",
        "LBMUNICI",
        "SURFAC05",
        "POP00",
        "POP10",
        "HOMES00",
        "HOMES10",
        "POPMAL00",
        "POPMAL10",
        "POPFEM00",
        "POPFEM10",
        "INLANG00",
        "INLANG10",
        "INCOME00",
        "INCOME01",
        "INCOME02",
        "INCOME03",
        "PTREES00",
        "PTREES01",
        "PTREES02",
        "PTREES03",
        "MARRIA07",
        "MARRIA08",
        "MARRIA09",
        "HARVBE07",
        "HARVBE08",
        "HARVBE09",
        "VALUBE07",
        "VALUBE08",
        "VALUBE09",
        "VOLUBE07",
        "VOLUBE08",
        "VOLUBE09",
        "sHOMES00",
        "sSURFAC",
        "SIZEDIST",
        "sSW_10_3"
      ],
      "rows": 570,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "samplingVarEst-package",
      "title": "Sampling Variance Estimation package",
      "topics": [
        "samplingVarEst-package",
        "samplingVarEst"
      ]
    },
    {
      "page": "Est_Corr_Hajek",
      "title": "Estimator of a correlation coefficient using the Hajek point estimator",
      "topics": [
        "Est.Corr.Hajek"
      ]
    },
    {
      "page": "Est_Corr_NHT",
      "title": "Estimator of a correlation coefficient using the Narain-Horvitz-Thompson point estimator",
      "topics": [
        "Est.Corr.NHT"
      ]
    },
    {
      "page": "Est_EmpDistFunc_Hajek",
      "title": "The Hajek estimator for the empirical cumulative distribution function",
      "topics": [
        "Est.EmpDistFunc.Hajek"
      ]
    },
    {
      "page": "Est_EmpDistFunc_NHT",
      "title": "The Narain-Horvitz-Thompson estimator for the empirical cumulative distribution function",
      "topics": [
        "Est.EmpDistFunc.NHT"
      ]
    },
    {
      "page": "Est_Mean_Hajek",
      "title": "The Hajek estimator for a mean",
      "topics": [
        "Est.Mean.Hajek"
      ]
    },
    {
      "page": "Est_Mean_NHT",
      "title": "The Narain-Horvitz-Thompson estimator for a mean",
      "topics": [
        "Est.Mean.NHT"
      ]
    },
    {
      "page": "Est_Ratio",
      "title": "Estimator of a ratio",
      "topics": [
        "Est.Ratio"
      ]
    },
    {
      "page": "Est_RegCo_Hajek",
      "title": "Estimator of the regression coefficient using the Hajek point estimator",
      "topics": [
        "Est.RegCo.Hajek"
      ]
    },
    {
      "page": "Est_RegCoI_Hajek",
      "title": "Estimator of the intercept regression coefficient using the Hajek point estimator",
      "topics": [
        "Est.RegCoI.Hajek"
      ]
    },
    {
      "page": "Est_Total_Hajek",
      "title": "The Hajek estimator for a total",
      "topics": [
        "Est.Total.Hajek"
      ]
    },
    {
      "page": "Est_Total_NHT",
      "title": "The Narain-Horvitz-Thompson estimator for a total",
      "topics": [
        "Est.Total.NHT"
      ]
    },
    {
      "page": "oaxaca",
      "title": "Municipalities of the state of Oaxaca in Mexico",
      "topics": [
        "oaxaca"
      ]
    },
    {
      "page": "Pk_PropNorm_U",
      "title": "Inclusion probabilities proportional to a specified variable.",
      "topics": [
        "Pk.PropNorm.U"
      ]
    },
    {
      "page": "Pkl_Hajek_s",
      "title": "The Hajek approximation for the 2nd order (joint) inclusion probabilities (sample based)",
      "topics": [
        "Pkl.Hajek.s"
      ]
    },
    {
      "page": "Pkl_Hajek_U",
      "title": "The Hajek approximation for the 2nd order (joint) inclusion probabilities (population based)",
      "topics": [
        "Pkl.Hajek.U"
      ]
    },
    {
      "page": "VE_EB_HT_Mean_Hajek",
      "title": "The Escobar-Berger unequal probability replicate variance estimator for the Hajek (1971) estimator of a mean (Horvitz-Thompson form)",
      "topics": [
        "VE.EB.HT.Mean.Hajek"
      ]
    },
    {
      "page": "VE_EB_HT_Ratio",
      "title": "The Escobar-Berger unequal probability replicate variance estimator for the estimator of a ratio (Horvitz-Thompson form)",
      "topics": [
        "VE.EB.HT.Ratio"
      ]
    },
    {
      "page": "VE_EB_HT_Total_Hajek",
      "title": "The Escobar-Berger unequal probability replicate variance estimator for the Hajek (1971) estimator of a total (Horvitz-Thompson form)",
      "topics": [
        "VE.EB.HT.Total.Hajek"
      ]
    },
    {
      "page": "VE_EB_SYG_Mean_Hajek",
      "title": "The Escobar-Berger unequal probability replicate variance estimator for the Hajek (1971) estimator of a mean (Sen-Yates-Grundy form)",
      "topics": [
        "VE.EB.SYG.Mean.Hajek"
      ]
    },
    {
      "page": "VE_EB_SYG_Ratio",
      "title": "The Escobar-Berger unequal probability replicate variance estimator for the estimator of a ratio (Sen-Yates-Grundy form)",
      "topics": [
        "VE.EB.SYG.Ratio"
      ]
    },
    {
      "page": "VE_EB_SYG_Total_Hajek",
      "title": "The Escobar-Berger unequal probability replicate variance estimator for the Hajek (1971) estimator of a total (Sen-Yates-Grundy form)",
      "topics": [
        "VE.EB.SYG.Total.Hajek"
      ]
    },
    {
      "page": "VE_Hajek_Mean_NHT",
      "title": "The Hajek variance estimator for the Narain-Horvitz-Thompson point estimator for a mean",
      "topics": [
        "VE.Hajek.Mean.NHT"
      ]
    },
    {
      "page": "VE_Hajek_Total_NHT",
      "title": "The Hajek variance estimator for the Narain-Horvitz-Thompson point estimator for a total",
      "topics": [
        "VE.Hajek.Total.NHT"
      ]
    },
    {
      "page": "VE_HT_Mean_NHT",
      "title": "The Horvitz-Thompson variance estimator for the Narain-Horvitz-Thompson point estimator for a mean",
      "topics": [
        "VE.HT.Mean.NHT"
      ]
    },
    {
      "page": "VE_HT_Total_NHT",
      "title": "The Horvitz-Thompson variance estimator for the Narain-Horvitz-Thompson point estimator for a total",
      "topics": [
        "VE.HT.Total.NHT"
      ]
    },
    {
      "page": "VE_Jk_B_Corr_Hajek",
      "title": "The Berger (2007) unequal probability jackknife variance estimator for the estimator of a correlation coefficient using the Hajek point estimator",
      "topics": [
        "VE.Jk.B.Corr.Hajek"
      ]
    },
    {
      "page": "VE_Jk_B_Mean_Hajek",
      "title": "The Berger (2007) unequal probability jackknife variance estimator for the Hajek estimator of a mean",
      "topics": [
        "VE.Jk.B.Mean.Hajek"
      ]
    },
    {
      "page": "VE_Jk_B_Ratio",
      "title": "The Berger (2007) unequal probability jackknife variance estimator for the estimator of a ratio",
      "topics": [
        "VE.Jk.B.Ratio"
      ]
    },
    {
      "page": "VE_Jk_B_RegCo_Hajek",
      "title": "The Berger (2007) unequal probability jackknife variance estimator for the estimator of the regression coefficient using the Hajek point estimator",
      "topics": [
        "VE.Jk.B.RegCo.Hajek"
      ]
    },
    {
      "page": "VE_Jk_B_RegCoI_Hajek",
      "title": "The Berger (2007) unequal probability jackknife variance estimator for the estimator of the intercept regression coefficient using the Hajek point estimator",
      "topics": [
        "VE.Jk.B.RegCoI.Hajek"
      ]
    },
    {
      "page": "VE_Jk_B_Total_Hajek",
      "title": "The Berger (2007) unequal probability jackknife variance estimator for the Hajek estimator of a total",
      "topics": [
        "VE.Jk.B.Total.Hajek"
      ]
    },
    {
      "page": "VE_Jk_CBS_HT_Corr_Hajek",
      "title": "The Campbell-Berger-Skinner unequal probability jackknife variance estimator for the estimator of a correlation coefficient using the Hajek point estimator (Horvitz-Thompson form)",
      "topics": [
        "VE.Jk.CBS.HT.Corr.Hajek"
      ]
    },
    {
      "page": "VE_Jk_CBS_HT_Mean_Hajek",
      "title": "The Campbell-Berger-Skinner unequal probability jackknife variance estimator for the Hajek (1971) estimator of a mean (Horvitz-Thompson form)",
      "topics": [
        "VE.Jk.CBS.HT.Mean.Hajek"
      ]
    },
    {
      "page": "VE_Jk_CBS_HT_Ratio",
      "title": "The Campbell-Berger-Skinner unequal probability jackknife variance estimator for the estimator of a ratio (Horvitz-Thompson form)",
      "topics": [
        "VE.Jk.CBS.HT.Ratio"
      ]
    },
    {
      "page": "VE_Jk_CBS_HT_RegCo_Hajek",
      "title": "The Campbell-Berger-Skinner unequal probability jackknife variance estimator for the estimator of the regression coefficient using the Hajek point estimator (Horvitz-Thompson form)",
      "topics": [
        "VE.Jk.CBS.HT.RegCo.Hajek"
      ]
    },
    {
      "page": "VE_Jk_CBS_HT_RegCoI_Hajek",
      "title": "The Campbell-Berger-Skinner unequal probability jackknife variance estimator for the estimator of the intercept regression coefficient using the Hajek point estimator (Horvitz-Thompson form)",
      "topics": [
        "VE.Jk.CBS.HT.RegCoI.Hajek"
      ]
    },
    {
      "page": "VE_Jk_CBS_HT_Total_Hajek",
      "title": "The Campbell-Berger-Skinner unequal probability jackknife variance estimator for the Hajek (1971) estimator of a total (Horvitz-Thompson form)",
      "topics": [
        "VE.Jk.CBS.HT.Total.Hajek"
      ]
    },
    {
      "page": "VE_Jk_CBS_SYG_Corr_Hajek",
      "title": "The Campbell-Berger-Skinner unequal probability jackknife variance estimator for the estimator of a correlation coefficient using the Hajek point estimator (Sen-Yates-Grundy form)",
      "topics": [
        "VE.Jk.CBS.SYG.Corr.Hajek"
      ]
    },
    {
      "page": "VE_Jk_CBS_SYG_Mean_Hajek",
      "title": "The Campbell-Berger-Skinner unequal probability jackknife variance estimator for the Hajek (1971) estimator of a mean (Sen-Yates-Grundy form)",
      "topics": [
        "VE.Jk.CBS.SYG.Mean.Hajek"
      ]
    },
    {
      "page": "VE_Jk_CBS_SYG_Ratio",
      "title": "The Campbell-Berger-Skinner unequal probability jackknife variance estimator for the estimator of a ratio (Sen-Yates-Grundy form)",
      "topics": [
        "VE.Jk.CBS.SYG.Ratio"
      ]
    },
    {
      "page": "VE_Jk_CBS_SYG_RegCo_Hajek",
      "title": "The Campbell-Berger-Skinner unequal probability jackknife variance estimator for the estimator of the regression coefficient using the Hajek point estimator (Sen-Yates-Grundy form)",
      "topics": [
        "VE.Jk.CBS.SYG.RegCo.Hajek"
      ]
    },
    {
      "page": "VE_Jk_CBS_SYG_RegCoI_Hajek",
      "title": "The Campbell-Berger-Skinner unequal probability jackknife variance estimator for the estimator of the intercept regression coefficient using the Hajek point estimator (Sen-Yates-Grundy form)",
      "topics": [
        "VE.Jk.CBS.SYG.RegCoI.Hajek"
      ]
    },
    {
      "page": "VE_Jk_CBS_SYG_Total_Hajek",
      "title": "The Campbell-Berger-Skinner unequal probability jackknife variance estimator for the Hajek (1971) estimator of a total (Sen-Yates-Grundy form)",
      "topics": [
        "VE.Jk.CBS.SYG.Total.Hajek"
      ]
    },
    {
      "page": "VE_Jk_EB_SW2_Corr_Hajek",
      "title": "The self-weighted two-stage sampling Escobar-Berger (2013) jackknife variance estimator for the estimator of a correlation coefficient using the Hajek point estimator",
      "topics": [
        "VE.Jk.EB.SW2.Corr.Hajek"
      ]
    },
    {
      "page": "VE_Jk_EB_SW2_Mean_Hajek",
      "title": "The self-weighted two-stage sampling Escobar-Berger (2013) jackknife variance estimator for the Hajek (1971) estimator of a mean",
      "topics": [
        "VE.Jk.EB.SW2.Mean.Hajek"
      ]
    },
    {
      "page": "VE_Jk_EB_SW2_Ratio",
      "title": "The self-weighted two-stage sampling Escobar-Berger (2013) jackknife variance estimator for the estimator of a ratio",
      "topics": [
        "VE.Jk.EB.SW2.Ratio"
      ]
    },
    {
      "page": "VE_Jk_EB_SW2_RegCo_Hajek",
      "title": "The self-weighted two-stage sampling Escobar-Berger (2013) jackknife variance estimator for the estimator of the regression coefficient using the Hajek point estimator",
      "topics": [
        "VE.Jk.EB.SW2.RegCo.Hajek"
      ]
    },
    {
      "page": "VE_Jk_EB_SW2_RegCoI_Hajek",
      "title": "The self-weighted two-stage sampling Escobar-Berger (2013) jackknife variance estimator for the estimator of the intercept regression coefficient using the Hajek point estimator",
      "topics": [
        "VE.Jk.EB.SW2.RegCoI.Hajek"
      ]
    },
    {
      "page": "VE_Jk_EB_SW2_Total_Hajek",
      "title": "The self-weighted two-stage sampling Escobar-Berger (2013) jackknife variance estimator for the Hajek (1971) estimator of a total",
      "topics": [
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