{
  "_id": "6a1032e6acfb0bcc41c97d8d",
  "Package": "OptSig",
  "Type": "Package",
  "Title": "Optimal Level of Significance for Regression and Other\nStatistical Tests",
  "Version": "2.2",
  "Date": "2022-06-29",
  "Author": "Jae H. Kim <jaekim8080@gmail.com>",
  "Maintainer": "Jae H. Kim <jaekim8080@gmail.com>",
  "Description": "The optimal level of significance is calculated based on a\ndecision-theoretic approach. The optimal level is chosen so\nthat the expected loss from hypothesis testing is minimized. A\nrange of statistical tests are covered, including the test for\nthe population mean, population proportion, and a linear\nrestriction in a multiple regression model. The details are\ncovered in Kim and Choi (2020) <doi:10.1111/abac.12172>, and\nKim (2021) <doi:10.1080/00031305.2020.1750484>.",
  "License": "GPL-2",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-12 08:28:02 UTC",
    "User": "root"
  },
  "Repository": "https://jh8080.r-universe.dev",
  "Date/Publication": "2022-07-03 11:30:14 UTC",
  "RemoteUrl": "https://github.com/cran/OptSig",
  "RemoteRef": "HEAD",
  "RemoteSha": "2fbf7b2e65234a14d88d32245210faeb8c5164d2",
  "MD5sum": "57c6bfcc5b6a1dc126117e71deb51c4f",
  "_user": "jh8080",
  "_type": "src",
  "_file": "OptSig_2.2.tar.gz",
  "_fileid": "af62549693f3a6f72689f46285e84164e3cd0a4e02ad80cb7cef0d6b3ac50e89",
  "_filesize": 169410,
  "_sha256": "af62549693f3a6f72689f46285e84164e3cd0a4e02ad80cb7cef0d6b3ac50e89",
  "_created": "2026-05-12T08:28:02.000Z",
  "_published": "2026-05-22T10:41:42.974Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77363716364,
      "time": 111,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6939294322"
    },
    {
      "job": 77363716761,
      "time": 106,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6939294584"
    },
    {
      "job": 77363715978,
      "time": 210,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6939315561"
    },
    {
      "job": 77363715918,
      "time": 171,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6939303141"
    },
    {
      "job": 77363715460,
      "time": 205,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6939257283"
    },
    {
      "job": 77363715638,
      "time": 86,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7158578740"
    },
    {
      "job": 77363715928,
      "time": 97,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6939291007"
    },
    {
      "job": 77363716763,
      "time": 73,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6939282253"
    },
    {
      "job": 77363716067,
      "time": 86,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6939286735"
    }
  ],
  "_buildurl": "https://github.com/r-universe/jh8080/actions/runs/25722640349",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/OptSig",
  "_commit": {
    "id": "2fbf7b2e65234a14d88d32245210faeb8c5164d2",
    "author": "Jae H. Kim <jaekim8080@gmail.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 2.2\n",
    "time": 1656847814
  },
  "_maintainer": {
    "name": "Jae H. Kim",
    "email": "jaekim8080@gmail.com",
    "login": "jh8080",
    "linkedin": "in/jae-kim-26699a216",
    "twitter": "@jaekim8080",
    "uuid": 126834590
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "pwr",
      "role": "Imports"
    }
  ],
  "_owner": "cran",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 0,
  "_contributors": [
    {
      "user": "jh8080",
      "count": 1,
      "uuid": 126834590
    }
  ],
  "_userbio": {
    "uuid": 126834590,
    "type": "user",
    "name": "Jae Kim",
    "description": "I am a freelancer in Econometrics, Statistics, Applied Economics, Empirical Finance, and R programming."
  },
  "_downloads": {
    "count": 175,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/OptSig"
  },
  "_searchresults": 20,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/OptSig.html",
    "manual.pdf"
  ],
  "_realowner": "jh8080",
  "_cranurl": false,
  "_releases": [
    {
      "version": "1.0",
      "date": "2017-12-21"
    },
    {
      "version": "2.0",
      "date": "2019-09-08"
    },
    {
      "version": "2.1",
      "date": "2020-04-18"
    },
    {
      "version": "2.2",
      "date": "2022-07-03"
    }
  ],
  "_exports": [
    "Opt.sig.norm.test",
    "Opt.sig.t.test",
    "OptSig.2p",
    "OptSig.2p2n",
    "OptSig.anova",
    "OptSig.Boot",
    "OptSig.BootWeight",
    "OptSig.Chisq",
    "OptSig.F",
    "OptSig.p",
    "OptSig.r",
    "OptSig.t2n",
    "OptSig.Weight",
    "Power.Chisq",
    "Power.F",
    "R.OLS"
  ],
  "_datasets": [
    {
      "name": "data1",
      "title": "Data for the U.S. production function estimation",
      "object": "data1",
      "file": "data1.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "lnoutput",
        "lnlabor",
        "lncapital"
      ],
      "rows": 51,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "OptSig2-package",
      "title": "Optimal Level of Significance for Regression and Other Statistical Tests",
      "topics": [
        "OptSig-package",
        "OptSig"
      ]
    },
    {
      "page": "data1",
      "title": "Data for the U.S. production function estimation",
      "topics": [
        "data1"
      ]
    },
    {
      "page": "Opt.sig.norm.test",
      "title": "Optimal significance level calculation for the mean of a normal distribution (known variance)",
      "topics": [
        "Opt.sig.norm.test"
      ]
    },
    {
      "page": "Opt.sig.t.test",
      "title": "Optimal significance level calculation for t-tests of means (one sample, two samples and paired samples)",
      "topics": [
        "Opt.sig.t.test"
      ]
    },
    {
      "page": "OptSig.2p",
      "title": "Optimal significance level calculation for the test for two proportions (same sample sizes)",
      "topics": [
        "OptSig.2p"
      ]
    },
    {
      "page": "OptSig.2p2n",
      "title": "Optimal significance level calculation for the test for two proportions (different sample sizes)",
      "topics": [
        "OptSig.2p2n"
      ]
    },
    {
      "page": "OptSig.anova",
      "title": "Optimal significance level calculation for balanced one-way analysis of variance tests",
      "topics": [
        "OptSig.anova"
      ]
    },
    {
      "page": "OptSig.Boot",
      "title": "Optimal Significance Level for the F-test using the bootstrap",
      "topics": [
        "OptSig.Boot"
      ]
    },
    {
      "page": "OptSig.BootWeight",
      "title": "Weighted Optimal Significance Level for the F-test based on the bootstrap",
      "topics": [
        "OptSig.BootWeight"
      ]
    },
    {
      "page": "OptSig.Chisq",
      "title": "Optimal Significance Level for a Chi-square test",
      "topics": [
        "OptSig.Chisq"
      ]
    },
    {
      "page": "OptSig.F",
      "title": "Optimal Significance Level for an F-test",
      "topics": [
        "OptSig.F"
      ]
    },
    {
      "page": "OptSig.p",
      "title": "Optimal significance level calculation for proportion tests (one sample)",
      "topics": [
        "OptSig.p"
      ]
    },
    {
      "page": "OptSig.r",
      "title": "Optimal significance level calculation for correlation test",
      "topics": [
        "OptSig.r"
      ]
    },
    {
      "page": "OptSig.t2n",
      "title": "Optimal significance level calculation for two samples (different sizes) t-tests of means",
      "topics": [
        "OptSig.t2n"
      ]
    },
    {
      "page": "OptSig.Weight",
      "title": "Weighted Optimal Significance Level for the F-test based on the assumption of normality in the error term",
      "topics": [
        "OptSig.Weight"
      ]
    },
    {
      "page": "Power.Chisq",
      "title": "Function to calculate the power of a Chi-square test",
      "topics": [
        "Power.Chisq"
      ]
    },
    {
      "page": "Power.F",
      "title": "Function to calculate the power of an F-test",
      "topics": [
        "Power.F"
      ]
    },
    {
      "page": "R.OLS",
      "title": "Restricted OLS estimation and F-test",
      "topics": [
        "R.OLS"
      ]
    }
  ],
  "_rundeps": [
    "pwr"
  ],
  "_score": 1.3010299956639813,
  "_indexed": true,
  "_nocasepkg": "optsig",
  "_universes": [
    "jh8080"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "2.2",
      "date": "2026-05-12T08:29:55.000Z",
      "distro": "noble",
      "commit": "2fbf7b2e65234a14d88d32245210faeb8c5164d2",
      "fileid": "e7e14aa007b5343ca2c243ed82c1b353a229fe022dfb76837e4a41f28ed20aa0",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jh8080/actions/runs/25722640349"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "2.2",
      "date": "2026-05-12T08:29:56.000Z",
      "distro": "noble",
      "commit": "2fbf7b2e65234a14d88d32245210faeb8c5164d2",
      "fileid": "1c7338c78c63fc2d8cf3541a1b0325f89bda797af862c395feb772d2b9054a96",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jh8080/actions/runs/25722640349"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "2.2",
      "date": "2026-05-12T08:31:00.000Z",
      "commit": "2fbf7b2e65234a14d88d32245210faeb8c5164d2",
      "fileid": "c63a23ab223caad8bf24352f235d51d21ce036a34000063235d86fe663a03070",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jh8080/actions/runs/25722640349"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "2.2",
      "date": "2026-05-12T08:30:21.000Z",
      "commit": "2fbf7b2e65234a14d88d32245210faeb8c5164d2",
      "fileid": "b439e7e1153b920bf9126c9e8baebcd1c02c655dbd2a631f249cd61e9bbc75d8",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jh8080/actions/runs/25722640349"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "2.2",
      "date": "2026-05-12T08:29:36.000Z",
      "commit": "2fbf7b2e65234a14d88d32245210faeb8c5164d2",
      "fileid": "d5aa68edfcf0ac312f998d1448d9e3353acf78cf56b03b965c30e386d50db059",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jh8080/actions/runs/25722640349"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "2.2",
      "date": "2026-05-12T08:29:09.000Z",
      "commit": "2fbf7b2e65234a14d88d32245210faeb8c5164d2",
      "fileid": "24313118d76b229dae8aebcd8efffbd8543dfb1747dbd4337b2c6e2a12f010d4",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jh8080/actions/runs/25722640349"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "2.2",
      "date": "2026-05-12T08:29:22.000Z",
      "commit": "2fbf7b2e65234a14d88d32245210faeb8c5164d2",
      "fileid": "ef2c507d1e5f356e478d0bbb9347a7a69d3b7a4d089360815c5d1687ab5e8845",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/jh8080/actions/runs/25722640349"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "2.2",
      "date": "2026-05-22T10:41:29.000Z",
      "commit": "2fbf7b2e65234a14d88d32245210faeb8c5164d2",
      "fileid": "8ada751ab1c7987056d4ce79a2dd4c0bc2ed0e8daf082fd64fd49131a00e4aa5",
      "status": "success",
      "buildurl": "https://github.com/r-universe/jh8080/actions/runs/25722640349"
    }
  ]
}