{
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  "Package": "panelr",
  "Title": "Regression Models and Utilities for Repeated Measures and Panel\nData",
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  "Authors@R": "person(\"Jacob A.\", \"Long\", email = \"jacob.long@sc.edu\", role = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0002-1582-6214\"))",
  "Author": "Jacob A. Long [aut, cre]\n(<https://orcid.org/0000-0002-1582-6214>)",
  "Maintainer": "Jacob A. Long <jacob.long@sc.edu>",
  "Description": "Provides an object type and associated tools for storing\nand wrangling panel data. Implements several methods for\ncreating regression models that take advantage of the unique\naspects of panel data. Among other capabilities, automates the\n\"within-between\" (also known as \"between-within\" and \"hybrid\")\npanel regression specification that combines the desirable\naspects of both fixed effects and random effects econometric\nmodels and fits them as multilevel models (Allison, 2009\n<doi:10.4135/9781412993869.d33>; Bell & Jones, 2015\n<doi:10.1017/psrm.2014.7>). These models can also be estimated\nvia generalized estimating equations (GEE; McNeish, 2019\n<doi:10.1080/00273171.2019.1602504>) and Bayesian estimation is\n(optionally) supported via 'Stan'. Supports estimation of\nasymmetric effects models via first differences (Allison, 2019\n<doi:10.1177/2378023119826441>) as well as a generalized linear\nmodel extension thereof using GEE.",
  "URL": "https://panelr.jacob-long.com",
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  "Date/Publication": "2026-04-03 17:45:42 UTC",
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      "page": "complete_data",
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      "topics": [
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      "topics": [
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      "page": "make_wb_data",
      "title": "Prepare data for within-between modeling",
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    {
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      "title": "Make model frames for panel_data objects",
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    {
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      "topics": [
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      "page": "panel_data",
      "title": "Create panel data frames",
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        "as_panel_data",
        "as_panel_data.default",
        "as_panel_data.pdata.frame",
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    {
      "page": "predict.wbgee",
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    {
      "page": "predict.wbm",
      "title": "Predictions and simulations from within-between models",
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        "simulate.wbm"
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      "page": "print.WBFormula",
      "title": "Print method for WBFormula",
      "topics": [
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      "page": "scan_gaps",
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      "topics": [
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      "page": "summary.panel_data",
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      "title": "National Longitudinal Survey of Youth teenage women poverty data",
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      "page": "fdm_tidiers",
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        "tidy.fdm"
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    {
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      "title": "Tidy methods for 'wbgee' models",
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        "tidy.asym_gee",
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      "page": "wbm_tidiers",
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        "glance.wbm",
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      "page": "unpanel",
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        "unpanel"
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      "page": "WageData",
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        "WageData"
      ]
    },
    {
      "page": "wbgee",
      "title": "Panel regression models fit with GEE",
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        "wbgee"
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    {
      "page": "wbm",
      "title": "Panel regression models fit via multilevel modeling",
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        "wbm"
      ]
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      "page": "wbm_stan",
      "title": "Bayesian estimation of within-between models",
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    },
    {
      "page": "wbm-class",
      "title": "Within-Between Model ('wbm') class",
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        "wbm-class"
      ]
    },
    {
      "page": "widen_panel",
      "title": "Convert long panel data to wide format",
      "topics": [
        "widen_panel"
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  "_readme": "https://github.com/jacob-long/panelr/raw/HEAD/README.md",
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      "source": "wbm.Rmd",
      "filename": "wbm.html",
      "title": "Introduction to the panelr package",
      "author": "Jacob A. Long",
      "engine": "knitr::rmarkdown",
      "headings": [
        "panel_data frames",
        "Regression models",
        "Within-between models",
        "A note on interactions",
        "A note on splines and other basis expansions",
        "Fitting within-between models",
        "Growth curves",
        "Contextual, within, and random effects specifications",
        "Using GEE to fit within-between models",
        "Asymmetric effects",
        "Asymmetric effects for generalized linear models",
        "References"
      ],
      "created": "2019-04-29 15:15:42",
      "modified": "2025-12-22 06:41:17",
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      "title": "Reshaping panel data with long_panel() and widen_panel()",
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        "From wide to long",
        "Wave indicators at the end of variable names",
        "Comparing with base R",
        "A more challenging example",
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        "Advanced options",
        "From long to wide"
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