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  "Title": "Workflow-Oriented Survey Weight Calibration",
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  "Author": "Kunxiang Ma [aut, cre], WEIAN DATA TECH (Beijing) Co., Ltd.\n[cph, fnd]",
  "Maintainer": "Kunxiang Ma <makunxiang@weiandata.com>",
  "Description": "Provides a disciplined precheck, execution, and\ndiagnostics workflow for survey weighting and raking. Weight\nconstruction requires design-only data, a verified external\ntarget, outcome-blind planning, and human approval before\nweight locking, with bilingual reports for decision and\nstatistical audiences. Converts calibrated and replicate\nweights into standard survey designs, provides optional\nbroom-style result projections, and records serializable\nproduction pipeline provenance. Supports fixed, predeclared\nsoft calibration tolerances and categorical entropy balancing\nfrom verified margins, plus panel attrition weighting,\nhigh-influence unit diagnostics, Fay's balanced repeated\nreplication, and opt-in parallel execution for long runs.\nCalibration methods follow Deville and Saerndal (1992)\n<doi:10.1080/01621459.1992.10475217>, and entropy balancing\nfollows Hainmueller (2012) <doi:10.1093/pan/mpr025>.",
  "License": "GPL (>= 2)",
  "Copyright": "See file inst/COPYRIGHTS.",
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    "wf_approve_plan",
    "wf_assess_impact",
    "wf_attach_weights",
    "wf_attrition",
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    "wf_auto_trim",
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    "wf_compose",
    "wf_diagnose",
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    "wf_guided_plan",
    "wf_import_reference",
    "wf_import_target",
    "wf_influence",
    "wf_pipeline",
    "wf_plan_cells",
    "wf_plan_poststrat",
    "wf_plan_weights",
    "wf_poststrat",
    "wf_precheck",
    "wf_prepare_design",
    "wf_propensity",
    "wf_rake",
    "wf_replicates",
    "wf_report",
    "wf_run",
    "wf_suggest_collapse",
    "wf_suggest_ladder",
    "wf_target_population",
    "wf_target_propensity",
    "wf_target_reference",
    "wf_target_template",
    "wf_validate",
    "wf_variance"
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      "title": "Simulated survey weighting example data",
      "object": "wfc_example",
      "class": [
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      ],
      "fields": [],
      "table": false,
      "tojson": false
    }
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      "title": "Convert WFC replicate weights to a survey replicate design",
      "topics": [
        "as_svrepdesign"
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    },
    {
      "page": "as_svydesign",
      "title": "Convert WFC weights to a survey design",
      "topics": [
        "as_svydesign"
      ]
    },
    {
      "page": "as.data.frame.wf_quality_report",
      "title": "Convert a weighting quality report to a data frame",
      "topics": [
        "as.data.frame.wf_quality_report"
      ]
    },
    {
      "page": "as.data.frame.wf_variance_result",
      "title": "Coerce a variance result to a data frame",
      "topics": [
        "as.data.frame.wf_variance_result"
      ]
    },
    {
      "page": "plot.wf_auto_trim",
      "title": "Plot an automatic trim frontier",
      "topics": [
        "plot.wf_auto_trim"
      ]
    },
    {
      "page": "plot.wf_blend_result",
      "title": "Plot blend lambda sensitivity",
      "topics": [
        "plot.wf_blend_result"
      ]
    },
    {
      "page": "plot.wf_diagnostics",
      "title": "Plot weight diagnostics",
      "topics": [
        "plot.wf_diagnostics"
      ]
    },
    {
      "page": "plot.wf_propensity_weights",
      "title": "Plot propensity overlap and covariate balance",
      "topics": [
        "plot.wf_propensity_weights"
      ]
    },
    {
      "page": "plot.wf_weights",
      "title": "Plot calibrated weight distributions",
      "topics": [
        "plot.wf_weights"
      ]
    },
    {
      "page": "print.wf_attrition_weights",
      "title": "Print attrition weights",
      "topics": [
        "print.wf_attrition_weights"
      ]
    },
    {
      "page": "print.wf_auto_trim",
      "title": "Print an automatic trim recommendation",
      "topics": [
        "print.wf_auto_trim"
      ]
    },
    {
      "page": "print.wf_autoweigh_result",
      "title": "Print a guided weighting result",
      "topics": [
        "print.wf_autoweigh_result"
      ]
    },
    {
      "page": "print.wf_blend_result",
      "title": "Print a blend result.",
      "topics": [
        "print.wf_blend_result"
      ]
    },
    {
      "page": "print.wf_cell_merge_plan",
      "title": "Print an outcome-blind cell merge plan",
      "topics": [
        "print.wf_cell_merge_plan"
      ]
    },
    {
      "page": "print.wf_collapse_plan",
      "title": "Print a collapse plan",
      "topics": [
        "print.wf_collapse_plan"
      ]
    },
    {
      "page": "print.wf_design_data",
      "title": "Print outcome-free survey design data",
      "topics": [
        "print.wf_design_data"
      ]
    },
    {
      "page": "print.wf_diagnostics",
      "title": "Print diagnostics",
      "topics": [
        "print.wf_diagnostics"
      ]
    },
    {
      "page": "print.wf_impact",
      "title": "Print post-lock outcome impact",
      "topics": [
        "print.wf_impact"
      ]
    },
    {
      "page": "print.wf_influence",
      "title": "Print influence diagnostics",
      "topics": [
        "print.wf_influence"
      ]
    },
    {
      "page": "print.wf_ladder_draft",
      "title": "Print a collapse-ladder draft",
      "topics": [
        "print.wf_ladder_draft"
      ]
    },
    {
      "page": "print.wf_pipeline",
      "title": "Print a pipeline specification",
      "topics": [
        "print.wf_pipeline"
      ]
    },
    {
      "page": "print.wf_poststrat_plan",
      "title": "Print a post-stratification plan",
      "topics": [
        "print.wf_poststrat_plan"
      ]
    },
    {
      "page": "print.wf_precheck",
      "title": "Print a precheck result",
      "topics": [
        "print.wf_precheck"
      ]
    },
    {
      "page": "print.wf_quality_report",
      "title": "Print a weighting quality report",
      "topics": [
        "print.wf_quality_report"
      ]
    },
    {
      "page": "print.wf_replicate_weights",
      "title": "Print replicate weights",
      "topics": [
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      ]
    },
    {
      "page": "print.wf_validation",
      "title": "Print a weight-validation result",
      "topics": [
        "print.wf_validation"
      ]
    },
    {
      "page": "print.wf_variance_result",
      "title": "Print a variance result",
      "topics": [
        "print.wf_variance_result"
      ]
    },
    {
      "page": "print.wf_weight_plan",
      "title": "Print a reviewable weight plan",
      "topics": [
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      ]
    },
    {
      "page": "print.wf_weights",
      "title": "Print calibrated weights",
      "topics": [
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      ]
    },
    {
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      "title": "Summarize a post-stratification plan",
      "topics": [
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      ]
    },
    {
      "page": "wf_apply_collapse",
      "title": "Apply a category collapse plan",
      "topics": [
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      ]
    },
    {
      "page": "wf_approve_plan",
      "title": "Record a human attestation for a reviewed weight plan",
      "topics": [
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      ]
    },
    {
      "page": "wf_assess_impact",
      "title": "Assess descriptive outcome impact after weights are locked",
      "topics": [
        "wf_assess_impact"
      ]
    },
    {
      "page": "wf_attach_weights",
      "title": "Attach locked weights to analysis data by exact unit ID",
      "topics": [
        "wf_attach_weights"
      ]
    },
    {
      "page": "wf_attrition",
      "title": "Estimate panel attrition weights",
      "topics": [
        "wf_attrition"
      ]
    },
    {
      "page": "wf_audit_export",
      "title": "Export a self-contained WFC audit file",
      "topics": [
        "wf_audit_export"
      ]
    },
    {
      "page": "wf_auto_trim",
      "title": "Recommend a weight-trimming cap",
      "topics": [
        "wf_auto_trim"
      ]
    },
    {
      "page": "wf_autoweigh",
      "title": "Run a guided workflow from verified design and target objects",
      "topics": [
        "wf_autoweigh"
      ]
    },
    {
      "page": "wf_blend",
      "title": "Blend online and offline calibrated estimates",
      "topics": [
        "wf_blend"
      ]
    },
    {
      "page": "wf_calibrate",
      "title": "Calibrate weights from verified design and target objects",
      "topics": [
        "wf_calibrate"
      ]
    },
    {
      "page": "wf_collapse_ladder",
      "title": "Declare a post-stratification collapse ladder",
      "topics": [
        "wf_collapse_ladder"
      ]
    },
    {
      "page": "wf_compose",
      "title": "Compose multiple weighting stages",
      "topics": [
        "wf_compose"
      ]
    },
    {
      "page": "wf_diagnose",
      "title": "Diagnose calibrated weights",
      "topics": [
        "wf_diagnose"
      ]
    },
    {
      "page": "wf_dims",
      "title": "Declare calibration dimensions",
      "topics": [
        "wf_dims"
      ]
    },
    {
      "page": "wf_execute_plan",
      "title": "Execute an approved plan and lock its weights",
      "topics": [
        "wf_execute_plan"
      ]
    },
    {
      "page": "wf_guided_execute",
      "title": "Execute a guided workflow with an external human approval",
      "topics": [
        "wf_guided_execute"
      ]
    },
    {
      "page": "wf_guided_plan",
      "title": "Prepare a guided safe weighting workflow",
      "topics": [
        "wf_guided_plan"
      ]
    },
    {
      "page": "wf_import_reference",
      "title": "Import a verified external reference-sample target",
      "topics": [
        "wf_import_reference"
      ]
    },
    {
      "page": "wf_import_target",
      "title": "Import a verified external population target",
      "topics": [
        "wf_import_target"
      ]
    },
    {
      "page": "wf_influence",
      "title": "Diagnose high-influence calibrated units",
      "topics": [
        "wf_influence"
      ]
    },
    {
      "page": "wf_pipeline",
      "title": "Declare a production weighting pipeline",
      "topics": [
        "wf_pipeline"
      ]
    },
    {
      "page": "wf_plan_cells",
      "title": "Plan deterministic, outcome-blind support-cell merging",
      "topics": [
        "wf_plan_cells"
      ]
    },
    {
      "page": "wf_plan_poststrat",
      "title": "Plan post-stratification cell resolution",
      "topics": [
        "wf_plan_poststrat"
      ]
    },
    {
      "page": "wf_plan_weights",
      "title": "Build a reviewable outcome-blind weight plan",
      "topics": [
        "wf_plan_weights"
      ]
    },
    {
      "page": "wf_poststrat",
      "title": "Post-stratify verified design data to a verified joint target",
      "topics": [
        "wf_poststrat"
      ]
    },
    {
      "page": "wf_precheck",
      "title": "Precheck sample and target compatibility",
      "topics": [
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      ]
    },
    {
      "page": "wf_prepare_design",
      "title": "Prepare outcome-free survey design data",
      "topics": [
        "wf_prepare_design"
      ]
    },
    {
      "page": "wf_propensity",
      "title": "Correct a non-probability sample by inverse-propensity pseudo-weighting.",
      "topics": [
        "wf_propensity"
      ]
    },
    {
      "page": "wf_rake",
      "title": "Rake verified design data to a verified external target",
      "topics": [
        "wf_rake"
      ]
    },
    {
      "page": "wf_replicates",
      "title": "Generate re-calibrated replicate weights for variance estimation.",
      "topics": [
        "wf_replicates"
      ]
    },
    {
      "page": "wf_report",
      "title": "Build a weighting quality report",
      "topics": [
        "wf_report"
      ]
    },
    {
      "page": "wf_run",
      "title": "Run a production weighting pipeline",
      "topics": [
        "wf_run"
      ]
    },
    {
      "page": "wf_suggest_collapse",
      "title": "Suggest collapse plans from precheck findings",
      "topics": [
        "wf_suggest_collapse"
      ]
    },
    {
      "page": "wf_suggest_ladder",
      "title": "Draft a post-stratification collapse ladder",
      "topics": [
        "wf_suggest_ladder"
      ]
    },
    {
      "page": "wf_target_population",
      "title": "Target from external population data",
      "topics": [
        "wf_target_population"
      ]
    },
    {
      "page": "wf_target_propensity",
      "title": "Build a propensity target: stacked reference frame and membership model spec.",
      "topics": [
        "wf_target_propensity"
      ]
    },
    {
      "page": "wf_target_reference",
      "title": "Target from a weighted reference sample",
      "topics": [
        "wf_target_reference"
      ]
    },
    {
      "page": "wf_target_template",
      "title": "Create a safe external-target import template",
      "topics": [
        "wf_target_template"
      ]
    },
    {
      "page": "wf_validate",
      "title": "Compare calibrated weights against a reference release",
      "topics": [
        "wf_validate"
      ]
    },
    {
      "page": "wf_variance",
      "title": "Combine replicate weights and an estimator into a variance and CI.",
      "topics": [
        "wf_variance"
      ]
    },
    {
      "page": "wfc_example",
      "title": "Simulated survey weighting example data",
      "topics": [
        "wfc_example"
      ]
    },
    {
      "page": "wfc-tidiers",
      "title": "Broom-style projections for WFC results",
      "topics": [
        "augment.wf_weights",
        "glance.wf_blend_result",
        "glance.wf_diagnostics",
        "glance.wf_variance_result",
        "glance.wf_weights",
        "tidy.wf_blend_result",
        "tidy.wf_diagnostics",
        "tidy.wf_variance_result",
        "tidy.wf_weights",
        "wfc-tidiers"
      ]
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