Man pages for mfrmr
Estimation and Diagnostics for Many-Facet Measurement Models

analyze_dffDifferential facet functioning analysis
analyze_facet_equivalenceAnalyze practical equivalence within a facet
analyze_hierarchical_structureAnalyze the hierarchical structure of a rating design
analyze_residual_pcaRun exploratory residual PCA summaries
anchor_to_baselineFit new data anchored to a baseline calibration
apa_tableBuild APA-style table output using base R structures
apply_empirical_bayes_shrinkageApply empirical-Bayes shrinkage to fitted non-person facet...
as.data.frame.mfrm_fitConvert mfrm_fit to a tidy data.frame
as_flextableGeneric for converting objects to a 'flextable'
as_flextable.apa_tableConvert an 'apa_table' to a 'flextable'
as_kableGeneric for converting objects to a 'knitr::kable'
as_kable.apa_tableConvert an 'apa_table' to a 'knitr::kable()' object
assess_mfrm_recoveryAssess whether recovery-simulation results are ready to use
bias_count_tableBuild a bias-cell count report
bias_interaction_reportBuild a bias-interaction plot-data bundle (FACETS Table 13:...
bias_iteration_reportBuild a bias-iteration report (FACETS Table 9: iteration /...
bias_pairwise_reportBuild a bias pairwise-contrast report (FACETS Table 14:...
build_apa_outputsBuild APA text outputs from model results
build_conquest_overlap_bundleBuild a scoped ConQuest-overlap bundle
build_equating_chainBuild a screened linking chain across ordered calibrations
build_fixed_reportsBuild legacy-compatible fixed-width text reports
build_linking_reviewBuild a linking-review synthesis object
build_mfrm_manifestBuild a reproducibility manifest for an MFRM analysis
build_mfrm_network_reviewBuild an MFRM network review
build_mfrm_replay_scriptBuild a package-native replay script for an MFRM analysis
build_mfrm_resampling_specBuild an observed-data resampling specification
build_mfrm_sim_specBuild an explicit simulation specification for MFRM design...
build_misfit_casebookBuild a case-level misfit review bundle
build_model_choice_reviewBuild a model-choice review across RSM, PCM, and bounded GPCM...
build_peer_review_design_reviewBuild a peer-review design review
build_peer_review_sim_specBuild a peer-review simulation specification
build_summary_table_bundleBuild a manuscript-oriented table bundle from 'summary()'...
build_visual_summariesBuild warning and narrative summaries for visual outputs
build_weighting_reviewBuild a weighting-policy review between Rasch-family and...
category_curves_reportBuild a category curve export bundle (preferred alias)
category_structure_reportBuild a category structure report (preferred alias)
compare_mfrmCompare two or more fitted MFRM models
compatibility_alias_tableList retained compatibility aliases and preferred names
compute_facet_design_effectCompute Kish design effects for each facet
compute_facet_iccCompute intra-class correlations for each facet
compute_informationCompute design-weighted precision curves for ordered...
compute_person_fit_indicesPerson fit indices: lz and Snijders-corrected lz*
data_quality_reportBuild a data quality summary report (preferred alias)
describe_mfrm_dataSummarize MFRM input data (TAM-style descriptive snapshot)
detect_anchor_driftDetect anchor drift across multiple calibrations
detect_facet_nestingDetect nesting structure between facets
diagnose_mfrmCompute diagnostics for an 'mfrm_fit' object
dif_interaction_tableCompute interaction table between a facet and a grouping...
dif_reportGenerate a differential-functioning interpretation report
displacement_tableCompute displacement diagnostics for facet levels
draw_mfrm_resamplesDraw observed-data MFRM resamples
ej2021_dataSimulated MFRM datasets based on Eckes and Jin (2021)
estimate_all_biasEstimate bias across multiple facet pairs
estimate_biasEstimate bias and interaction screening terms
estimation_iteration_reportBuild an estimation-iteration report (preferred alias)
evaluate_mfrm_designEvaluate MFRM design conditions by repeated simulation
evaluate_mfrm_diagnostic_screeningEvaluate legacy and strict marginal diagnostic screening...
evaluate_mfrm_recoveryEvaluate parameter recovery by repeated simulation and...
evaluate_mfrm_signal_detectionEvaluate DIF power and bias-screening behavior under known...
export_mfrmExport MFRM results to CSV files
export_mfrm_bundleExport an analysis bundle for sharing or archiving
export_mfrm_resultsExport a lightweight mfrm_results archive
export_summary_appendixExport manuscript appendix tables from validated summary...
extract_mfrm_sim_specDerive a simulation specification from a fitted MFRM object
facet_quality_dashboardFacet-quality dashboard for facet-level screening
facets_chisq_tableBuild facet variability diagnostics with fixed/random...
facets_feature_coverageFACETS Feature Coverage Matrix
facets_fit_df_guideGuide FACETS-style fit df and ZSTD standardization
facets_fit_reviewReview fit standardization against FACETS-style ZSTD...
facet_small_sample_reviewReview per-facet-level sample adequacy
facets_output_contract_reviewBuild a FACETS output-contract review
facets_output_file_bundleBuild a legacy-compatible output-file bundle (GRAPH= /...
facets_positioning_guideFACETS Positioning Guide
facet_statistics_reportBuild a facet statistics report (preferred alias)
fair_average_tableBuild an adjusted-score reference table bundle
fit_measures_tableBuild a FACETS-style fit-measures review table
fit_mfrmFit many-facet ordered-response models with a flexible number...
gpcm_capability_matrixBounded GPCM Support Matrix
gpcm_runtime_guard_coverageBounded GPCM Route-Boundary Coverage
gpcm_score_side_contractBounded GPCM Score-Side Export Contract
import_erm_fitImport an 'eRm' fit to an mfrmr-compatible bundle
import_mirt_fitImport an 'mirt' fit to an mfrmr-compatible bundle
import_tam_fitImport a 'TAM' fit to an mfrmr-compatible bundle
interaction_effect_tableExtract model-estimated facet interaction effects
interrater_agreement_tableBuild an inter-rater agreement report
launch_mfrmr_viewerLaunch a local Shiny viewer for an mfrm_results object
list_mfrmr_dataList packaged simulation datasets
load_mfrmr_dataLoad a packaged simulation dataset
make_anchor_tableBuild an anchor table from fitted estimates
measurable_summary_tableBuild a measurable-data summary
mfrm_d_studyProject G-theory coefficients under alternative D-study...
mfrm_generalizabilityGeneralizability-theory variance decomposition for an MFRM...
mfrm_misfit_thresholdsMnSq misfit threshold pair used across mfrmr screening...
mfrm_network_analysisAnalyze the MFRM design network
mfrmr_compatibility_layermfrmr Compatibility Layer Map
mfrm_reportBuild report-ready output from 'mfrm_results()'
mfrm_resultsBuild comprehensive first-screen MFRM results
mfrm_results_interactiveInteractively choose data-frame columns before calling...
mfrmr_example_dataPurpose-built example datasets for package help pages
mfrmr_interval_guideConfidence-interval and uncertainty route guide
mfrmr_linking_and_dffmfrmr Linking and DFF Guide
mfrmr_output_guideChoose an mfrmr output helper by user goal
mfrmr-packagemfrmr: Many-Facet Ordered-Response Modeling in R
mfrmr_reporting_and_apamfrmr Reporting and APA Guide
mfrmr_reports_and_tablesmfrmr Reports and Tables Map
mfrmr_visual_diagnosticsmfrmr Visual Diagnostics Map
mfrmr_workflow_methodsmfrmr Workflow and Method Map
mfrm_threshold_profilesList literature-based warning threshold profiles
normalize_conquest_overlap_filesNormalize extracted ConQuest overlap files to the 'mfrmr'...
normalize_conquest_overlap_tablesNormalize extracted ConQuest overlap tables to the 'mfrmr'...
plot_anchor_driftPlot anchor drift or a screened linking chain
plot_apa_figure_oneManuscript-ready four-panel composite (Wright + severity +...
plot.apa_tablePlot an APA/FACETS table object using base R
plot_bias_interactionPlot bias interaction diagnostics (preferred alias)
plot_bubbleBubble chart of measure estimates and fit statistics
plot_dataExtract reusable data from an mfrmr plot object
plot_data_componentsList reusable components in mfrmr plot data
plot_dif_heatmapPlot a differential-functioning heatmap
plot_dif_summarySummary plot of differential functioning effect sizes
plot_displacementPlot displacement diagnostics using base R
plot_facet_equivalencePlot facet-equivalence results
plot_facet_quality_dashboardPlot a facet-quality dashboard
plot_facets_chisqPlot facet variability diagnostics using base R
plot_fair_averagePlot fair-average diagnostics using base R
plot_guttman_scalogramGuttman-style scalogram of person x item observed responses
plot_informationPlot design-weighted precision curves
plot_interrater_agreementPlot inter-rater agreement diagnostics using base R
plot_local_dependence_heatmapPairwise standardized-residual heatmap for local-dependence...
plot_marginal_fitPlot strict marginal-fit follow-up cells using base R
plot_marginal_pairwisePlot strict pairwise local-dependence follow-up using base R
plot.mfrm_anchor_reviewPlot an anchor-review object
plot.mfrm_bundlePlot report/table bundles with base R defaults
plot.mfrm_data_descriptionPlot a data-description object
plot.mfrm_design_evaluationPlot a design-simulation study
plot.mfrm_diagnostic_screeningPlot a diagnostic-screening validation study
plot.mfrm_facet_nestingPlot the pairwise nesting index matrix
plot.mfrm_facet_sample_reviewPlot a facet sample-size review
plot.mfrm_facets_runPlot outputs from a legacy-compatible workflow run
plot.mfrm_fitPlot fitted MFRM results with base R
plot.mfrm_future_branch_active_branchPlot a future arbitrary-facet planning active branch
plot.mfrm_recovery_simulationPlot parameter-recovery simulation results
plot.mfrm_signal_detectionPlot DIF/bias screening simulation results
plot.mfrm_summary_table_bundlePlot a summary-table bundle for manuscript QC
plot_person_fitPlot per-person fit
plot_qc_dashboardPlot a base-R QC dashboard
plot_qc_pipelinePlot QC pipeline results
plot_rater_agreement_heatmapPairwise rater-agreement heatmap
plot_rater_severity_profilePlot per-rater severity ranking with confidence interval...
plot_rater_trajectoryRater-severity trajectory across an ordered wave / occasion...
plot_reliability_snapshotFacet reliability and separation snapshot bar plot
plot_residual_matrixPerson x facet-level standardized-residual matrix
plot_residual_pcaVisualize residual PCA results
plot_residual_qqNormal quantile-quantile plot of person standardized...
plot_response_time_reviewPlot response-time review summaries
plot_shrinkage_funnelEmpirical-Bayes shrinkage funnel / caterpillar
plot_threshold_ladderPlot RSM/PCM threshold ladders with disorder highlighting
plot_unexpectedPlot unexpected responses using base R
plot_wright_unifiedPlot a unified Wright map with all facets on a shared logit...
precision_review_reportBuild a precision review report
predict_mfrm_populationForecast population-level MFRM operating characteristics for...
predict_mfrm_unitsScore future or partially observed units under the fitted...
print.mfrm_apa_textPrint APA narrative text with preserved line breaks
q3_statisticYen-style Q3 local-dependence statistic between facet levels
rater_halo_network_analysisAnalyze rater-by-criterion halo-effect networks
rater_network_analysisAnalyze rater agreement, disagreement, and severity-direction...
rating_scale_tableBuild a rating-scale diagnostics report
read_facets_fit_tableRead a FACETS fit table for fit review
recode_missing_codesRecode common missing-value sentinels to 'NA'
recommend_mfrm_designRecommend a design condition from simulation results
reference_case_benchmarkBenchmark packaged reference cases
reference_case_reviewBuild a package-native reference review for report...
reporting_checklistBuild an auto-filled MFRM reporting checklist
response_time_reviewReview response-time patterns outside the MFRM likelihood
review_accessorsExtract canonical review components
review_conquest_overlapReview an exact-overlap ConQuest comparison against an...
review_mfrm_anchorsReview and normalize anchor/group-anchor tables
run_mfrm_facetsRun a legacy-compatible estimation workflow wrapper
run_qc_pipelineRun automated quality control pipeline
sample_mfrm_plausible_valuesSample approximate plausible values under fitted posterior...
shrinkage_reportExtract the shrinkage report from a fitted mfrm_fit
simulate_mfrm_dataSimulate long-format ordered many-facet data for design...
specifications_reportBuild a specification summary report (preferred alias)
subset_connectivity_reportBuild a subset connectivity report (preferred alias)
summary.apa_tableSummarize an APA/FACETS table object
summary.mfrm_anchor_reviewSummarize an anchor-review object
summary.mfrm_apa_outputsSummarize APA report-output bundles
summary.mfrm_biasSummarize an 'mfrm_bias' object in a user-friendly format
summary.mfrm_bundleSummarize report/table bundles in a user-friendly format
summary.mfrm_data_descriptionSummarize a data-description object
summary.mfrm_design_evaluationSummarize a design-simulation study
summary.mfrm_diagnosticsSummarize an 'mfrm_diagnostics' object in a user-friendly...
summary.mfrm_diagnostic_screeningSummarize a diagnostic-screening validation study
summary.mfrm_facet_dashboardSummarize a facet-quality dashboard
summary.mfrm_facets_runSummarize a legacy-compatible workflow run
summary.mfrm_fitSummarize an 'mfrm_fit' object in a user-friendly format
summary.mfrm_future_branch_active_branchSummarize a future arbitrary-facet planning active branch
summary.mfrm_linking_reviewSummarize a linking-review object
summary.mfrm_misfit_casebookSummarize a misfit-casebook object
summary.mfrm_model_choice_reviewSummarize a model-choice review
summary.mfrm_network_reviewSummarize an MFRM network review
summary.mfrm_peer_review_design_reviewSummarize a peer-review design review
summary.mfrm_person_fit_indicesSummarize person-fit indices
summary.mfrm_plausible_valuesSummarize approximate plausible values from posterior scoring
summary.mfrm_population_predictionSummarize a population-level design forecast
summary.mfrm_reporting_checklistSummarize a reporting-checklist bundle for manuscript work
summary.mfrm_response_time_reviewSummarize a response-time review
summary.mfrm_signal_detectionSummarize a DIF/bias screening simulation
summary.mfrm_summary_table_bundleSummarize a summary-table bundle for manuscript QC
summary.mfrm_threshold_profilesSummarize threshold-profile presets for visual warning logic
summary.mfrm_unit_predictionSummarize posterior unit scoring output
summary.mfrm_weighting_reviewSummarize a weighting-review object
unexpected_after_bias_tableBuild an unexpected-after-adjustment screening report
unexpected_response_tableBuild an unexpected-response screening report
visual_reporting_templateFigure-reporting template for visual diagnostics
write_mfrm_residual_fileWrite a standalone residual file
write_mfrm_subset_fileWrite standalone subset-connectivity files
mfrmr documentation built on June 13, 2026, 1:07 a.m.