Package: ackwards Title: Bass-Ackwards Hierarchical Structural Analysis Version: 0.1.1 Authors@R: c( person("Jeffrey M.", "Girard", , "me@jmgirard.com", role = c("aut", "cre"), comment = c(ORCID = "0000-0002-7359-3746")), person("Miriam K.", "Forbes", role = "cph", comment = "Author of the bundled AMH correlation matrix (data/forbes2023.rda), CC-BY 4.0")) Description: Implements Goldberg's (2006) bass-ackwards method and modern descendants for hierarchical structural analysis. Extracts solutions from 1 to k factors using principal component analysis (PCA), exploratory factor analysis (EFA), or exploratory structural equation modeling (ESEM) engines, then characterizes the hierarchy via between-level factor-score correlations computed via exact linear algebra (Waller, 2007, ) or materialized scores. Includes the Forbes (2023) extension for redundancy pruning and all-levels cross-correlations. License: MIT + file LICENSE Encoding: UTF-8 Depends: R (>= 4.1.0) Imports: cli, generics, psych, rlang, stats, utils Suggests: covr, EFAtools, future, future.apply, ggplot2, gt, knitr, lavaan (>= 0.6-13), rmarkdown, testthat (>= 3.0.0) LazyData: true Config/testthat/edition: 3 Config/testthat/parallel: true Config/testthat/start-first: suggest_k, boot_edges, esem, layout, missing, vignette-m24 VignetteBuilder: knitr URL: https://jmgirard.github.io/ackwards/, https://github.com/jmgirard/ackwards BugReports: https://github.com/jmgirard/ackwards/issues Config/roxygen2/version: 8.0.0 NeedsCompilation: no Packaged: 2026-07-24 12:15:26 UTC; root Author: Jeffrey M. Girard [aut, cre] (ORCID: ), Miriam K. Forbes [cph] (Author of the bundled AMH correlation matrix (data/forbes2023.rda), CC-BY 4.0) Maintainer: Jeffrey M. Girard Repository: https://cran.r-universe.dev Date/Publication: 2026-07-24 10:00:13 UTC RemoteUrl: https://github.com/cran/ackwards RemoteRef: HEAD RemoteSha: 65b3be1a257580c9e51ea86712882fb0e117f436