Package: iop Type: Package Title: Inflated Ordered Probit and Logit Models Version: 0.1.0 Authors@R: person("Benjamin E.", "Bagozzi", email = "bagozzib@udel.edu", role = c("aut", "cre")) Description: Estimation, inference, and quantities of interest for ordered probit and ordered logit models whose outcome contains an inflated category: a single ordered category (bottom, middle, top, or any other) that mixes observations generated by the ordered process with observations generated by a distinct split-population process. Fits the zero-inflated ordered probit of Harris and Zhao (2007) and its middle- and top-inflated extensions (Bagozzi and Mukherjee 2012 ; Bagozzi, Hill, Moore and Mukherjee 2015 ; Bagozzi, Joo and Mukherjee 2024 ), generalized to an arbitrary inflated category and to the logit link, with optional correlated errors for the probit form, plus the standard ordered probit and logit and their partial proportional-odds (non-parallel) variants on the same footing. Provides analytic, robust, and cluster-robust standard errors, survey weights and offsets, model comparison (Vuong, likelihood-ratio, information criteria), regime-specific predicted probabilities and first differences, simulation for residual diagnostics, and tidy/table-package integration. The likelihood, its gradient, and the bivariate-normal probabilities are implemented in C++. License: GPL-3 Encoding: UTF-8 LazyData: true Depends: R (>= 4.0) Imports: Rcpp, stats, graphics, methods, numDeriv, MASS LinkingTo: Rcpp Suggests: ordinal, VGAM, mvtnorm, pbivnorm, sandwich, DHARMa, testthat (>= 3.0.0), knitr, rmarkdown, broom, modelsummary, texreg, parallel, AER VignetteBuilder: knitr RoxygenNote: 7.3.3 Roxygen: list(markdown = TRUE, load = "source") URL: https://github.com/bagozzib/iop, https://bagozzib.github.io/iop/ BugReports: https://github.com/bagozzib/iop/issues Config/testthat/edition: 3 Repository: https://bagozzib.r-universe.dev Date/Publication: 2026-09-03 22:58:32 UTC RemoteUrl: https://github.com/bagozzib/iop RemoteRef: HEAD RemoteSha: c0f0039b7c1782d82cf527fbc1dffc7852f3aba2 NeedsCompilation: yes Packaged: 2026-10-04 10:17:09 UTC; root Author: Benjamin E. Bagozzi [aut, cre] Maintainer: Benjamin E. Bagozzi