fracreg: Fractional Response Regressions

Provides routines for the estimation and specification analysis of fractional response models. Includes univariate one-part, two-part, and double-inflated three-part fractional models. Further incorporates estimators for panel data settings and addresses unobserved heterogeneity and endogeneity via correlated random effects and control function approaches. Extends fractional methodology to multivariate data via fractional multinomial logit models and handles high-dimensional multicollinear data via fractional ridge regression. Calculates analytical partial effects across all model types and includes generalised goodness-of-functional-form (GGOFF) and Regression Equation Specification Error Test (RESET) hypothesis tests. Methods are described in Papke and Wooldridge (1996) <doi:10.1002/(SICI)1099-1255(199611)11:6%3C619::AID-JAE418%3E3.0.CO;2-1>, Papke and Wooldridge (2008) <doi:10.1016/j.jeconom.2008.05.009>, Buis (2008) <http://maartenbuis.nl/software/likelihoodFmlogit.pdf>, Ramalho, Ramalho and Murteira (2011) <doi:10.1111/j.1467-6419.2009.00602.x>, Fang and Ma (2013) <doi:10.1080/02664763.2012.758246>, Mullahy (2015) <doi:10.1515/jem-2012-0006>, Murteira and Ramalho (2016) <doi:10.1080/07474938.2013.806849>, and Rokem and Kay (2020) <doi:10.1093/gigascience/giaa133>.

Version: 1.0.1
Depends: R (≥ 3.5.0)
Imports: stats, maxLik, ggplot2, grid, MASS
Suggests: knitr, rmarkdown, testthat (≥ 3.0.0)
Published: 2026-08-05
DOI: 10.32614/CRAN.package.fracreg (may not be active yet)
Author: Sulman Olieko Owili ORCID iD [aut, cre]
Maintainer: Sulman Olieko Owili <oliekosulman at gmail.com>
License: GPL-3
URL: https://sulmanolieko.github.io/fracreg/
NeedsCompilation: no
Language: en-GB
Citation: fracreg citation info
Materials: README, NEWS
CRAN checks: fracreg results

Documentation:

Reference manual: fracreg.html , fracreg.pdf
Vignettes: A Comprehensive Guide to Fractional Response Regressions with fracreg (source, R code)

Downloads:

Package source: fracreg_1.0.1.tar.gz
Windows binaries: r-devel: not available, r-release: not available, r-oldrel: fracreg_1.0.1.zip
macOS binaries: r-release (arm64): fracreg_1.0.1.tgz, r-oldrel (arm64): fracreg_1.0.1.tgz, r-release (x86_64): fracreg_1.0.1.tgz, r-oldrel (x86_64): fracreg_1.0.1.tgz

Linking:

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