Tools for Handling Indices and Proportions in Small Area Estimation R package tipsae version 1.0.3 It allows for mapping proportions and indicators defined on the unit interval. It implements Beta-based small area methods comprising the classical Beta regression models, the Flexible Beta model and Zero and/or One Inflated extensions (Janicki 2020 <doi:10.1080/03610926.2019.1570266>). Such methods, developed within a Bayesian framework through Stan <https://mc-stan.org/>, come equipped with a set of diagnostics and complementary tools, visualizing and exporting functions. A Shiny application with a user-friendly interface can be launched to further simplify the process. For further details, refer to De Nicolò and Gardini (2024 <doi:10.18637/jss.v108.i01>). Software Depends: R (>= 3.5.0), shiny (>= 1.0.3) Imports: methods, Rcpp (>= 0.12.0), rstan (>= 2.26.0), ggplot2 (>= 3.3.2), nlme (>= 3.1.152), stats, sp, ggpubr, Rdpack LinkingTo: BH (>= 1.66.0), Rcpp (>= 0.12.0), RcppEigen (>= 0.3.3.3.0), RcppParallel (>= 5.0.1), rstan (>= 2.26.0), StanHeaders (>= 2.26.0) Suggests: rstantools (>= 2.1.1), RcppParallel (>= 5.0.1), callr, sf, dplyr, leaflet, tmap, spam, spdep, gridExtra (>= 2.3), R.rsp, shinythemes, shinyFeedback, shinybusy, shinyWidgets, shinyjs, bayesplot, DT (>= 0.32.1), loo (>= 2.3.1) Silvia De Nicolò <silvia.denicolo@unibo.it> Comprehensive R Archive Network (CRAN) Silvia De Nicolò [aut, cre] (ORCID: <https://orcid.org/0000-0001-5052-6527>), Aldo Gardini [aut] (ORCID: <https://orcid.org/0000-0002-2164-5815>) GPL-3 2024-09-13 application/tgz https://CRAN.R-project.org/package=tipsae doi:10.32614/CRAN.package.tipsae