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accuracylevel: Robust Accuracy-Level Metrics for Predictive Model Evaluation

Implements novel accuracy-level metrics for evaluating continuous data prediction models. Four metrics are provided: Counted Squared Error (CSE), Counted Absolute Error (CAE), Counted Absolute Percentage Error (CAPE), and Symmetric Counted Absolute Percentage Error (SCAPE). These metrics offer robust, consistent, and interpretable evaluation on a 0-100% scale, addressing limitations of conventional metrics like RMSE, MAE, and MAPE. The package integrates with 'caret', 'tidymodels', and common forecasting frameworks. Based on Agustini, Fithriasari, and Prastyo (2026) <doi:10.1016/j.dajour.2025.100661>.

Version: 0.1.0
Depends: R (≥ 3.5.0)
Imports: stats, graphics, utils
Suggests: rlang (≥ 0.4.0), caret, yardstick, forecast, testthat (≥ 3.0.0), knitr, rmarkdown, ggplot2, tibble, dplyr
Published: 2026-06-18
DOI: 10.32614/CRAN.package.accuracylevel
Author: Achmad Syahrul Choir [cre, aut], Mety Agustini [aut], Kartika Fithriasari [aut], Dedy Dwi Prastyo [aut]
Maintainer: Achmad Syahrul Choir <madsyair at stis.ac.id>
BugReports: https://github.com/madsyair/accuracylevel/issues
License: GPL-3
URL: https://github.com/madsyair/accuracylevel
NeedsCompilation: no
Materials: README, NEWS
CRAN checks: accuracylevel results

Documentation:

Reference manual: accuracylevel.html , accuracylevel.pdf
Vignettes: Replicating Agustini et al. (2026) with accuracylevel (source, R code)

Downloads:

Package source: accuracylevel_0.1.0.tar.gz
Windows binaries: r-devel: accuracylevel_0.1.0.zip, r-release: accuracylevel_0.1.0.zip, r-oldrel: not available
macOS binaries: r-release (arm64): accuracylevel_0.1.0.tgz, r-oldrel (arm64): accuracylevel_0.1.0.tgz, r-release (x86_64): accuracylevel_0.1.0.tgz, r-oldrel (x86_64): accuracylevel_0.1.0.tgz

Linking:

Please use the canonical form https://CRAN.R-project.org/package=accuracylevel to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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