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pprof

Modeling, Standardization and Testing for Provider Profiling

v1.0.3 · Feb 9, 2026 · MIT + file LICENSE

Description

Implements linear and generalized linear models for provider profiling, incorporating both fixed and random effects. For large-scale providers, the linear profiled-based method and the SerBIN method for binary data reduce the computational burden. Provides post-modeling features, such as indirect and direct standardization measures, hypothesis testing, confidence intervals, and post-estimation visualization. For more information, see Wu et al. (2022) <doi:10.1002/sim.9387>.

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OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 9, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 8, 2026
ERROR r-devel-linux-x86_64-debian-gcc

package dependencies

Packages required but not available: 'caret', 'olsrr'

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE May 2, 2026
ERROR 11 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 25, 2026
ERROR r-release-macos-x86_64

package dependencies

Package required but not available: ‘caret’

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
NOTE 11 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 22, 2026
NOTE r-oldrel-macos-arm64

installed package size

installed size is  6.8Mb
  sub-directories of 1Mb or more:
    libs   5.7Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  7.1Mb
  sub-directories of 1Mb or more:
    libs   5.9Mb
NOTE r-oldrel-windows-x86_64

for GNU extensions in Makefiles

GNU make is a SystemRequirements.
ERROR 10 OK · 3 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 18, 2026
ERROR r-devel-windows-x86_64

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Installation failed.
See 'd:/Rcompile/CRANpkg/local/4.6/pprof.Rcheck/00install.out' for details.
NOTE r-oldrel-macos-arm64

installed package size

installed size is  6.8Mb
  sub-directories of 1Mb or more:
    libs   5.7Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  7.1Mb
  sub-directories of 1Mb or more:
    libs   5.9Mb
NOTE r-oldrel-windows-x86_64

for GNU extensions in Makefiles

GNU make is a SystemRequirements.
NOTE 11 OK · 3 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-oldrel-macos-arm64

installed package size

installed size is  6.8Mb
  sub-directories of 1Mb or more:
    libs   5.7Mb
NOTE r-oldrel-macos-x86_64

installed package size

installed size is  7.1Mb
  sub-directories of 1Mb or more:
    libs   5.9Mb
NOTE r-oldrel-windows-x86_64

for GNU extensions in Makefiles

GNU make is a SystemRequirements.

Dependency Network

Dependencies Reverse dependencies Rcpp RcppParallel caret olsrr pROC poibin dplyr ggplot2 Matrix lme4 magrittr scales tibble rlang tidyselect +1 more dependencies pprof

Version History

4 tracked
new 1.0.3 Mar 10, 2026
updated 1.0.3 ← 1.0.2 diff Feb 9, 2026
updated 1.0.2 ← 1.0.1 diff Jun 19, 2025
new 1.0.1 Dec 11, 2024