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Comparison · Infra & APIs
gkwdist vs wooldridge
A side-by-side editorial comparison of gkwdist and wooldridge — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:r-package
gkwdist vs wooldridge: at a glance
What is gkwdist?
gkwdist keeps finding that its distributions were returning the wrong numbers.
The package implements the Generalized Kumaraswamy distribution family and its sub-families. The current release fixes six numerical defects, the most serious being that dgkw() returned zero for every input because internal helpers collided with same-named functions in R's public Rmath.h header. Log-likelihoods for three sub-families were also wrong for data near zero due to clamping instead of working in log space.
What is wooldridge?
A textbook data package whose whole job is to stay installable, and whose releases prove how much work that is.
wooldridge ships the datasets from Wooldridge's Introductory Econometrics so students can load any of them with one command. The data has been essentially complete since the 7th-edition sets landed in 1.4-1; every release since has been about keeping the package on CRAN. The most recent tag exists only to re-run roxygen2 so that documentation URL fixes from the previous version actually reached the .Rd files.
gkwdist vs wooldridge: editorial side-by-side
gkwdist
2.5INFRA · APIS
gkwdist keeps finding that its distributions were returning the wrong numbers.
◆ Current state
The package implements the Generalized Kumaraswamy distribution family and its sub-families. The current release fixes six numerical defects, the most serious being that dgkw() returned zero for every input because internal helpers collided with same-named functions in R's public Rmath.h header. Log-likelihoods for three sub-families were also wrong for data near zero due to clamping instead of working in log space.
◆ Where it's heading
Every release in this window is correctness work with an unchanged public API — critical MLE fixes in 1.1.3, a CRAN timing-test patch in 1.1.4, numerical corrections in 1.1.5. The recurring theme is that analytically correct formulas were being defeated by implementation details: name collisions, sign errors returning negative infinity where positive was required, and clamping thresholds that destroyed precision in the tails. Test infrastructure added in 1.1.2 validates analytical derivatives against numerical differentiation, which is how several of these were caught.
◆ Prediction
Expect further validation-driven fixes rather than new distributions, since the derivative-checking suite added earlier is still surfacing defects in existing routines.
wooldridge
0.0INFRA · APIS
A textbook data package whose whole job is to stay installable, and whose releases prove how much work that is.
◆ Current state
wooldridge ships the datasets from Wooldridge's Introductory Econometrics so students can load any of them with one command. The data has been essentially complete since the 7th-edition sets landed in 1.4-1; every release since has been about keeping the package on CRAN. The most recent tag exists only to re-run roxygen2 so that documentation URL fixes from the previous version actually reached the .Rd files.
◆ Where it's heading
The maintainer has been systematically shrinking the package's attack surface for years. Dependencies used only for vignette examples were cut after one of them broke its API and triggered a CRAN removal notice; test infrastructure moved from testthat to tinytest and from Travis and AppVeyor to GitHub Actions; datasets were compressed by stripping attributes left over from the Stata imports. The stated goal, written into the 1.4-2 notes, is that this should be the easiest package the maintainer has to look after.
◆ Prediction
Nothing in the recent entries points to new data; the next release will most likely be triggered by another CRAN check failure or by a new edition of the textbook adding datasets.
Alternatives to gkwdist and wooldridge
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either gkwdist or wooldridge.
forestploter
A forest plot package that keeps handing users control of one more graphical detail.
ggInterval
Interval-valued data plotting, spending 2026 making its function names and examples survive CRAN.
rgm
A microbiome network model that got itself un-archived by deleting the dependency that killed it.
contagionchannels
Three releases in ten days, every one of them a CRAN reviewer's correction rather than a code change.
tidyaudit
Pipeline provenance for tidyverse workflows, recording what changed at each step without keeping the data.
See all gkwdist alternatives → · See all wooldridge alternatives →
Recent activity from gkwdist and wooldridge
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 7d agogkwdistv1.1.5 — Numerical correctness fixes and componentwise derivative validation
- 1mo agowooldridgeDocs re-compiled so the previous release's URL fixes take effect
- 2mo agogkwdistv1.1.4 — CRAN fix: skip timing-based tests on CRAN
- 3mo agogkwdistv1.1.3 — Critical MLE Bug Fixes & Numerical Corrections
- 7mo agogkwdistAdds analytical derivative validation across all sub-families
- 8mo agogkwdistRefactors the C++ backend around stable log-space utilities
- 3y agowooldridgeCI moved to GitHub Actions; live-data examples disabled
- 3y agowooldridgeDocumentation content and formatting pass
- 4y agowooldridgeFour 7th-edition datasets added; tests moved to tinytest
- 4y agowooldridgeVignette scope cut to drop heavy and API-unstable dependencies
- 7y agowooldridgeVignette repaired after an upstream API rename
Frequently asked questions
What is the difference between gkwdist and wooldridge?
Both compete on the same themes — r-package — within Infra & APIs. gkwdist is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is gkwdist better than wooldridge?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. gkwdist is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to gkwdist?
Top gkwdist alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "gkwdist alternatives" section above for the current picks, or visit /alternatives/gkwdist for the full list with editorial commentary on each.
What are the best alternatives to wooldridge?
Top wooldridge alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "wooldridge alternatives" section above for the current picks, or visit /alternatives/wooldridge for the full list with editorial commentary on each.