Retool
Retool is retiring standalone Assist while folding the same capability into the app builder.
A side-by-side editorial comparison of projoint and tidynorm — release velocity, themes, recent moves, and the top alternatives to consider.
projoint spent a year on CRAN paperwork, then shipped a correctness fix it flagged itself.
projoint is an R package for analysing conjoint survey experiments, covering Qualtrics import, reshaping, and quantity-of-interest estimation with inter-rater reliability correction. Most of its release history is CRAN admission work — citation formats, DESCRIPTION fields, \value{} tags, vignette cleanups — with four tags backfilled within ninety seconds of each other on 15 July in non-monotonic version order, so neither tag order nor timestamps in this feed track the real sequence. The substantive releases are the ones fixing data-preparation bugs that silently corrupt estimates.
Vowel normalization for phonetics, three releases deep and all of them maintenance.
tidynorm applies speaker normalization to acoustic phonetic measurements inside tidyverse pipelines, including DCT-smoothed formant trajectories through reframe_with_dct_smooth(). The visible release history is short and quiet: settable verbosity options, two fixes to the DCT smoother, and two patches chasing dependency changes in RcppArmadillo and checkmate.
projoint is an R package for analysing conjoint survey experiments, covering Qualtrics import, reshaping, and quantity-of-interest estimation with inter-rater reliability correction. Most of its release history is CRAN admission work — citation formats, DESCRIPTION fields, \value{} tags, vignette cleanups — with four tags backfilled within ninety seconds of each other on 15 July in non-monotonic version order, so neither tag order nor timestamps in this feed track the real sequence. The substantive releases are the ones fixing data-preparation bugs that silently corrupt estimates.
The maintainer is hardening the path from raw Qualtrics export to estimate, which is where conjoint analysis quietly goes wrong. Three separate releases fix that path: dropped respondent-level weights in organize_data(), repeated-task reshaping in reshape_projoint(), and choice-to-profile mapping in 1.1.3. Each fix now arrives with regression tests and stricter validation rather than just a patch, and 1.1.3 adds an explicit .choice_map so the mapping is auditable instead of inferred.
Expect the validation-and-regression-test pattern to keep extending across the import path, with releases continuing to arrive in bursts around CRAN submission rather than on a cadence.
tidynorm applies speaker normalization to acoustic phonetic measurements inside tidyverse pipelines, including DCT-smoothed formant trajectories through reframe_with_dct_smooth(). The visible release history is short and quiet: settable verbosity options, two fixes to the DCT smoother, and two patches chasing dependency changes in RcppArmadillo and checkmate.
What the entries show is a package past its build-out and into upkeep. The only user-facing addition in the window is control over how loudly the functions report themselves, which is the kind of request that arrives once people are running the package over large datasets rather than a handful of speakers. The two DCT smoother fixes are more telling about substance: returning smooths matching each original token's length, and not erroring on rate and acceleration derivatives, both matter for anyone working with formant trajectories rather than single-point measurements.
Nothing in these notes signals feature work in progress, so the next release is most likely another dependency-tracking patch unless the smoothing functions attract more use.
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 projoint or tidynorm.
Retool is retiring standalone Assist while folding the same capability into the app builder.
WPML made machine translation the default, and its point releases keep chasing WordPress and page builders.
A forest plot package that keeps handing users control of one more graphical detail.
Interval-valued data plotting, spending 2026 making its function names and examples survive CRAN.
A microbiome network model that got itself un-archived by deleting the dependency that killed it.
Three releases in ten days, every one of them a CRAN reviewer's correction rather than a code change.
See all projoint alternatives → · See all tidynorm alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
Both compete on the same themes — r-package — within Infra & APIs. projoint 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. projoint 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.
Top projoint alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "projoint alternatives" section above for the current picks, or visit /alternatives/projoint for the full list with editorial commentary on each.
Top tidynorm alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "tidynorm alternatives" section above for the current picks, or visit /alternatives/tidynorm for the full list with editorial commentary on each.