FoRecoML
The machine-learning arm of a forecast reconciliation toolkit, four months old and already sharing its sibling's plumbing.
Comparison · Infra & APIs
projoint vs Rancher
A side-by-side editorial comparison of projoint and Rancher — release velocity, themes, recent moves, and the top alternatives to consider.
projoint vs Rancher: at a glance
What is projoint?
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.
What is Rancher?
The public feed carries tags and image manifests; the release notes live in Prime docs.
Rancher's public release feed is a tag stream rather than a changelog. The two maintenance releases here — 2.12.12 and 2.11.16, tagged seconds apart — each carry a single line pointing readers to the Prime documentation for the actual notes. The 2.15 line appears only as build metadata: an rc5 image and component manifest, then an alpha tag whose entire content is switching the dashboard to its release build.
projoint vs Rancher: editorial side-by-side
projoint
2.5INFRA · APIS
projoint spent a year on CRAN paperwork, then shipped a correctness fix it flagged itself.
◆ Current state
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.
◆ Where it's heading
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.
◆ Prediction
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.
Rancher
5.0INFRA · APIS
The public feed carries tags and image manifests; the release notes live in Prime docs.
◆ Current state
Rancher's public release feed is a tag stream rather than a changelog. The two maintenance releases here — 2.12.12 and 2.11.16, tagged seconds apart — each carry a single line pointing readers to the Prime documentation for the actual notes. The 2.15 line appears only as build metadata: an rc5 image and component manifest, then an alpha tag whose entire content is switching the dashboard to its release build.
◆ Where it's heading
Three branches are live at once, with maintenance flowing to 2.11 and 2.12 while 2.15 works through release candidates. Because notes for the supported branches are published behind the Prime docs, this feed will keep showing cadence without content, and the only readable signals are structural: which branches get tagged, and how far the 2.15 candidates have progressed.
◆ Prediction
The 2.15 line looks close to shipping — rc5 followed by an alpha tag pinning the dashboard to a release build — so the next visible move is a 2.15.0 general release tag, again with its notes pointing to Prime documentation rather than appearing here.
Alternatives to projoint and Rancher
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 Rancher.
FoReco
Forecast reconciliation with a real object model, five years after it started returning bare matrices.
wooldridge
A textbook data package whose whole job is to stay installable, and whose releases prove how much work that is.
L1centrality
A graph-centrality package that spent 2026 making its existing measures usable at scale, then went quiet.
exametrika
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
nuggets
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
See all projoint alternatives → · See all Rancher alternatives →
Recent activity from projoint and Rancher
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 13d agoRancher2.15.1 alpha tags the dashboard release build
- 17d agoprojointExplicit .choice_map guards choice-to-profile mapping
- 19d agoRancherRancher 2.12.12 tagged, notes published in Prime docs
- 19d agoRancherRancher 2.11.16 tagged, notes published in Prime docs
- 19d agoRancherRancher 2.15.0 release candidate 5 component manifest
- 1mo agoprojointCRAN submission housekeeping for DESCRIPTION and examples
- 1mo agoprojointCRAN formatting pass; minor make_projoint_data() fix
- 1mo agoprojointreshape_projoint() repeated-task bug fixed; validation tightened
- 1mo agoprojointCitation metadata updated with the CRAN DOI
- 5mo agoprojointorganize_data() no longer drops respondent-level weights
Frequently asked questions
What is the difference between projoint and Rancher?
They serve adjacent needs but don't currently overlap on shipped themes. Rancher is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 projoint better than Rancher?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Rancher is currently shipping more aggressively (velocity 5.0 vs 2.5), 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 projoint?
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.
What are the best alternatives to Rancher?
Top Rancher alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Rancher alternatives" section above for the current picks, or visit /alternatives/rancher for the full list with editorial commentary on each.