exametrika
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
A side-by-side editorial comparison of projoint and Vault — 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.
Vault under IBM lands 2.0.0, with FIPS 140-3 and HSM enterprise builds inside two weeks.
Vault crossed 2.0.0 in late March under its post-HashiCorp / IBM stewardship — the artifact pages now carry IBM's International Program License Agreement language alongside the existing MPL 2.0 / BSL terms. Enterprise variants followed within days: 2.0.0 enterprise FIPS 140-3 and HSM-flavored builds published April 1 and April 8, plus an sdk/v0.25.1 backport addressing a Go CVE. The recent shipping is release-engineering-heavy, not feature-heavy.
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.
Vault crossed 2.0.0 in late March under its post-HashiCorp / IBM stewardship — the artifact pages now carry IBM's International Program License Agreement language alongside the existing MPL 2.0 / BSL terms. Enterprise variants followed within days: 2.0.0 enterprise FIPS 140-3 and HSM-flavored builds published April 1 and April 8, plus an sdk/v0.25.1 backport addressing a Go CVE. The recent shipping is release-engineering-heavy, not feature-heavy.
This is the cadence of a project completing a major-version rollout — community GA first, then RC and GA enterprise-flavor builds, then security-tracking SDK backports — rather than a roadmap pivot. The fact that FIPS 140-3 and HSM enterprise builds shipped in the same window as the 2.0 cycle is the signal worth holding onto: Vault's federal and regulated-industry posture is being kept intact under the new owner, and auth plugin version bumps suggest the wider ecosystem is staying in step.
Expect 2.x feature-bearing minor releases over the next few months, with FIPS 140-3 and HSM enterprise variants tracked alongside the community builds. GA bumps for the auth plugins to match the 2.x line are likely. Worth watching for more visible IBM branding or any Cloud-side packaging shifts that signal repositioning under the new owner.
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 Vault.
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
eratosthenes spends 0.1.0 hardening inputs rather than adding chronology methods.
dqcheckr adds drift analysis, then removes the YAML a user had to hand-write.
An actuarial mainstay spends its releases on CI plumbing, not on new mathematics.
EDAForge is a data-quality auditor renamed mid-flight, still finding its CRAN footing.
See all projoint alternatives → · See all Vault alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. projoint and Vault are shipping at a similar cadence (velocity 2.5 vs 2.5, both within Sparkpulse's "active" band). 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 and Vault are shipping at a similar cadence (velocity 2.5 vs 2.5, both within Sparkpulse's "active" band). 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 Vault alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Vault alternatives" section above for the current picks, or visit /alternatives/vault for the full list with editorial commentary on each.