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billboarder vs rstanarm

A side-by-side editorial comparison of billboarder and rstanarm — release velocity, themes, recent moves, and the top alternatives to consider.

billboarder vs rstanarm: at a glance

Featurebillboarderrstanarm
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themesr, htmlwidgets, charting, shinybayesian, stan, regression-models, dependency-migration
Last editorial update5h ago1h ago
WebsiteVisit →Visit →

What is billboarder?

An htmlwidget whose release notes are mostly billboard.js version bumps, quiet since 2021.

billboarder wraps the billboard.js charting library as an R htmlwidget, with Shiny proxy support for live updates. Most releases restate an upstream library version; the package's own additions arrive one function at a time, such as bauge(), bb_export() and set_color_palette(). The visible history stops at v0.3.1 in May 2021.

Read the full billboarder trajectory →

What is rstanarm?

rstanarm is community-maintained now, tracking Stan and lme4 rather than adding models.

2.32.2 is entirely infrastructure and dependency work: formula machinery migrated from lme4 to reformulas, `r_eff` no longer computed for loo by default, the Stan R packages repo replaced by R-Universe, rstantools adopted to fix build and export errors, and CRAN NOTE cleanups — contributed largely by four first-time contributors. 2.32.1 and 2.26.1 follow the same pattern, tracking rstan syntax and adding `posterior::as_draws()` support. The last release with substantive modelling content is 2.21.1, which changed how default priors are determined and flipped `autoscale` to FALSE outside default priors.

Read the full rstanarm trajectory →

billboarder vs rstanarm: editorial side-by-side

B
billboarder
ANALYTICS
0.0

An htmlwidget whose release notes are mostly billboard.js version bumps, quiet since 2021.

◆ Current state

billboarder wraps the billboard.js charting library as an R htmlwidget, with Shiny proxy support for live updates. Most releases restate an upstream library version; the package's own additions arrive one function at a time, such as bauge(), bb_export() and set_color_palette(). The visible history stops at v0.3.1 in May 2021.

◆ Where it's heading

The package tracks billboard.js rather than leading it, and the R-side features that do appear are thin conveniences over capabilities upstream already shipped. The one directional move visible here is 0.3.0's adoption of aes()-style mapping, which pulls the API toward tidyverse conventions. Nothing since 2021 suggests that convergence continued.

◆ Prediction

If the package resumes, the pattern points to another billboard.js bump with a small Shiny helper attached; the entries show no sign of a broader API rework.

R
rstanarm
ANALYTICS
0.0

rstanarm is community-maintained now, tracking Stan and lme4 rather than adding models.

◆ Current state

2.32.2 is entirely infrastructure and dependency work: formula machinery migrated from lme4 to reformulas, `r_eff` no longer computed for loo by default, the Stan R packages repo replaced by R-Universe, rstantools adopted to fix build and export errors, and CRAN NOTE cleanups — contributed largely by four first-time contributors. 2.32.1 and 2.26.1 follow the same pattern, tracking rstan syntax and adding `posterior::as_draws()` support. The last release with substantive modelling content is 2.21.1, which changed how default priors are determined and flipped `autoscale` to FALSE outside default priors.

◆ Where it's heading

The package has moved from feature development into ecosystem maintenance, and the contributor list shows why it survives: outside developers keep it compiling against a moving Stan, lme4 and CRAN. The `as_draws()` support and the reformulas migration both point the same way — rstanarm increasingly consumes shared infrastructure (posterior, reformulas, rstantools) instead of carrying its own.

◆ Prediction

Expect the next release to track another upstream change — rstan, reformulas or CRAN policy — rather than add model families. The pre-fit model surface looks settled.

Alternatives to billboarder and rstanarm

Other Analytics 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 billboarder or rstanarm.

See all billboarder alternatives → · See all rstanarm alternatives →

Recent activity from billboarder and rstanarm

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 10mo agorstanarmrstanarm 2.32.2 migrates formula machinery to reformulas
  2. 2y agorstanarmrstanarm 2.32.1 fixes unit_vector error, enables LTO
  3. 2y agorstanarmrstanarm 2.26.1 adopts new rstan syntax and as_draws()
  4. 4y agorstanarmrstanarm 2.21.3 fixes loo() and adds stan_jm offsets
  5. 5y agobillboarderbillboard.js updated to 3.0.1
  6. 5y agobillboarderaes() mapping, set_color_palette() and a datalab theme
  7. 6y agorstanarmrstanarm 2.21.1 changes default prior behaviour
  8. 6y agobillboarderbb_export() adds PNG chart export for Shiny apps
  9. 6y agobillboarderbillboard.js upgraded to 1.10.0
  10. 7y agobillboarderbauge() adds a self-updating gauge for Shiny
  11. 7y agobillboarderbillboard.js upgraded to 1.7.0

Frequently asked questions

What is the difference between billboarder and rstanarm?

They serve adjacent needs but don't currently overlap on shipped themes. billboarder and rstanarm are shipping at a similar cadence (velocity 0.0 vs 0.0, 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.

Is billboarder better than rstanarm?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. billboarder and rstanarm are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.

What are the best alternatives to billboarder?

Top billboarder alternatives in Analytics are ranked by recent ship velocity. Browse the "billboarder alternatives" section above for the current picks, or visit /alternatives/billboarder for the full list with editorial commentary on each.

What are the best alternatives to rstanarm?

Top rstanarm alternatives in Analytics are ranked by recent ship velocity. Browse the "rstanarm alternatives" section above for the current picks, or visit /alternatives/rstanarm for the full list with editorial commentary on each.