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slider vs tidymodels

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

slider vs tidymodels: at a glance

Featureslidertidymodels
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themessliding-windows, tidyverse, c-api-compliance, vctrstidymodels, meta-package, dependency-management, namespace-conflicts
Last editorial update1h ago1h ago
WebsiteVisit →Visit →

What is slider?

Feature-complete since 2021, and every release since has been paying CRAN's C API bill

slider provides sliding-window and index-aware window functions for R, with a C implementation underneath and a specialised fast path for common aggregations. The user-facing surface has been stable since 0.3.0 in late 2022. Everything after that is compliance and platform work: STRING_PTR removed in 0.3.2, OBJECT() removed in 0.3.3, a vctrs callable's C signature corrected, and the minimum R version raised twice.

Read the full slider trajectory →

What is tidymodels?

The meta-package ships almost nothing, which is exactly what a version-pinning shim should do

The tidymodels package is a loader and version pin for the modeling framework's core set rather than a place where features live. Its entire changelog consists of updated dependency versions, adjustments to how tidymodels_prefer() resolves name conflicts against other packages, and the occasional addition of a package to the core set — workflowsets in 0.1.3, tailor in 1.4.0. The most recent releases moved the package's own code from the magrittr pipe to R's base pipe and patched a bug where some attached packages were omitted.

Read the full tidymodels trajectory →

slider vs tidymodels: editorial side-by-side

S
slider
ANALYTICS
0.0

Feature-complete since 2021, and every release since has been paying CRAN's C API bill

◆ Current state

slider provides sliding-window and index-aware window functions for R, with a C implementation underneath and a specialised fast path for common aggregations. The user-facing surface has been stable since 0.3.0 in late 2022. Everything after that is compliance and platform work: STRING_PTR removed in 0.3.2, OBJECT() removed in 0.3.3, a vctrs callable's C signature corrected, and the minimum R version raised twice.

◆ Where it's heading

Two forces set the release schedule, and neither is feature demand. The first is CRAN closing off non-API C entry points, which packages reaching into R internals for speed have to unwind one accessor at a time — slider is on its second such release with no visible loss of function. The second is vctrs, whose breaking changes slider absorbs ahead of time; 0.2.2 exists solely to prepare for one. The last release that added anything callers can see was 0.3.0's slider_plus() and slider_minus() extension hooks.

◆ Prediction

Expect the pattern to continue: another non-API accessor removal or a vctrs compatibility release, rather than new window functions. The C-level surface is the only part of this package still moving.

T
tidymodels
ANALYTICS
0.0

The meta-package ships almost nothing, which is exactly what a version-pinning shim should do

◆ Current state

The tidymodels package is a loader and version pin for the modeling framework's core set rather than a place where features live. Its entire changelog consists of updated dependency versions, adjustments to how tidymodels_prefer() resolves name conflicts against other packages, and the occasional addition of a package to the core set — workflowsets in 0.1.3, tailor in 1.4.0. The most recent releases moved the package's own code from the magrittr pipe to R's base pipe and patched a bug where some attached packages were omitted.

◆ Where it's heading

Release cadence tracks the ecosystem rather than any roadmap of its own: a version bump when member packages release, a tidymodels_prefer() rule when a new conflict appears — DALEX::explains() over dplyr::explains(), recipes::update() over other update() methods. Additions to the core set are the only structurally interesting events, and there have been two in seven releases. Everything else is plumbing that exists so a single library() call attaches a consistent set of versions.

◆ Prediction

The next release will most likely be another version-set update, with any new core package the only thing worth noting. Feature news for this framework will keep arriving in the member packages, not here.

Alternatives to slider and tidymodels

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 slider or tidymodels.

See all slider alternatives → · See all tidymodels alternatives →

Recent activity from slider and tidymodels

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

  1. 9mo agosliderNon-API OBJECT() removed and a vctrs C signature fixed
  2. 11mo agotidymodelsFix for packages omitted from attachment
  3. 11mo agotidymodelstailor joins the core set; base pipe replaces magrittr
  4. 1y agotidymodelsConflict preferences added for DALEX and recipes
  5. 1y agosliderNon-API STRING_PTR removed; R 4.0.0 now required
  6. 2y agosliderValgrind test fixes and dependency version bumps
  7. 3y agotidymodelsConflict preferences and pinned versions refreshed
  8. 3y agosliderExtension hooks let clock and almanac types serve as an index
  9. 4y agotidymodelsVersion refresh and testthat 3e migration
  10. 4y agotidymodelsRotating startup messages and an analysis template
  11. 5y agosliderInternal vec_order usage updated ahead of a vctrs break
  12. 5y agosliderlong double alignment issue fixed for CRAN sanitisers

Frequently asked questions

What is the difference between slider and tidymodels?

They serve adjacent needs but don't currently overlap on shipped themes. slider and tidymodels 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 slider better than tidymodels?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. slider and tidymodels 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 slider?

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

What are the best alternatives to tidymodels?

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