tidytlg
A tables-listings-graphs package that reached CRAN and then went quiet.
Comparison · Analytics
geotargets vs tidymodels
A side-by-side editorial comparison of geotargets and tidymodels — release velocity, themes, recent moves, and the top alternatives to consider.
geotargets vs tidymodels: at a glance
What is geotargets?
Geospatial targets grew from two raster helpers into a tiling and multi-backend pipeline layer.
geotargets extends the targets pipeline framework with target factories that know how to serialise geospatial objects — terra rasters and vectors, stars arrays, raster collections, and VRT references. It completed rOpenSci review and transferred ownership during 0.3.0. Writing behaviour is now configurable through per-target arguments and package-level options.
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.
geotargets vs tidymodels: editorial side-by-side
geotargets
0.0ANALYTICS
Geospatial targets grew from two raster helpers into a tiling and multi-backend pipeline layer.
◆ Current state
geotargets extends the targets pipeline framework with target factories that know how to serialise geospatial objects — terra rasters and vectors, stars arrays, raster collections, and VRT references. It completed rOpenSci review and transferred ownership during 0.3.0. Writing behaviour is now configurable through per-target arguments and package-level options.
◆ Where it's heading
The arc runs from 'targets can hold a SpatRaster' to 'targets can hold a tiled, dynamically branched raster workflow with controlled datatype and driver.' Recent work is about giving users control over how objects hit disk — datatype, driver, metadata sidecars, pass-through arguments to the underlying writers — which is where correctness problems in geospatial pipelines actually live. External contributors are driving a visible share of it.
◆ Prediction
Expect continued work on write-path fidelity and format coverage rather than new target types, since the last two releases both resolved metadata and driver defaults that were silently losing information.
tidymodels
0.0ANALYTICS
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 geotargets 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 geotargets or tidymodels.
Tplyr
Tplyr made clinical summary tables explain where every number came from.
rlistings
Clinical listings that keep inheriting their hardest problem — pagination — from the layer below.
hoardr
A cache-directory helper that has shipped nothing but CRAN-triggered patches for seven years.
gigs
gigs redesigned its whole conversion API for rOpenSci, then spent three releases getting the docs to build.
riem
A weather-data client that keeps rewriting its HTTP layer while slowly tightening its API.
See all geotargets alternatives → · See all tidymodels alternatives →
Recent activity from geotargets and tidymodels
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 11mo agotidymodelsFix for packages omitted from attachment
- 11mo agotidymodelstailor joins the core set; base pipe replaces magrittr
- 1y agogeotargetsGuards sozip metadata option against GDAL below 3.7
- 1y agogeotargetsVRT targets, datatype control, and GPKG default for vectors
- 1y agotidymodelsConflict preferences added for DALEX and recipes
- 1y agogeotargetsstars backend and dynamically branched raster tiles ⚡
- 2y agogeotargetsFirst release: raster, vector, and collection targets
- 3y agotidymodelsConflict preferences and pinned versions refreshed
- 4y agotidymodelsVersion refresh and testthat 3e migration
- 4y agotidymodelsRotating startup messages and an analysis template
Frequently asked questions
What is the difference between geotargets and tidymodels?
They serve adjacent needs but don't currently overlap on shipped themes. geotargets 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 geotargets better than tidymodels?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. geotargets 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 geotargets?
Top geotargets alternatives in Analytics are ranked by recent ship velocity. Browse the "geotargets alternatives" section above for the current picks, or visit /alternatives/geotargets 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.