ANALYTICS
comtradr's 1.0 line is a long tail of patches against a brittle UN trade API.
Alternatives · analytics tools
easystats alternatives
The best easystats alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 13, 2026
Looking for the best alternatives to easystats? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, easystats shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About easystats
The easystats meta-package is install tooling wrapped around a relicensed ecosystem.
easystats is the meta-package for the easystats ecosystem, which spans insight, parameters, performance and their siblings. It ships almost no statistics of its own; its releases add installation helpers, ecosystem introspection functions and vignettes. The consequential release in this window is 0.7.0, which moved the whole ecosystem to an MIT license.
Velocity 0.0 · Last update 47m ago
Top 12 alternatives to easystats
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
bbotk is generalizing from an optimizer toolkit into an evaluation framework.
ANALYTICS
discrim settled into a thin engine shim after handing its model definitions to parsnip.
ANALYTICS
dbparser shed its database and CSV writers to become just a DrugBank parser.
ANALYTICS
desirability2 is making multi-metric model selection a first-class tidymodels step.
ANALYTICS
crosstalk is frozen infrastructure: four releases in five years, mostly CRAN upkeep.
ANALYTICS
cmdstanr keeps adding fast approximations beside full HMC, and fighting Windows toolchains.
ANALYTICS
An htmlwidget whose release notes are mostly billboard.js version bumps, quiet since 2021.
ANALYTICS
bayesplot keeps widening its posterior-check catalogue while absorbing each ggplot2 break.
ANALYTICS
Contribution-driven maintenance on a package whose last structural change was magick support.
ANALYTICS
pins keeps adding a storage backend per release while retiring its original API
ANALYTICS
tsibble shipped one release in five and a half years - the data structure is finished
easystats vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| easystats (baseline) | 0.0 | 0 | r ecosystemmeta-packagestatistical reporting | Ecosystem relicensed to MIT; two new authors added |
| comtradr | 2.5 | 0 | trade dataapi wrapperun comtrade | — |
| bbotk | 2.5 | 0 | black-box optimizationmlr3async execution | EvalInstance base class separates evaluation from optimization |
| discrim | 0.0 | 0 | tidymodelsdiscriminant analysisparsnip extension | discrim_quad() added; package relicensed to MIT |
| dbparser | 0.0 | 0 | drugbankxml parsingbioinformatics | Persistence layer dropped; parsers now return a dvobject |
| desirability2 | 0.0 | 0 | tidymodelsmulti-objective optimizationmodel selection | Desirability-based model selection added for tune |
| crosstalk | 0.0 | 0 | htmlwidgetslinked brushingr | — |
| cmdstanr | 0.0 | 0 | bayesian inferencestanapproximate inference | Laplace and Pathfinder inference methods added |
| billboarder | 0.0 | 0 | rhtmlwidgetscharting | — |
| bayesplot | 0.0 | 0 | bayesian workflowstanposterior predictive checks | — |
| animation | 0.0 | 0 | ranimationgif rendering | — |
| pins | 0.0 | 0 | data-versioningcloud-storagedatabricks | — |
| tsibble | 0.0 | 0 | time-seriesdata-structuresvctrs | Interval becomes a vctrs record type; windowing moves to slider |
The 12 best easystats alternatives, in depth
1. comtradr · velocity 2.5
Comtradr's 1.0 line is a long tail of patches against a brittle UN trade API.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where easystats leans on r ecosystem, meta package and statistical reporting, comtradr focuses on trade data, api wrapper and un comtrade.
comtradr and easystats have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full comtradr trajectory → · Compare easystats vs comtradr →
2. bbotk · velocity 2.5
Bbotk is generalizing from an optimizer toolkit into an evaluation framework.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “EvalInstance base class separates evaluation from optimization”.
Where easystats leans on r ecosystem, meta package and statistical reporting, bbotk focuses on black box optimization, mlr3 and async execution.
bbotk and easystats have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. discrim · velocity 0.0
Discrim settled into a thin engine shim after handing its model definitions to parsnip.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “discrim_quad() added; package relicensed to MIT”.
Where easystats leans on r ecosystem, meta package and statistical reporting, discrim focuses on tidymodels, discriminant analysis and parsnip extension.
discrim and easystats have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. dbparser · velocity 0.0
Dbparser shed its database and CSV writers to become just a DrugBank parser.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Persistence layer dropped; parsers now return a dvobject”.
Where easystats leans on r ecosystem, meta package and statistical reporting, dbparser focuses on drugbank, xml parsing and bioinformatics.
dbparser and easystats have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full dbparser trajectory → · Compare easystats vs dbparser →
5. desirability2 · velocity 0.0
Desirability2 is making multi-metric model selection a first-class tidymodels step.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Desirability-based model selection added for tune”.
Where easystats leans on r ecosystem, meta package and statistical reporting, desirability2 focuses on tidymodels, multi objective optimization and model selection.
desirability2 and easystats have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full desirability2 trajectory → · Compare easystats vs desirability2 →
6. crosstalk · velocity 0.0
Crosstalk is frozen infrastructure: four releases in five years, mostly CRAN upkeep.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where easystats leans on r ecosystem, meta package and statistical reporting, crosstalk focuses on htmlwidgets, linked brushing and r.
crosstalk and easystats have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full crosstalk trajectory → · Compare easystats vs crosstalk →
7. cmdstanr · velocity 0.0
Cmdstanr keeps adding fast approximations beside full HMC, and fighting Windows toolchains.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Laplace and Pathfinder inference methods added”.
Where easystats leans on r ecosystem, meta package and statistical reporting, cmdstanr focuses on bayesian inference, stan and approximate inference.
cmdstanr and easystats have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full cmdstanr trajectory → · Compare easystats vs cmdstanr →
8. billboarder · velocity 0.0
An htmlwidget whose release notes are mostly billboard.js version bumps, quiet since 2021.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where easystats leans on r ecosystem, meta package and statistical reporting, billboarder focuses on r, htmlwidgets and charting.
billboarder and easystats have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full billboarder trajectory → · Compare easystats vs billboarder →
9. bayesplot · velocity 0.0
Bayesplot keeps widening its posterior-check catalogue while absorbing each ggplot2 break.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where easystats leans on r ecosystem, meta package and statistical reporting, bayesplot focuses on bayesian workflow, stan and posterior predictive checks.
bayesplot and easystats have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full bayesplot trajectory → · Compare easystats vs bayesplot →
10. animation · velocity 0.0
Contribution-driven maintenance on a package whose last structural change was magick support.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where easystats leans on r ecosystem, meta package and statistical reporting, animation focuses on r, animation and gif rendering.
animation and easystats have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full animation trajectory → · Compare easystats vs animation →
11. pins · velocity 0.0
Pins keeps adding a storage backend per release while retiring its original API.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where easystats leans on r ecosystem, meta package and statistical reporting, pins focuses on data versioning, cloud storage and databricks.
pins and easystats have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. tsibble · velocity 0.0
Tsibble shipped one release in five and a half years - the data structure is finished.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Interval becomes a vctrs record type; windowing moves to slider”.
Where easystats leans on r ecosystem, meta package and statistical reporting, tsibble focuses on time series, data structures and vctrs.
tsibble and easystats have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Frequently asked questions
What are the best alternatives to easystats?
The top easystats alternatives we currently track in analytics tools are comtradr, bbotk, discrim, dbparser, desirability2, ranked by recent ship velocity.
How is this list of easystats alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare easystats directly with one of these alternatives?
Yes — every card has a "Compare with easystats" link to a side-by-side /compare page.