ANALYTICS
comtradr's 1.0 line is a long tail of patches against a brittle UN trade API.
Alternatives · analytics tools
discrim alternatives
The best discrim alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 13, 2026
Looking for the best alternatives to discrim? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, discrim 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 discrim
discrim settled into a thin engine shim after handing its model definitions to parsnip.
discrim is the parsnip extension for discriminant analysis, exposing linear, quadratic, flexible and regularized variants through the tidymodels interface. Its model definition functions moved into parsnip itself in 0.2.0, leaving this package as the engine and prediction layer. The two most recent releases are a documentation fix and a single prediction bug.
Velocity 0.0 · Last update 51m ago
Top 12 alternatives to discrim
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
The easystats meta-package is install tooling wrapped around a relicensed ecosystem.
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
discrim 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 |
|---|---|---|---|---|
| discrim (baseline) | 0.0 | 0 | tidymodelsdiscriminant analysisparsnip extension | discrim_quad() added; package relicensed to MIT |
| comtradr | 2.5 | 0 | trade dataapi wrapperun comtrade | — |
| bbotk | 2.5 | 0 | black-box optimizationmlr3async execution | EvalInstance base class separates evaluation from optimization |
| easystats | 0.0 | 0 | r ecosystemmeta-packagestatistical reporting | Ecosystem relicensed to MIT; two new authors added |
| 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 discrim 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 discrim leans on tidymodels, discriminant analysis and parsnip extension, comtradr focuses on trade data, api wrapper and un comtrade.
comtradr and discrim have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 discrim leans on tidymodels, discriminant analysis and parsnip extension, bbotk focuses on black box optimization, mlr3 and async execution.
bbotk and discrim have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. easystats · velocity 0.0
The easystats meta-package is install tooling wrapped around a relicensed ecosystem.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Ecosystem relicensed to MIT; two new authors added”.
Where discrim leans on tidymodels, discriminant analysis and parsnip extension, easystats focuses on r ecosystem, meta package and statistical reporting.
easystats and discrim have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full easystats trajectory → · Compare discrim vs easystats →
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 discrim leans on tidymodels, discriminant analysis and parsnip extension, dbparser focuses on drugbank, xml parsing and bioinformatics.
dbparser and discrim have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 discrim leans on tidymodels, discriminant analysis and parsnip extension, desirability2 focuses on tidymodels, multi objective optimization and model selection.
desirability2 and discrim 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 discrim 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 discrim leans on tidymodels, discriminant analysis and parsnip extension, crosstalk focuses on htmlwidgets, linked brushing and r.
crosstalk and discrim 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 discrim 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 discrim leans on tidymodels, discriminant analysis and parsnip extension, cmdstanr focuses on bayesian inference, stan and approximate inference.
cmdstanr and discrim have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
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 discrim leans on tidymodels, discriminant analysis and parsnip extension, billboarder focuses on r, htmlwidgets and charting.
billboarder and discrim 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 discrim 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 discrim leans on tidymodels, discriminant analysis and parsnip extension, bayesplot focuses on bayesian workflow, stan and posterior predictive checks.
bayesplot and discrim 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 discrim 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 discrim leans on tidymodels, discriminant analysis and parsnip extension, animation focuses on r, animation and gif rendering.
animation and discrim 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 discrim 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 discrim leans on tidymodels, discriminant analysis and parsnip extension, pins focuses on data versioning, cloud storage and databricks.
pins and discrim 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 discrim leans on tidymodels, discriminant analysis and parsnip extension, tsibble focuses on time series, data structures and vctrs.
tsibble and discrim 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 discrim?
The top discrim alternatives we currently track in analytics tools are comtradr, bbotk, easystats, dbparser, desirability2, ranked by recent ship velocity.
How is this list of discrim alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare discrim directly with one of these alternatives?
Yes — every card has a "Compare with discrim" link to a side-by-side /compare page.