ANALYTICS
writexl spent nine years refusing to do formatting, then shipped all of it in 2.0.0.
Alternatives · analytics tools
tidyposterior alternatives
The best tidyposterior alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 13, 2026
Looking for the best alternatives to tidyposterior? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, tidyposterior 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 tidyposterior
A finished Bayesian model-comparison package in pure maintenance mode
tidyposterior compares model performance using Bayesian resampling analysis, and it reached its intended shape years ago. Every release since 1.0.0 has been maintenance: a broken test under R-devel, a maintainer email change, and most recently compatibility with an upcoming ggplot2 release plus the base-pipe transition. The substantive API decisions — autoplot() over ggplot() methods, tibble returns from contrast_models() — were settled in the 0.x series.
Velocity 0.0 · Last update 1h ago
Top 12 alternatives to tidyposterior
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
mlr3viz keeps the ecosystem's plots working while the plots themselves move out
ANALYTICS
mlr3tuning is rebuilding its async machinery under a stable public surface
ANALYTICS
mlr3mbo picked its defaults from a benchmark study, not from taste
ANALYTICS
rnaturalearth finished its sp exit and is now optimising how the data actually arrives.
ANALYTICS
rgbif is steadily pushing users off paged searching and onto real downloads.
ANALYTICS
rstanarm is community-maintained now, tracking Stan and lme4 rather than adding models.
ANALYTICS
taxa started a ground-up rewrite in 2021 and has published almost nothing since.
ANALYTICS
rotl's whole release history is keeping name matching honest against a moving taxonomy.
ANALYTICS
taxize spends its releases absorbing other people's API changes, one dead source at a time.
ANALYTICS
osmdata keeps tightening its Overpass query surface, breaking small things to get types right.
ANALYTICS
posterior keeps deepening two things: the rvar type and Pareto-based diagnostics.
tidyposterior 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 |
|---|---|---|---|---|
| tidyposterior (baseline) | 0.0 | 0 | tidymodelsbayesian-analysismodel-comparison | — |
| writexl | 6.3 | 1 | xlsxlibxlsxwritercell-formatting | writexl 2.0.0 adds formatting, comments and full libxlsxwriter coverage |
| mlr3viz | 2.5 | 0 | mlr3visualizationggplot2 | — |
| mlr3tuning | 2.5 | 0 | mlr3hyperparameter-tuningasync-optimization | — |
| mlr3mbo | 2.5 | 0 | bayesian-optimizationmlr3hyperparameter-tuning | mlr3mbo 1.0.0 ships benchmark-derived default settings |
| rnaturalearth | 0.0 | 0 | spatial-datanatural-earthsf-migration | — |
| rgbif | 0.0 | 0 | gbifbiodiversity-databulk-downloads | rgbif 3.8.1 adds SQL-based occurrence downloads |
| rstanarm | 0.0 | 0 | bayesianstanregression-models | — |
| taxa | 0.0 | 0 | taxonomyvctrsstalled-rewrite | taxa 0.4.0 begins a base-R-vector rewrite without taxmap |
| rotl | 0.0 | 0 | open-tree-of-lifetaxonomic-matchingreproducibility | — |
| taxize | 0.0 | 0 | taxonomyapi-aggregationupstream-churn | — |
| osmdata | 0.0 | 0 | openstreetmapoverpass-apispatial-data | — |
| posterior | 0.0 | 0 | bayesianrvarpareto-diagnostics | — |
The 12 best tidyposterior alternatives, in depth
1. writexl · velocity 6.3
Writexl spent nine years refusing to do formatting, then shipped all of it in 2.0.0.
Over the last 30 days writexl shipped 1 meaningful update vs tidyposterior's 0, most recently “writexl 2.0.0 adds formatting, comments and full libxlsxwriter coverage”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where tidyposterior leans on tidymodels, bayesian analysis and model comparison, writexl focuses on xlsx, libxlsxwriter and cell formatting.
Over the last 30 days writexl has been shipping faster than tidyposterior — a point in its favour if release momentum matters to you.
Full writexl trajectory → · Compare tidyposterior vs writexl →
2. mlr3viz · velocity 2.5
Mlr3viz keeps the ecosystem's plots working while the plots themselves move out.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where tidyposterior leans on tidymodels, bayesian analysis and model comparison, mlr3viz focuses on mlr3, visualization and ggplot2.
mlr3viz and tidyposterior have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full mlr3viz trajectory → · Compare tidyposterior vs mlr3viz →
3. mlr3tuning · velocity 2.5
Mlr3tuning is rebuilding its async machinery under a stable public surface.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where tidyposterior leans on tidymodels, bayesian analysis and model comparison, mlr3tuning focuses on mlr3, hyperparameter tuning and async optimization.
mlr3tuning and tidyposterior have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full mlr3tuning trajectory → · Compare tidyposterior vs mlr3tuning →
4. mlr3mbo · velocity 2.5
Mlr3mbo picked its defaults from a benchmark study, not from taste.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “mlr3mbo 1.0.0 ships benchmark-derived default settings”.
Where tidyposterior leans on tidymodels, bayesian analysis and model comparison, mlr3mbo focuses on bayesian optimization, mlr3 and hyperparameter tuning.
mlr3mbo and tidyposterior have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full mlr3mbo trajectory → · Compare tidyposterior vs mlr3mbo →
5. rnaturalearth · velocity 0.0
Rnaturalearth finished its sp exit and is now optimising how the data actually arrives.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where tidyposterior leans on tidymodels, bayesian analysis and model comparison, rnaturalearth focuses on spatial data, natural earth and sf migration.
rnaturalearth and tidyposterior have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full rnaturalearth trajectory → · Compare tidyposterior vs rnaturalearth →
6. rgbif · velocity 0.0
Rgbif is steadily pushing users off paged searching and onto real downloads.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “rgbif 3.8.1 adds SQL-based occurrence downloads”.
Where tidyposterior leans on tidymodels, bayesian analysis and model comparison, rgbif focuses on gbif, biodiversity data and bulk downloads.
rgbif and tidyposterior have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. rstanarm · velocity 0.0
Rstanarm is community-maintained now, tracking Stan and lme4 rather than adding models.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where tidyposterior leans on tidymodels, bayesian analysis and model comparison, rstanarm focuses on bayesian, stan and regression models.
rstanarm and tidyposterior have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full rstanarm trajectory → · Compare tidyposterior vs rstanarm →
8. taxa · velocity 0.0
Taxa started a ground-up rewrite in 2021 and has published almost nothing since.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “taxa 0.4.0 begins a base-R-vector rewrite without taxmap”.
Where tidyposterior leans on tidymodels, bayesian analysis and model comparison, taxa focuses on taxonomy, vctrs and stalled rewrite.
taxa and tidyposterior have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. rotl · velocity 0.0
Rotl's whole release history is keeping name matching honest against a moving taxonomy.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where tidyposterior leans on tidymodels, bayesian analysis and model comparison, rotl focuses on open tree of life, taxonomic matching and reproducibility.
rotl and tidyposterior have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
10. taxize · velocity 0.0
Taxize spends its releases absorbing other people's API changes, one dead source at a time.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where tidyposterior leans on tidymodels, bayesian analysis and model comparison, taxize focuses on taxonomy, api aggregation and upstream churn.
taxize and tidyposterior have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full taxize trajectory → · Compare tidyposterior vs taxize →
11. osmdata · velocity 0.0
Osmdata keeps tightening its Overpass query surface, breaking small things to get types right.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where tidyposterior leans on tidymodels, bayesian analysis and model comparison, osmdata focuses on openstreetmap, overpass api and spatial data.
osmdata and tidyposterior have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full osmdata trajectory → · Compare tidyposterior vs osmdata →
12. posterior · velocity 0.0
Posterior keeps deepening two things: the rvar type and Pareto-based diagnostics.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where tidyposterior leans on tidymodels, bayesian analysis and model comparison, posterior focuses on bayesian, rvar and pareto diagnostics.
posterior and tidyposterior have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full posterior trajectory → · Compare tidyposterior vs posterior →
Frequently asked questions
What are the best alternatives to tidyposterior?
The top tidyposterior alternatives we currently track in analytics tools are writexl, mlr3viz, mlr3tuning, mlr3mbo, rnaturalearth, ranked by recent ship velocity.
How is this list of tidyposterior alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare tidyposterior directly with one of these alternatives?
Yes — every card has a "Compare with tidyposterior" link to a side-by-side /compare page.