Distributions.jl
Julia's distribution library keeps filing down the edges where sampling meets array types
Comparison · Analytics
broom.helpers vs OpenHouse
A side-by-side editorial comparison of broom.helpers and OpenHouse — release velocity, themes, recent moves, and the top alternatives to consider.
broom.helpers vs OpenHouse: at a glance
What is broom.helpers?
After eleven quiet months, the tidier under gtsummary is back to absorbing model classes.
broom.helpers standardises the output of regression models so downstream packages can render them, and its release notes read as a running list of newly supported model classes. Version 1.23.0 ends an eleven-month silence — the longest gap in the visible history — with support for multi-state Cox models through an experimental tidy_coxphms(), plus a coefficient-type helper for brmsfit. The selector-removal arc that ran from 1.17.0 through 1.22.0 is finished, leaving the package narrowed to pure translation work.
What is OpenHouse?
OpenHouse starts adding per-column defaults while still closing silent-failure holes.
OpenHouse, LinkedIn's Iceberg control plane, is running two threads at once. A new [default values] work stream has begun landing - tables now apply server-supplied per-column defaults, with the read bridge updated to mark Iceberg bridge failures unrecoverable rather than letting them pass quietly. Alongside it, the safety work continues: orphan files now move to backup when a data manifest exists instead of being removed outright.
broom.helpers vs OpenHouse: editorial side-by-side
broom.helpers
2.5ANALYTICS
After eleven quiet months, the tidier under gtsummary is back to absorbing model classes.
◆ Current state
broom.helpers standardises the output of regression models so downstream packages can render them, and its release notes read as a running list of newly supported model classes. Version 1.23.0 ends an eleven-month silence — the longest gap in the visible history — with support for multi-state Cox models through an experimental tidy_coxphms(), plus a coefficient-type helper for brmsfit. The selector-removal arc that ran from 1.17.0 through 1.22.0 is finished, leaving the package narrowed to pure translation work.
◆ Where it's heading
The accretive arc is intact but slower than the release list alone suggests: five releases landed between January and September 2025, then nothing until this week. What resumed is the same pattern — one or two model classes per release, shipped as experimental tidiers first (coxphms here, svy_vglm in 1.21.0, vgam in 1.20.0) and hardened later. With the dot-prefixed selectors removed and the marginal-means tidiers deprecated, the package has stopped shedding scope and is back to only adding it. Whether cadence returns to 2025 levels or this is an isolated maintenance release is not readable from these entries.
◆ Prediction
The next release most likely promotes tidy_coxphms() out of experimental status or absorbs another survival-family or Bayesian model class, following the pattern of the last six. The entries give no signal on whether the eleven-month gap was a pause or a new baseline.
OpenHouse
5.0ANALYTICS
OpenHouse starts adding per-column defaults while still closing silent-failure holes.
◆ Current state
OpenHouse, LinkedIn's Iceberg control plane, is running two threads at once. A new [default values] work stream has begun landing - tables now apply server-supplied per-column defaults, with the read bridge updated to mark Iceberg bridge failures unrecoverable rather than letting them pass quietly. Alongside it, the safety work continues: orphan files now move to backup when a data manifest exists instead of being removed outright.
◆ Where it's heading
The month's pattern is unmistakable once the release titles are read together: CREATE OR REPLACE silently dropping table policies, RENAME COLUMN silently succeeding without renaming, RTAS not blocked on locked tables. This is a service systematically closing paths where a catalog operation reported success while losing metadata. The [default values] train is the first sustained additive capability in the window, and it is arriving as a sequence of narrow PRs rather than a single announced feature.
◆ Prediction
Expect further [default values] increments - write-path handling and validation are the obvious next pieces - before the capability is described as complete anywhere in the feed.
Alternatives to broom.helpers and OpenHouse
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 broom.helpers or OpenHouse.
Power BI
Power BI's monthly grind: authoring defaults, DAX documentation, and mobile finally catching up.
ggquiver
ggquiver is awake again, fixing arrow scaling that quietly misread irregular data.
vecvec
A lazy vector container keeps closing the gaps where it quietly materialised anyway.
haze
Mesh interpolation drops its custom fork dependency and sheds weight.
scimesh
A mesh renderer grows a scene graph and an exit route into glTF.
See all broom.helpers alternatives → · See all OpenHouse alternatives →
Recent activity from broom.helpers and OpenHouse
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 11h agobroom.helpersMulti-state Cox models get an experimental tidier
- 20h agoOpenHouseOrphan files moved to backup when a data manifest exists
- 1d agoOpenHouseRead bridge marks Iceberg bridge failures unrecoverable
- 1d agoOpenHouseServer-supplied per-column defaults applied to tables
- 9d agoOpenHouseMetrics for misconfigured HCR tables
- 18d agoOpenHouseCREATE OR REPLACE no longer silently drops table policies
- 18d agoOpenHouseBump iceberg-core to 1.2.0.20
- 11mo agobroom.helpersQuantile regression support lands as legacy selectors are removed
- 1y agobroom.helpersExperimental tidier for survey-weighted VGAM models
- 1y agobroom.helpersNew grouping controls for tidied model results
- 1y agobroom.helpersMarginal means tidier hard deprecated
- 1y agobroom.helpersInstrumental variable support for fixest models
Frequently asked questions
What is the difference between broom.helpers and OpenHouse?
They serve adjacent needs but don't currently overlap on shipped themes. OpenHouse is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is broom.helpers better than OpenHouse?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. OpenHouse is currently shipping more aggressively (velocity 5.0 vs 2.5), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to broom.helpers?
Top broom.helpers alternatives in Analytics are ranked by recent ship velocity. Browse the "broom.helpers alternatives" section above for the current picks, or visit /alternatives/broom-helpers for the full list with editorial commentary on each.
What are the best alternatives to OpenHouse?
Top OpenHouse alternatives in Analytics are ranked by recent ship velocity. Browse the "OpenHouse alternatives" section above for the current picks, or visit /alternatives/openhouse for the full list with editorial commentary on each.