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rbmi vs USAboundaries

A side-by-side editorial comparison of rbmi and USAboundaries — release velocity, themes, recent moves, and the top alternatives to consider.

rbmi vs USAboundaries: at a glance

FeaturerbmiUSAboundaries
SectorAnalyticsAnalytics
Velocity score2.50.0
Sparks · 30d00
Top themesclinical-trials, missing-data, multiple-imputation, pharmaversegeospatial, census-data, sf, boundary-data
Last editorial update2h ago48m ago
WebsiteVisit →Visit →

What is rbmi?

Reference-based multiple imputation for trials, now shipping without Bayesian support by default.

rbmi implements reference-based multiple imputation for longitudinal clinical trial data with missing values — the estimand machinery regulators expect for handling intercurrent events and dropout. The consequential recent change was 1.3.0 moving rstan from a hard dependency to Suggests, which takes Bayesian imputation out of the default install. Since then the work has been documentation and nomenclature discipline: 1.6.1 standardized on MNAR over a mixed NMAR/MNAR vocabulary and deprecated the nmar.rm argument accordingly.

Read the full rbmi trajectory →

What is USAboundaries?

Seven years dormant, then two releases dragging every census boundary from 2020 to 2024

USAboundaries supplies contemporary and historical US boundary data — states, counties, congressional districts, cities, ZIP code tabulation areas — as sf objects, with the bulk data held in a companion USAboundariesData package. After a gap running from 2018 to late 2025, two releases a month apart refreshed the contemporary census vintage from 2020 to 2024: 0.5.0 covered everything except states, and 0.5.1 finished the job.

Read the full USAboundaries trajectory →

rbmi vs USAboundaries: editorial side-by-side

R
rbmi
ANALYTICS
2.5

Reference-based multiple imputation for trials, now shipping without Bayesian support by default.

◆ Current state

rbmi implements reference-based multiple imputation for longitudinal clinical trial data with missing values — the estimand machinery regulators expect for handling intercurrent events and dropout. The consequential recent change was 1.3.0 moving rstan from a hard dependency to Suggests, which takes Bayesian imputation out of the default install. Since then the work has been documentation and nomenclature discipline: 1.6.1 standardized on MNAR over a mixed NMAR/MNAR vocabulary and deprecated the nmar.rm argument accordingly.

◆ Where it's heading

The package is optimizing for adoption friction over feature breadth. Dropping a compiled Stan dependency from the default install, deprecating a bespoke seed argument in favor of base set.seed(), and aligning lsmeans() behavior and weight naming with emmeans all point the same direction — behave like a conventional R package rather than a specialized one. Documentation work in 1.6.1 covering @return on every exported function and executable examples reads as preparation for validation scrutiny rather than user demand.

◆ Prediction

Given the FAQ vignette's validation statement and the recent documentation completeness pass, the next work is more likely qualification and estimand documentation than new imputation methods.

U
USAboundaries
ANALYTICS
0.0

Seven years dormant, then two releases dragging every census boundary from 2020 to 2024

◆ Current state

USAboundaries supplies contemporary and historical US boundary data — states, counties, congressional districts, cities, ZIP code tabulation areas — as sf objects, with the bulk data held in a companion USAboundariesData package. After a gap running from 2018 to late 2025, two releases a month apart refreshed the contemporary census vintage from 2020 to 2024: 0.5.0 covered everything except states, and 0.5.1 finished the job.

◆ Where it's heading

For a data package the release cycle is the data vintage, and the 0.3.0 split into a separate data package was designed precisely so those refreshes would not require a code release. That the 2024 update still arrived as two package versions seven years later says the mechanism is being used sparingly. Nothing in the feed shows work on the API itself since us_cities() gained an sf return type and a states argument in 2018.

◆ Prediction

The next release is most likely another vintage refresh when the census data moves again, rather than new geographies or functions. The split of 0.5.0 and 0.5.1 suggests state boundaries are handled on a separate path from the rest and may lag again.

Alternatives to rbmi and USAboundaries

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 rbmi or USAboundaries.

See all rbmi alternatives → · See all USAboundaries alternatives →

Recent activity from rbmi and USAboundaries

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 22d agorbmiMNAR nomenclature standardized, documentation completed
  2. 9mo agoUSAboundariesState boundaries updated to the 2024 census vintage
  3. 10mo agoUSAboundariesCensus data refreshed to 2024, states excepted
  4. 1y agorbmirstan demoted to Suggests, Bayesian imputation now opt-in
  5. 2y agorbmirbmi v1.2.5
  6. 8y agoUSAboundariesus_cities() returns sf and gains a states argument
  7. 9y agoUSAboundariesData split into a companion package; all boundaries become sf
  8. 9y agoUSAboundariesContemporary state, county and district boundaries added

Frequently asked questions

What is the difference between rbmi and USAboundaries?

They serve adjacent needs but don't currently overlap on shipped themes. rbmi is currently shipping more aggressively (velocity 2.5 vs 0.0), 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 rbmi better than USAboundaries?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. rbmi is currently shipping more aggressively (velocity 2.5 vs 0.0), 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 rbmi?

Top rbmi alternatives in Analytics are ranked by recent ship velocity. Browse the "rbmi alternatives" section above for the current picks, or visit /alternatives/rbmi for the full list with editorial commentary on each.

What are the best alternatives to USAboundaries?

Top USAboundaries alternatives in Analytics are ranked by recent ship velocity. Browse the "USAboundaries alternatives" section above for the current picks, or visit /alternatives/usaboundaries for the full list with editorial commentary on each.