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Comparison · Infra & APIs

driveR vs estimatr

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

Shared themes:r-package

driveR vs estimatr: at a glance

FeaturedriveRestimatr
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themescancer-genomics, bioinformatics, r-package, driver-genescausal-inference, experiments, robust-standard-errors, econometrics
Last editorial update1h ago29m ago
WebsiteVisit →Visit →

What is driveR?

A cancer driver prioritization package that ships rarely and mostly to stay installable

driveR prioritizes cancer driver genes from somatic variant and copy number data, combining coding impact scores, noncoding impact, copy number alteration scores and hotspot annotations into a multi-task learning classification model. Version 0.5.0 added gene-level SCNA data frames as an accepted input to create_features_df(), with an example table shipped alongside, widening the entry point beyond the segment-level format. The same release moved org.Hs.eg.db and both hg19 and hg38 TxDb annotation packages from Imports to Suggests under new CRAN policy, with dependent functions now raising an error when they are absent rather than silently degrading.

Read the full driveR trajectory →

What is estimatr?

Fast design-based estimators for experiments, coasting on CRAN patches.

estimatr provides the design-based regression estimators the DeclareDesign ecosystem is built on — robust and cluster-robust standard errors, blocked and clustered randomization inference — implemented for speed rather than generality. The last three releases carry no substantive notes: each is a merge commit for a CRAN patch, one of them accompanied by a typo fix.

Read the full estimatr trajectory →

driveR vs estimatr: editorial side-by-side

D
driveR
INFRA · APIS
0.0

A cancer driver prioritization package that ships rarely and mostly to stay installable

◆ Current state

driveR prioritizes cancer driver genes from somatic variant and copy number data, combining coding impact scores, noncoding impact, copy number alteration scores and hotspot annotations into a multi-task learning classification model. Version 0.5.0 added gene-level SCNA data frames as an accepted input to create_features_df(), with an example table shipped alongside, widening the entry point beyond the segment-level format. The same release moved org.Hs.eg.db and both hg19 and hg38 TxDb annotation packages from Imports to Suggests under new CRAN policy, with dependent functions now raising an error when they are absent rather than silently degrading.

◆ Where it's heading

Releases are infrequent and split cleanly between capability and correction. GRCh38 support arrived in 0.4.0 and cancer-type-specific thresholds were refreshed in 0.3.0, while the 0.2.x pair fixed scoring errors serious enough to require retraining: a column name mismatch meant the SCNA score was not being computed at all, and MCR table coordinates needed converting from hg18 to hg19. Both times the bundled classification model and thresholds were rebuilt as a consequence. Since 0.4.0 the changes have been input handling and packaging rather than method.

◆ Prediction

The move of the annotation databases to Suggests suggests a leaner install is the current priority; the entries give no indication of planned model or scoring changes.

E
estimatr
INFRA · APIS
0.0

Fast design-based estimators for experiments, coasting on CRAN patches.

◆ Current state

estimatr provides the design-based regression estimators the DeclareDesign ecosystem is built on — robust and cluster-robust standard errors, blocked and clustered randomization inference — implemented for speed rather than generality. The last three releases carry no substantive notes: each is a merge commit for a CRAN patch, one of them accompanied by a typo fix.

◆ Where it's heading

Direction cannot be read from this feed. The release notes are unedited merge-commit messages, so the only signal is cadence — roughly annual, each release framed as a CRAN patch rather than as feature work. That pattern is consistent with a package whose estimators are considered finished and which now moves only when CRAN policy requires it.

◆ Prediction

On the evidence here the next release is another CRAN compliance patch, but the notes are too thin to support a confident read of what the maintainers are actually working on.

Alternatives to driveR and estimatr

Other Infra & APIs 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 driveR or estimatr.

See all driveR alternatives → · See all estimatr alternatives →

Recent activity from driveR and estimatr

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

  1. 7mo agodriveRGene-level copy number input accepted, annotation packages made optional
  2. 1y agoestimatrCRAN version 1.0.4
  3. 2y agoestimatrCRAN version 1.0.2
  4. 3y agodriveRCRAN documentation error fixed
  5. 3y agoestimatrCRAN version 1.0.0
  6. 4y agodriveRGRCh38 genome build supported
  7. 4y agodriveRCancer-type-specific thresholds updated
  8. 5y agodriveRMCR coordinates converted to hg19 and the model retrained
  9. 5y agodriveRCopy number score was never being computed, model rebuilt

Frequently asked questions

What is the difference between driveR and estimatr?

Both compete on the same themes — r-package — within Infra & APIs. driveR and estimatr are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is driveR better than estimatr?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. driveR and estimatr are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.

What are the best alternatives to driveR?

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

What are the best alternatives to estimatr?

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