ANALYTICS
A choice-based IRT model published once in 2019 and kept compiling ever since
Alternatives · analytics tools
common alternatives
The best common alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 16, 2026
Looking for the best alternatives to common? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, common 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 common
A base-R utility belt that grows one small function at a time, on no particular schedule
common collects small helpers that base R leaves out — data frame labelling and sorting, infix operators for pasting and equality, UTF-8 superscript and subscript lookups, file and directory search, attribute copying between data frames. It has no dependencies to speak of and deliberately removed the one it had. In practice it is the shared substrate for its author's wider package family, and its source.all() function is maintained specifically to cooperate with the logr logging package.
Velocity 0.0 · Last update 23m ago
Top 12 alternatives to common
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
The R engine behind MetaboAnalyst closes the gap from raw spectra to biological interpretation
ANALYTICS
Rebuilding SAS's formatting layer in R, one format specification at a time
ANALYTICS
Standardised coefficients for models where standardising everything is wrong — but the feed only links out
ANALYTICS
Stream-network spatial models learning to run on data that no longer fits in memory
ANALYTICS
Bioconductor's installer, frozen at 1.30.x and tuned almost entirely through environment variables
ANALYTICS
Decision curve analysis, settled since 2022 and now moving only when its neighbours do
ANALYTICS
The config-authoring half of hubverse, pinned to whatever the schema is doing this quarter
ANALYTICS
The animal-movement HMM workhorse, feature-frozen since 2021 and coasting on compiler patches
ANALYTICS
A cross-validation guard that refuses to run random CV on dependent data unless you insist
ANALYTICS
A single-algorithm root-finder that finished its job in 2022 and has been idling since
ANALYTICS
Brazilian address standardisation moves its core to Rust, betting on throughput over pure R
common 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 |
|---|---|---|---|---|
| common (baseline) | 0.0 | 0 | r-utilitiesbase-r-extensionsinfix-operators | — |
| cIRT | 0.0 | 0 | item-response-theorypsychometricsrcpparmadillo | — |
| MetaboAnalystR | 0.0 | 0 | metabolomicsexposomicslc-ms | MetaboAnalystR 4.2: a unified LC-MS/MS workflow for global metabolomics and exposomics |
| fmtr | 0.0 | 0 | sas-paritydata-formattingclinical-reporting | — |
| betaselectr | 0.0 | 0 | standardised-coefficientsregressionpsychometrics | — |
| SSN2 | 0.0 | 0 | spatial-statisticsstream-networkskriging | — |
| BiocManager | 0.0 | 0 | bioconductorpackage-managementci-automation | — |
| dcurves | 0.0 | 0 | clinical-predictiondecision-analysisnet-benefit | — |
| hubAdmin | 0.0 | 0 | forecast-hubsjson-schemaconfig-validation | — |
| momentuHMM | 0.0 | 0 | movement-ecologyhidden-markov-modelstelemetry | — |
| BORG | 0.0 | 0 | cross-validationspatial-statisticsmodel-validation | Random CV blocked by default when dependence is detected |
| itp | 0.0 | 0 | numerical-methodsroot-findingrcpp | — |
| enderecobr | 0.0 | 0 | address-standardisationbrazilrust | Standardisation functions rewritten in Rust |
The 12 best common alternatives, in depth
1. cIRT · velocity 0.0
A choice-based IRT model published once in 2019 and kept compiling ever since.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where common leans on r utilities, base r extensions and infix operators, cIRT focuses on item response theory, psychometrics and rcpparmadillo.
cIRT and common have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
2. MetaboAnalystR · velocity 0.0
The R engine behind MetaboAnalyst closes the gap from raw spectra to biological interpretation.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “MetaboAnalystR 4.2: a unified LC-MS/MS workflow for global metabolomics and exposomics”.
Where common leans on r utilities, base r extensions and infix operators, MetaboAnalystR focuses on metabolomics, exposomics and lc ms.
MetaboAnalystR and common have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full MetaboAnalystR trajectory → · Compare common vs MetaboAnalystR →
3. fmtr · velocity 0.0
Rebuilding SAS's formatting layer in R, one format specification at a time.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where common leans on r utilities, base r extensions and infix operators, fmtr focuses on sas parity, data formatting and clinical reporting.
fmtr and common have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. betaselectr · velocity 0.0
Standardised coefficients for models where standardising everything is wrong — but the feed only links out.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where common leans on r utilities, base r extensions and infix operators, betaselectr focuses on standardised coefficients, regression and psychometrics.
betaselectr and common have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full betaselectr trajectory → · Compare common vs betaselectr →
5. SSN2 · velocity 0.0
Stream-network spatial models learning to run on data that no longer fits in memory.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where common leans on r utilities, base r extensions and infix operators, SSN2 focuses on spatial statistics, stream networks and kriging.
SSN2 and common have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. BiocManager · velocity 0.0
Bioconductor's installer, frozen at 1.30.x and tuned almost entirely through environment variables.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where common leans on r utilities, base r extensions and infix operators, BiocManager focuses on bioconductor, package management and ci automation.
BiocManager and common have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full BiocManager trajectory → · Compare common vs BiocManager →
7. dcurves · velocity 0.0
Decision curve analysis, settled since 2022 and now moving only when its neighbours do.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where common leans on r utilities, base r extensions and infix operators, dcurves focuses on clinical prediction, decision analysis and net benefit.
dcurves and common have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. hubAdmin · velocity 0.0
The config-authoring half of hubverse, pinned to whatever the schema is doing this quarter.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where common leans on r utilities, base r extensions and infix operators, hubAdmin focuses on forecast hubs, json schema and config validation.
hubAdmin and common have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. momentuHMM · velocity 0.0
The animal-movement HMM workhorse, feature-frozen since 2021 and coasting on compiler patches.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where common leans on r utilities, base r extensions and infix operators, momentuHMM focuses on movement ecology, hidden markov models and telemetry.
momentuHMM and common have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full momentuHMM trajectory → · Compare common vs momentuHMM →
10. BORG · velocity 0.0
A cross-validation guard that refuses to run random CV on dependent data unless you insist.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Random CV blocked by default when dependence is detected”.
Where common leans on r utilities, base r extensions and infix operators, BORG focuses on cross validation, spatial statistics and model validation.
BORG and common have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
11. itp · velocity 0.0
A single-algorithm root-finder that finished its job in 2022 and has been idling since.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where common leans on r utilities, base r extensions and infix operators, itp focuses on numerical methods, root finding and rcpp.
itp and common have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
12. enderecobr · velocity 0.0
Brazilian address standardisation moves its core to Rust, betting on throughput over pure R.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Standardisation functions rewritten in Rust”.
Where common leans on r utilities, base r extensions and infix operators, enderecobr focuses on address standardisation, brazil and rust.
enderecobr and common have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full enderecobr trajectory → · Compare common vs enderecobr →
Frequently asked questions
What are the best alternatives to common?
The top common alternatives we currently track in analytics tools are cIRT, MetaboAnalystR, fmtr, betaselectr, SSN2, ranked by recent ship velocity.
How is this list of common alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare common directly with one of these alternatives?
Yes — every card has a "Compare with common" link to a side-by-side /compare page.