ANALYTICS
A distribution catalogue that grows by one family at a time, and rarely breaks anything.
Alternatives · analytics tools
labelled alternatives
The best labelled alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 17, 2026
Looking for the best alternatives to labelled? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, labelled 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 labelled
The bridge between Stata/SPSS labelled data and tidy R keeps widening, one integration at a time.
labelled manages variable labels, value labels and user-defined missing values on data imported from Stata, SPSS and SAS, filling the gap between those formats' metadata and R's native types. Recent releases have pushed outward from the core label accessors: survey design objects from the survey package are now supported throughout, look_for() results can be rendered as formatted gt tables, and dictionary data frames convert in both directions. Error messaging moved wholesale to cli in 2.14.0.
Velocity 0.0 · Last update 53m ago
Top 12 alternatives to labelled
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
College football's open data client hit v2 — and now reports how many API calls you have left.
ANALYTICS
The USA phenology data client rebuilt its entire stack and stopped handing users -9999 as a number.
ANALYTICS
GeneNMF rebuilt how it derives meta-programs, changing every result it had produced.
ANALYTICS
Publication-ready psychology tables and plots, tracking APA style as closely as the software allows.
ANALYTICS
A spatial-statistics utility package exists to be depended on, and is built accordingly.
ANALYTICS
The area-proportional Euler diagram package is finished software, and maintained like it.
ANALYTICS
A Cox cure-rate model package woke up after four years to simplify its own interface.
ANALYTICS
A phyloseq toolbox keeps absorbing metabarcoding methods, and has started splitting into a family.
ANALYTICS
The R-ArcGIS plumbing layer grew a portal administration API and geoprocessing job support.
ANALYTICS
A parametric bootstrap for state-space models, shipped and then left alone.
ANALYTICS
A Brazilian housing-data palette package went from internal tooling to public 1.0 in five days.
labelled 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 |
|---|---|---|---|---|
| labelled (baseline) | 0.0 | 0 | survey-datadata-labelsstata-spss | — |
| TidyDensity | 0.0 | 0 | statistical-distributionsrandom-generationparameter-estimation | — |
| cfbfastr | 0.0 | 0 | college-footballsports-analyticsapi-migration | Rebuilt on CFBD API v2 with metered access and live endpoints |
| rnpn | 0.0 | 0 | phenologyapi-clientecological-data | Dependency stack and return types replaced wholesale |
| GeneNMF | 0.0 | 0 | single-cell-genomicsnmfgene-programs | Meta-programs rebuilt on gene weight vectors and cosine similarity |
| rempsyc | 0.0 | 0 | apa-formattingpsychology-researchstatistical-tables | — |
| sdsfun | 0.0 | 0 | spatial-statisticsgeodetectorspatial-clustering | — |
| eulerr | 0.0 | 0 | euler-diagramsset-visualizationoptimization | — |
| intsurv | 0.0 | 0 | survival-analysiscure-modelscensored-data | — |
| miscmetabar | 0.0 | 0 | metabarcodingphyloseqbioinformatics | — |
| arcgisutils | 0.0 | 0 | arcgisgeospatialapi-client | Portal administration and geoprocessing jobs join the utility layer |
| bootStateSpace | 0.0 | 0 | state-space-modelsparametric-bootstrappsychometrics | — |
| benviplot | 0.0 | 0 | data-visualizationcolor-palettesggplot2 | — |
The 12 best labelled alternatives, in depth
1. TidyDensity · velocity 0.0
A distribution catalogue that grows by one family at a time, and rarely breaks anything.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where labelled leans on survey data, data labels and stata spss, TidyDensity focuses on statistical distributions, random generation and parameter estimation.
TidyDensity and labelled have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full TidyDensity trajectory → · Compare labelled vs TidyDensity →
2. cfbfastr · velocity 0.0
College football's open data client hit v2 — and now reports how many API calls you have left.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Rebuilt on CFBD API v2 with metered access and live endpoints”.
Where labelled leans on survey data, data labels and stata spss, cfbfastr focuses on college football, sports analytics and api migration.
cfbfastr and labelled have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
3. rnpn · velocity 0.0
The USA phenology data client rebuilt its entire stack and stopped handing users -9999 as a number.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Dependency stack and return types replaced wholesale”.
Where labelled leans on survey data, data labels and stata spss, rnpn focuses on phenology, api client and ecological data.
rnpn and labelled have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. GeneNMF · velocity 0.0
GeneNMF rebuilt how it derives meta-programs, changing every result it had produced.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Meta-programs rebuilt on gene weight vectors and cosine similarity”.
Where labelled leans on survey data, data labels and stata spss, GeneNMF focuses on single cell genomics, nmf and gene programs.
GeneNMF and labelled have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. rempsyc · velocity 0.0
Publication-ready psychology tables and plots, tracking APA style as closely as the software allows.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where labelled leans on survey data, data labels and stata spss, rempsyc focuses on apa formatting, psychology research and statistical tables.
rempsyc and labelled have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
6. sdsfun · velocity 0.0
A spatial-statistics utility package exists to be depended on, and is built accordingly.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where labelled leans on survey data, data labels and stata spss, sdsfun focuses on spatial statistics, geodetector and spatial clustering.
sdsfun and labelled have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
7. eulerr · velocity 0.0
The area-proportional Euler diagram package is finished software, and maintained like it.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where labelled leans on survey data, data labels and stata spss, eulerr focuses on euler diagrams, set visualization and optimization.
eulerr and labelled have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
8. intsurv · velocity 0.0
A Cox cure-rate model package woke up after four years to simplify its own interface.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where labelled leans on survey data, data labels and stata spss, intsurv focuses on survival analysis, cure models and censored data.
intsurv and labelled have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
9. miscmetabar · velocity 0.0
A phyloseq toolbox keeps absorbing metabarcoding methods, and has started splitting into a family.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where labelled leans on survey data, data labels and stata spss, miscmetabar focuses on metabarcoding, phyloseq and bioinformatics.
miscmetabar and labelled have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full miscmetabar trajectory → · Compare labelled vs miscmetabar →
10. arcgisutils · velocity 0.0
The R-ArcGIS plumbing layer grew a portal administration API and geoprocessing job support.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “Portal administration and geoprocessing jobs join the utility layer”.
Where labelled leans on survey data, data labels and stata spss, arcgisutils focuses on arcgis, geospatial and api client.
arcgisutils and labelled have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full arcgisutils trajectory → · Compare labelled vs arcgisutils →
11. bootStateSpace · velocity 0.0
A parametric bootstrap for state-space models, shipped and then left alone.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where labelled leans on survey data, data labels and stata spss, bootStateSpace focuses on state space models, parametric bootstrap and psychometrics.
bootStateSpace and labelled have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full bootStateSpace trajectory → · Compare labelled vs bootStateSpace →
12. benviplot · velocity 0.0
A Brazilian housing-data palette package went from internal tooling to public 1.0 in five days.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where labelled leans on survey data, data labels and stata spss, benviplot focuses on data visualization, color palettes and ggplot2.
benviplot and labelled have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full benviplot trajectory → · Compare labelled vs benviplot →
Frequently asked questions
What are the best alternatives to labelled?
The top labelled alternatives we currently track in analytics tools are TidyDensity, cfbfastr, rnpn, GeneNMF, rempsyc, ranked by recent ship velocity.
How is this list of labelled alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare labelled directly with one of these alternatives?
Yes — every card has a "Compare with labelled" link to a side-by-side /compare page.