bbotk
bbotk is generalizing from an optimizer toolkit into an evaluation framework.
Comparison · Analytics
googlesheets4 vs yardstick
A side-by-side editorial comparison of googlesheets4 and yardstick — release velocity, themes, recent moves, and the top alternatives to consider.
googlesheets4 vs yardstick: at a glance
What is googlesheets4?
googlesheets4's releases track Google's API and gargle's auth, not its own roadmap.
googlesheets4 is the tidyverse client for the Google Sheets API. Its recent history is dominated by authentication: retry logic for quota errors at 0.3.0, a cli-based message and error surface at 1.0.0, then successive rounds of syncing with gargle's OAuth model through the 1.1.x line. The latest release is documentation-only.
What is yardstick?
yardstick made fairness metrics a first-class part of tidymodels evaluation
yardstick supplies the metrics tidymodels evaluates models with. Its recent history is metric expansion into areas the package did not originally cover - survival analysis, model fairness, and in 1.4.0 a batch of regression and classification metrics filling remaining gaps - alongside a long deprecation cycle that finally turned errors on in 1.4.0.
googlesheets4 vs yardstick: editorial side-by-side
googlesheets4
0.0ANALYTICS
googlesheets4's releases track Google's API and gargle's auth, not its own roadmap.
◆ Current state
googlesheets4 is the tidyverse client for the Google Sheets API. Its recent history is dominated by authentication: retry logic for quota errors at 0.3.0, a cli-based message and error surface at 1.0.0, then successive rounds of syncing with gargle's OAuth model through the 1.1.x line. The latest release is documentation-only.
◆ Where it's heading
Reading and writing sheets is essentially feature-complete, so remaining work concentrates on credential ergonomics — service accounts, user impersonation, explicit scope access — and absorbing Google's own capacity and quota changes as they land.
◆ Prediction
Expect the next substantive release to follow a gargle auth change or a Sheets API limit revision rather than new spreadsheet functionality.
yardstick
0.0ANALYTICS
yardstick made fairness metrics a first-class part of tidymodels evaluation
◆ Current state
yardstick supplies the metrics tidymodels evaluates models with. Its recent history is metric expansion into areas the package did not originally cover - survival analysis, model fairness, and in 1.4.0 a batch of regression and classification metrics filling remaining gaps - alongside a long deprecation cycle that finally turned errors on in 1.4.0.
◆ Where it's heading
The direction is coverage plus extensibility. Rather than adding fairness metrics one at a time, 1.3.0 shipped new_groupwise_metric() so group-aware metrics can be defined for the problem at hand, which is the more durable contribution. The parallel thread is removing hidden state: the event_first global option, deprecated in 0.0.7, took until 1.4.0 to become an error.
◆ Prediction
Expect the groupwise constructor to attract more fairness definitions than the three shipped, and the developer-facing metric creation helpers deprecated in 1.2.0 to be removed next; core metric coverage now looks close to complete.
Alternatives to googlesheets4 and yardstick
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 googlesheets4 or yardstick.
bayesplot
bayesplot keeps widening its posterior-check catalogue while absorbing each ggplot2 break.
animation
Contribution-driven maintenance on a package whose last structural change was magick support.
pins
pins keeps adding a storage backend per release while retiring its original API
tsibble
tsibble shipped one release in five and a half years - the data structure is finished
tune
tune extends tuning past the model itself to postprocessors, and adds a second parallel backend
See all googlesheets4 alternatives → · See all yardstick alternatives →
Recent activity from googlesheets4 and yardstick
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 4mo agoyardstickAdds Gini, MSE and rate metrics; old deprecations now error
- 11mo agogooglesheets4googlesheets4 1.1.2 ships documentation updates for CRAN
- 1y agoyardstickAll messages translated to cli
- 2y agoyardstickFixes wrong weights in roc_curve_survival()
- 2y agoyardstickFairness metrics and a groupwise metric constructor ⚡
- 3y agogooglesheets4googlesheets4 1.1.1 supports service-account user impersonation
- 3y agoyardstickBrier score for classification; tidyselect interface throughout
- 3y agogooglesheets4googlesheets4 1.1.0 replaces OAuth app with client configuration
- 3y agoyardstickNew maintainer; clearer metric_set() errors
- 4y agogooglesheets4googlesheets4 1.0.1 tolerates invalid named ranges, sees 10M cells
- 5y agogooglesheets4googlesheets4 1.0.0 moves to cli messages and classed errors
- 5y agogooglesheets4googlesheets4 0.3.0 retries requests on quota exhaustion
Frequently asked questions
What is the difference between googlesheets4 and yardstick?
They serve adjacent needs but don't currently overlap on shipped themes. googlesheets4 and yardstick 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 googlesheets4 better than yardstick?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. googlesheets4 and yardstick 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 Analytics products to evaluate alongside.
What are the best alternatives to googlesheets4?
Top googlesheets4 alternatives in Analytics are ranked by recent ship velocity. Browse the "googlesheets4 alternatives" section above for the current picks, or visit /alternatives/googlesheets4 for the full list with editorial commentary on each.
What are the best alternatives to yardstick?
Top yardstick alternatives in Analytics are ranked by recent ship velocity. Browse the "yardstick alternatives" section above for the current picks, or visit /alternatives/yardstick for the full list with editorial commentary on each.