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Comparison · Infra & APIs
prioritizr vs surveytidy
A side-by-side editorial comparison of prioritizr and surveytidy — release velocity, themes, recent moves, and the top alternatives to consider.
prioritizr vs surveytidy: at a glance
What is prioritizr?
Conservation planning absorbs the literature's target-setting rules as code.
prioritizr builds and solves systematic conservation planning problems, handing them to CBC, HiGHS, Gurobi or SYMPHONY. The last two years moved it onto the sf and terra spatial stack and rewrote its internals as R6 classes; the newest release adds a target-setting layer with seventeen named methods from the conservation literature, plus automatic penalty calibration. Solver control parameters and neighbour penalties arrive in the same release.
What is surveytidy?
surveytidy taught every dplyr verb to operate on a whole collection of surveys at once.
surveytidy is the tidyverse-facing half of a two-package survey stack, wrapping survey design objects from surveycore so filter, mutate, select and the rest work on them while carrying variable labels, value labels and a transformation log alongside the data. The May release extended that verb surface to survey_collection, the abstraction surveycore uses to hold several surveys as one object, so a pipeline written once dispatches across every member.
prioritizr vs surveytidy: editorial side-by-side
prioritizr
0.0INFRA · APIS
Conservation planning absorbs the literature's target-setting rules as code.
◆ Current state
prioritizr builds and solves systematic conservation planning problems, handing them to CBC, HiGHS, Gurobi or SYMPHONY. The last two years moved it onto the sf and terra spatial stack and rewrote its internals as R6 classes; the newest release adds a target-setting layer with seventeen named methods from the conservation literature, plus automatic penalty calibration. Solver control parameters and neighbour penalties arrive in the same release.
◆ Where it's heading
The package keeps absorbing decisions that used to sit with the analyst. Targets were something you computed and passed in; now add_auto_targets() takes a method specification and the published rules from Jung, Rodrigues, Ward, Watson and Wilson are first-class objects. Penalty values were tuned by hand; calibrate_cohon_penalty() searches for them. The same instinct shows in exporting its validation helpers for other packages to vendor.
◆ Prediction
The deprecation of add_loglinear_targets() in favour of a spec function suggests the older manual target helpers are next to be folded into the same interface.
surveytidy
0.0INFRA · APIS
surveytidy taught every dplyr verb to operate on a whole collection of surveys at once.
◆ Current state
surveytidy is the tidyverse-facing half of a two-package survey stack, wrapping survey design objects from surveycore so filter, mutate, select and the rest work on them while carrying variable labels, value labels and a transformation log alongside the data. The May release extended that verb surface to survey_collection, the abstraction surveycore uses to hold several surveys as one object, so a pipeline written once dispatches across every member.
◆ Where it's heading
The package is being built in two layers that arrive in order: vector-level transformations first, structural dispatch second. The make_* family in 0.4.0 handles the recoding that survey work actually consists of — labelled to factor, multi-level to dichotomous, scale reversal, valence flipping — with value labels propagating automatically. Collection support then applies data-masking, tidyselect, grouping, slicing and collapsing verbs per survey, with joins explicitly refused and a typed message reporting which surveys were skipped. Metadata fidelity is the recurring bug source: labels surviving across(), stale labels left behind by recoding, the transformation log keeping up with what the verbs did.
◆ Prediction
Joins are the one verb family that errors on collections, with users directed to join before constructing the collection, so that restriction is the clearest outstanding gap. The re-export of surveycore's collection constructors suggests the package is positioning itself as the single import users need, which points toward more re-exports as surveycore's stable API settles.
Alternatives to prioritizr and surveytidy
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 prioritizr or surveytidy.
ggalign
Composable aligned layouts, rebuilt on S7 while ggplot2 4.0 lands underneath.
jSDM
Joint species distribution models in Gibbs-sampled C++, quiet since 2023.
rsofun
An ecosystem model starts tracking carbon isotopes and land-use change.
usmap
Ten years in, US mapping splits its data out and finally adds Puerto Rico.
trackeR
Fitness-tracking analysis in slow maintenance, still absorbing upstream breakage.
See all prioritizr alternatives → · See all surveytidy alternatives →
Recent activity from prioritizr and surveytidy
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2mo agosurveytidymutate() syncs metadata for across() recodes
- 3mo agosurveytidydplyr and tidyr verbs dispatch across survey collections
- 5mo agosurveytidyFive label-aware recoding functions for use inside mutate()
- 9mo agoprioritizradd_auto_targets() brings 17 published target-setting methods ⚡
- 2y agoprioritizrDefault portfolio no longer shuffles the optimization problem
- 3y agoprioritizrBoundary data rescaling reworked to avoid optimization artifacts
- 3y agoprioritizrMoves to sf and terra; internals rewritten as R6 classes ⚡
- 3y agoprioritizrmaptools, PBSmapping and rgeos dropped as dependencies
- 4y agoprioritizrVignette build fixes and lpsymphony remote setup
Frequently asked questions
What is the difference between prioritizr and surveytidy?
They serve adjacent needs but don't currently overlap on shipped themes. prioritizr and surveytidy 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 prioritizr better than surveytidy?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. prioritizr and surveytidy 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 prioritizr?
Top prioritizr alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "prioritizr alternatives" section above for the current picks, or visit /alternatives/prioritizr for the full list with editorial commentary on each.
What are the best alternatives to surveytidy?
Top surveytidy alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "surveytidy alternatives" section above for the current picks, or visit /alternatives/surveytidy for the full list with editorial commentary on each.