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Comparison · Infra & APIs

prioritizr vs valr

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

prioritizr vs valr: at a glance

Featureprioritizrvalr
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themesconservation-planning, optimization, spatial, target-settinggenomics, interval-arithmetic, bioinformatics, bigwig
Last editorial update1h ago4h ago
WebsiteVisit →Visit →

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.

Read the full prioritizr trajectory →

What is valr?

valr's interval verbs now read genomic files in place instead of demanding a loaded tibble.

valr reimplements bedtools-style genome interval arithmetic as tidyverse verbs backed by C++. Its long project has been closing the behavioural gap with bedtools — the book-ended interval semantics finally match in 0.10.0, three releases after the deprecation began. The July release also ends the assumption that intervals must be in memory: bed_map(), bed_intersect(), bed_subtract(), bed_coverage() and bed_window() accept a bigWig or bigBed path or URL where an interval table used to go.

Read the full valr trajectory →

prioritizr vs valr: editorial side-by-side

P
prioritizr
INFRA · APIS
0.0

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.

V
valr
INFRA · APIS
0.0

valr's interval verbs now read genomic files in place instead of demanding a loaded tibble.

◆ Current state

valr reimplements bedtools-style genome interval arithmetic as tidyverse verbs backed by C++. Its long project has been closing the behavioural gap with bedtools — the book-ended interval semantics finally match in 0.10.0, three releases after the deprecation began. The July release also ends the assumption that intervals must be in memory: bed_map(), bed_intersect(), bed_subtract(), bed_coverage() and bed_window() accept a bigWig or bigBed path or URL where an interval table used to go.

◆ Where it's heading

Two arcs converge here. One is compatibility: min_overlap arrived with a deprecation warning in 0.9.0 and its default flipped from 0 to 1 in 0.10.0, so book-ended intervals are excluded by default as bedtools does, with the internal calculations in bed_closest() and friends deliberately left counting them. The other is the file-backed path, which grew out of the cpp11bigwig dependency adopted in 0.8.3 for read_bigwig() and re-exported in 0.9.0 — reading a file became querying one. Underneath, the C++ base keeps getting lighter: Rcpp swapped for cpp11, rlang cut to a single function, per-group memory copies removed from three verbs.

◆ Prediction

Only five verbs take a file argument today and bed_closest(), bed_glyph() and the statistical verbs do not, so extending the file-backed path across the rest of the API is the obvious follow-up. The deprecated tibble re-exports and the now-defunct n_fields argument suggest continued removal of the compatibility layer in the next minor release.

Alternatives to prioritizr and valr

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 valr.

See all prioritizr alternatives → · See all valr alternatives →

Recent activity from prioritizr and valr

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

  1. 1mo agovalrInterval verbs read bigWig and bigBed files directly
  2. 7mo agovalrbed_slop() and bed_flank() preserve input row order
  3. 8mo agovalrmin_overlap introduced; C++ backend moves from Rcpp to cpp11
  4. 9mo agoprioritizradd_auto_targets() brings 17 published target-setting methods
  5. 1y agovalrTest updated for ggplot2 3.6.0
  6. 1y agovalrread_bigwig() switches to cpp11bigwig; read_gtf() deprecated
  7. 1y agovalrCRAN Rd link NOTE and maintainer email change
  8. 2y agoprioritizrDefault portfolio no longer shuffles the optimization problem
  9. 3y agoprioritizrBoundary data rescaling reworked to avoid optimization artifacts
  10. 3y agoprioritizrMoves to sf and terra; internals rewritten as R6 classes
  11. 3y agoprioritizrmaptools, PBSmapping and rgeos dropped as dependencies
  12. 4y agoprioritizrVignette build fixes and lpsymphony remote setup

Frequently asked questions

What is the difference between prioritizr and valr?

They serve adjacent needs but don't currently overlap on shipped themes. prioritizr and valr 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 valr?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. prioritizr and valr 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 valr?

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