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Comparison · Infra & APIs

JointFPM vs prioritizr

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

JointFPM vs prioritizr: at a glance

FeatureJointFPMprioritizr
SectorInfra & APIsInfra & APIs
Velocity score0.00.0
Sparks · 30d00
Top themessurvival-analysis, recurrent-events, parametric-models, api-stabilityconservation-planning, optimization, spatial, target-setting
Last editorial update1h ago1h ago
WebsiteVisit →Visit →

What is JointFPM?

Recurrent-event modelling settles, with mean_no() promoted to stable.

JointFPM fits joint flexible parametric models for a recurrent event process alongside a competing terminal event, and predicts the mean number of events. The visible history runs from bug fixes on the earliest CRAN releases through standardization, integration options and a summary method, ending with mean_no() declared stable. Several changes arrived through outside pull requests.

Read the full JointFPM trajectory →

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 →

JointFPM vs prioritizr: editorial side-by-side

J
JointFPM
INFRA · APIS
0.0

Recurrent-event modelling settles, with mean_no() promoted to stable.

◆ Current state

JointFPM fits joint flexible parametric models for a recurrent event process alongside a competing terminal event, and predicts the mean number of events. The visible history runs from bug fixes on the earliest CRAN releases through standardization, integration options and a summary method, ending with mean_no() declared stable. Several changes arrived through outside pull requests.

◆ Where it's heading

The arc runs from a working estimator toward a usable one: input validation and error messages first, then control over the numerical integration, then a summary method and pass-through arguments to the underlying rstpm2 fit. The latest release adds no code so much as a stability commitment to a function users were already calling.

◆ Prediction

With mean_no() stable, the next work most likely targets the prediction and standardization paths rather than the model fit itself.

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.

Alternatives to JointFPM and prioritizr

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 JointFPM or prioritizr.

See all JointFPM alternatives → · See all prioritizr alternatives →

Recent activity from JointFPM and prioritizr

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

  1. 9mo agoprioritizradd_auto_targets() brings 17 published target-setting methods
  2. 1y agoJointFPMmean_no() promoted to a stable interface
  3. 2y agoJointFPMsummary() method and control arguments passed to rstpm2
  4. 2y agoprioritizrDefault portfolio no longer shuffles the optimization problem
  5. 2y agoJointFPMGaussian quadrature option for the mean-events integration
  6. 2y agoJointFPMStandardized marginal estimates plus input validation
  7. 2y agoJointFPMBug fixes for differences between mean-event functions
  8. 3y agoprioritizrBoundary data rescaling reworked to avoid optimization artifacts
  9. 3y agoprioritizrMoves to sf and terra; internals rewritten as R6 classes
  10. 3y agoprioritizrmaptools, PBSmapping and rgeos dropped as dependencies
  11. 4y agoprioritizrVignette build fixes and lpsymphony remote setup

Frequently asked questions

What is the difference between JointFPM and prioritizr?

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

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

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

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.