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Comparison · Analytics
EDIutils vs mlr3cmprsk
A side-by-side editorial comparison of EDIutils and mlr3cmprsk — release velocity, themes, recent moves, and the top alternatives to consider.
EDIutils vs mlr3cmprsk: at a glance
What is EDIutils?
The EDI data client is being dragged through its repository's identity-system migration.
EDIutils is the R client for the Environmental Data Initiative repository. The last two releases are both consequences of changes at EDI rather than in the package: 2.0.0 rewired authentication for the new EDI Identity and Access Manager and made Distinguished Names defunct in favour of EDI-IDs, and 2.1.0 handles the deprecation of the old auth token. Earlier releases were small bug fixes against repository outages and endpoint changes.
What is mlr3cmprsk?
Competing risks arrive in mlr3, going from a non-parametric baseline to Fine-Gray regression in seven weeks.
mlr3cmprsk extends mlr3 to competing-risks analysis: learners predicting cumulative incidence functions, plus measures to score them. It appeared in February 2026 and reached 0.0.5 by April, adding a Fine-Gray learner and a Brier score along the way. The version numbers say pre-release; the cadence says active build-out.
EDIutils vs mlr3cmprsk: editorial side-by-side
EDIutils
0.0ANALYTICS
The EDI data client is being dragged through its repository's identity-system migration.
◆ Current state
EDIutils is the R client for the Environmental Data Initiative repository. The last two releases are both consequences of changes at EDI rather than in the package: 2.0.0 rewired authentication for the new EDI Identity and Access Manager and made Distinguished Names defunct in favour of EDI-IDs, and 2.1.0 handles the deprecation of the old auth token. Earlier releases were small bug fixes against repository outages and endpoint changes.
◆ Where it's heading
This is a client whose roadmap belongs to its server. Every meaningful release tracks something EDI changed — a deprecated endpoint, a resource outage breaking CRAN checks, and now a whole identity system — and the package's job is to absorb the churn while keeping the R interface stable. The 2.0.0 break was handled by pointing users at where to find their new EDI-ID rather than by papering over the change.
◆ Prediction
Expect continued follow-through on the IAM migration as the old auth token is fully retired, and further releases keyed to EDI service changes rather than to new client features.
mlr3cmprsk
0.0ANALYTICS
Competing risks arrive in mlr3, going from a non-parametric baseline to Fine-Gray regression in seven weeks.
◆ Current state
mlr3cmprsk extends mlr3 to competing-risks analysis: learners predicting cumulative incidence functions, plus measures to score them. It appeared in February 2026 and reached 0.0.5 by April, adding a Fine-Gray learner and a Brier score along the way. The version numbers say pre-release; the cadence says active build-out.
◆ Where it's heading
The package assembled a working evaluation stack fast. It started with the Aalen-Johansen estimator as a non-parametric baseline, added Fine-Gray as a regression alternative, then filled in the scoring side with an AUC refactor and a fixed-time Brier score. Development has run in lockstep with survdistr and mlr3extralearners, which picked up the dependency at 1.5.2.
◆ Prediction
The visible gaps are more learners — cause-specific Cox and boosting variants — and the tuning and pipeline integration the rest of mlr3 expects; the measure side currently looks further along than the model side.
Alternatives to EDIutils and mlr3cmprsk
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 EDIutils or mlr3cmprsk.
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See all EDIutils alternatives → · See all mlr3cmprsk alternatives →
Recent activity from EDIutils and mlr3cmprsk
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3mo agoEDIutilsGraceful handling for the deprecated auth token
- 4mo agomlr3cmprskBrier score for competing risks and an AUC refactor
- 4mo agomlr3cmprskFine-Gray learner brings regression modelling to competing risks ⚡
- 4mo agomlr3cmprskAalen-Johansen learner gains standard mlr3 properties
- 4mo agomlr3cmprskCIF interpolation pulled from survdistr
- 5mo agomlr3cmprskFirst release on mlr-org.r-universe
- 7mo agoEDIutilsEDI-IDs replace Distinguished Names as authentication moves to IAM ⚡
- 2y agoEDIutilsDeprecated archive endpoint fixed
- 3y agoEDIutilsCRAN check fixed after EDI repository outage
- 4y agoEDIutilsCharacter encoding bug fixed in a dependency path
Frequently asked questions
What is the difference between EDIutils and mlr3cmprsk?
They serve adjacent needs but don't currently overlap on shipped themes. EDIutils and mlr3cmprsk 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 EDIutils better than mlr3cmprsk?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. EDIutils and mlr3cmprsk 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 EDIutils?
Top EDIutils alternatives in Analytics are ranked by recent ship velocity. Browse the "EDIutils alternatives" section above for the current picks, or visit /alternatives/ediutils for the full list with editorial commentary on each.
What are the best alternatives to mlr3cmprsk?
Top mlr3cmprsk alternatives in Analytics are ranked by recent ship velocity. Browse the "mlr3cmprsk alternatives" section above for the current picks, or visit /alternatives/mlr3cmprsk for the full list with editorial commentary on each.