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Comparison · Infra & APIs

humind vs radiatR

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

Shared themes:r-package

humind vs radiatR: at a glance

FeaturehumindradiatR
SectorInfra & APIsInfra & APIs
Velocity score3.82.5
Sparks · 30d10
Top themeshumanitarian-analytics, needs-assessment, r-package, breaking-changescircular-statistics, animal-movement, r-package, shiny-app
Last editorial update1h ago2h ago
WebsiteVisit →Visit →

What is humind?

The MSNI humanitarian needs framework as code, rewritten and re-broken every year

humind turns household survey data into Multi-Sector Needs Index severity scores across WASH, Protection, SNFI, Food Security, Education and Health. Its version line tracks the annual MSNI framework revision — 2024.x, 2025.x, 2026.x — with narrow correctness patches between rollouts. v2026.2.0 is the current rollout and the most structural one in the visible history: water-quantity scoring moved out into a new mandatory prerequisite, food-security severity now comes from a different matrix, and the impactR4PHU runtime dependency is gone.

Read the full humind trajectory →

What is radiatR?

A circular-statistics toolkit for animal movement, shipped and then tightened in three weeks.

radiatR reads movement trajectories, plots them on circular axes, computes kinematics such as speed and path sinuosity, and runs the circular statistics that go with them, including tests of mean direction, symmetry and unimodality. It arrived as a first public release on 9 July 2026 with an accompanying Shiny app, and has had two releases since at roughly weekly intervals. The 0.1.x line is still setting its boundaries: 0.1.2 removes a loader dialect and makes previously silent data problems into errors.

Read the full radiatR trajectory →

humind vs radiatR: editorial side-by-side

H
humind
INFRA · APIS
3.8

The MSNI humanitarian needs framework as code, rewritten and re-broken every year

◆ Current state

humind turns household survey data into Multi-Sector Needs Index severity scores across WASH, Protection, SNFI, Food Security, Education and Health. Its version line tracks the annual MSNI framework revision — 2024.x, 2025.x, 2026.x — with narrow correctness patches between rollouts. v2026.2.0 is the current rollout and the most structural one in the visible history: water-quantity scoring moved out into a new mandatory prerequisite, food-security severity now comes from a different matrix, and the impactR4PHU runtime dependency is gone.

◆ Where it's heading

Two things move together. The framework content is revised yearly — indicators added, weights corrected, instruments swapped — and the package keeps absorbing pipeline it used to delegate, most visibly by vendoring add_fcs(), add_hhs(), add_rcsi(), add_lcsi() and add_fcm_phase() locally rather than importing them. Each rollout is explicitly breaking and the release notes have grown per-function 'Action:' instructions, which reads as maintainers who expect every downstream dashboard to need rewiring on the same annual clock.

◆ Prediction

The 2025 line settled into narrow patches immediately after its rollout — 1.2, 1.3 and 1.4 fixed a separator argument, a schema rename and a shelter misclassification rather than adding indicators. Expect the 2026 line to do the same: correctness fixes against the new WASH, FCLCM and shelter-damage logic before any further framework change.

R
radiatR
INFRA · APIS
2.5

A circular-statistics toolkit for animal movement, shipped and then tightened in three weeks.

◆ Current state

radiatR reads movement trajectories, plots them on circular axes, computes kinematics such as speed and path sinuosity, and runs the circular statistics that go with them, including tests of mean direction, symmetry and unimodality. It arrived as a first public release on 9 July 2026 with an accompanying Shiny app, and has had two releases since at roughly weekly intervals. The 0.1.x line is still setting its boundaries: 0.1.2 removes a loader dialect and makes previously silent data problems into errors.

◆ Where it's heading

Three releases in twelve days show a package hardening in public rather than accreting features. The direction of travel is toward refusing bad input instead of quietly working around it: non-finite coordinate rows now error by default rather than being dropped silently, combining Tracks objects rejects colliding trajectory ids and conflicting calibration metadata instead of merging them and discarding one side, and the Shiny app clears prior state before reading a new upload. The statistical surface is growing in parallel, but within the scope the first release already claimed.

◆ Prediction

Expect the remaining goodness-of-fit gap the notes name explicitly, Jones-Pewsey, to be filled in a later release, and the error-on-bad-input treatment to reach the parts of the loader it has not yet covered. A CRAN submission is the natural next step for a package this young, though nothing in these entries commits to one.

Alternatives to humind and radiatR

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 humind or radiatR.

See all humind alternatives → · See all radiatR alternatives →

Recent activity from humind and radiatR

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

  1. 29d agohumind2026 MSNI rollout: HWISE-4 prerequisite, FCLCM, impactR4PHU dropped
  2. 29d agoradiatRctrax loader dropped; bad coordinates now error by default
  3. 1mo agoradiatRWrapped-Cauchy and Pycke tests close two statistical gaps
  4. 1mo agoradiatRFirst public release
  5. 8mo agohumindTents reclassified as inadequate shelter
  6. 10mo agohumindFix: honour the sep argument in protection score columns
  7. 10mo agohumind'Acute need' renamed to 'severe need' across every output column
  8. 1y agohumind2025 MSNI rollout: Protection revamped, WGQ dropped from Health
  9. 1y agohumindScoring corrections across WASH, education, health and shelter

Frequently asked questions

What is the difference between humind and radiatR?

Both compete on the same themes — r-package — within Infra & APIs. humind is currently shipping more aggressively (velocity 3.8 vs 2.5), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is humind better than radiatR?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. humind is currently shipping more aggressively (velocity 3.8 vs 2.5), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.

What are the best alternatives to humind?

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

What are the best alternatives to radiatR?

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