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Comparison · Infra & APIs

fio vs radiatR

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

Shared themes:r-package

fio vs radiatR: at a glance

FeaturefioradiatR
SectorInfra & APIsInfra & APIs
Velocity score0.02.5
Sparks · 30d00
Top themesinput-output-analysis, regional-economics, rust-backend, breaking-changescircular-statistics, animal-movement, r-package, shiny-app
Last editorial update1h ago1h ago
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What is fio?

Input-output economics in R with a Rust core, now spanning multiple regions.

fio builds and analyses input-output models in R, using an R6 object for the model and Rust with the faer crate for the linear algebra behind technical coefficients and the Leontief inverse. Version 1.0.0 extended it from single-region tables to multi-regional models with spillover analysis, and 1.1.0 immediately corrected the naming and measures that release introduced, renaming shock-origin columns that had been labelled as destinations and replacing an interdependence index with spillover balance and export share.

Read the full fio 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 →

fio vs radiatR: editorial side-by-side

F
fio
INFRA · APIS
0.0

Input-output economics in R with a Rust core, now spanning multiple regions.

◆ Current state

fio builds and analyses input-output models in R, using an R6 object for the model and Rust with the faer crate for the linear algebra behind technical coefficients and the Leontief inverse. Version 1.0.0 extended it from single-region tables to multi-regional models with spillover analysis, and 1.1.0 immediately corrected the naming and measures that release introduced, renaming shock-origin columns that had been labelled as destinations and replacing an interdependence index with spillover balance and export share.

◆ Where it's heading

The package built its foundation first and its scope second. The 0.1.x releases were almost entirely about making a Rust-backed R package install reliably across platforms and toolchain versions, with the actual economics settled at 0.1.0. Once that was stable, 1.0.0 added the multi-regional layer in one release, and 1.1.0 shows the usual consequence of a large surface arriving at once: names and derived measures needing correction before they harden. Breaking changes are being taken freely while the multi-regional interface is young.

◆ Prediction

Expect further refinement of the multi-regional measures before the interface settles, given that 1.1.0 revised them within three months of their introduction. The Rust core makes larger multi-regional systems tractable, so extending coverage to more published multi-region tables is the obvious direction, though these entries name no specific dataset.

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 fio 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 fio or radiatR.

See all fio alternatives → · See all radiatR alternatives →

Recent activity from fio and radiatR

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

  1. 29d agoradiatRctrax loader dropped; bad coordinates now error by default
  2. 1mo agoradiatRWrapped-Cauchy and Pycke tests close two statistical gaps
  3. 1mo agoradiatRFirst public release
  4. 2mo agofioSpillover columns renamed to name the shock's origin
  5. 5mo agofioMulti-regional input-output models and spillover analysis
  6. 1y agofioToolchain fixes for R-devel and Windows linking
  7. 1y agofioSystem check scripts handle a missing Rust toolchain
  8. 1y agofioRust minimum version lowered to widen installability
  9. 2y agofioFirst release: Rust-backed input-output modelling in R

Frequently asked questions

What is the difference between fio and radiatR?

Both compete on the same themes — r-package — within Infra & APIs. radiatR is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 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 fio better than radiatR?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. radiatR is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 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 fio?

Top fio alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "fio alternatives" section above for the current picks, or visit /alternatives/fio 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.