metatools
SDTM supplemental-qualifier merging got sturdier, then the package went quiet for two years.
Comparison · Analytics
Athlytics vs goshawk
A side-by-side editorial comparison of Athlytics and goshawk — release velocity, themes, recent moves, and the top alternatives to consider.
Athlytics vs goshawk: at a glance
What is Athlytics?
A Strava analytics package spent its 1.0 cycle surviving rOpenSci review, not adding features.
Athlytics computes endurance-training metrics — ACWR, EWMA load, efficiency factor, decoupling, personal bests — from Strava exports. Every release in view is review-driven: test-suite consolidation, dataset renames, styler passes, and a substantial robustness pass over the metric calculations and stream parsers. 1.0.6 explicitly changes nothing but packaging metadata.
What is goshawk?
goshawk's release feed is version-bump automation, not product news.
The three most recent tagged releases are all continuous-integration artefacts: a version bump from 0.1.13.9012 to 0.1.14, an action-skipping bump to 0.1.13.9007, and a date-correction commit. None carries a changelog, and the feed has produced nothing since October 2022.
Athlytics vs goshawk: editorial side-by-side
Athlytics
0.0ANALYTICS
A Strava analytics package spent its 1.0 cycle surviving rOpenSci review, not adding features.
◆ Current state
Athlytics computes endurance-training metrics — ACWR, EWMA load, efficiency factor, decoupling, personal bests — from Strava exports. Every release in view is review-driven: test-suite consolidation, dataset renames, styler passes, and a substantial robustness pass over the metric calculations and stream parsers. 1.0.6 explicitly changes nothing but packaging metadata.
◆ Where it's heading
The package is optimising for credibility rather than surface area. It completed rOpenSci peer review, moved to an offline ZIP export workflow with hardened TCX/GPX parsing, corrected the EWMA half-life mapping, and deliberately softened its ACWR language away from injury-risk claims. Version numbers are also being published out of order, which makes the feed a poor guide to what shipped when.
◆ Prediction
With review complete and packaging metadata frozen for archival, the next substantive release is more likely to extend metric coverage or data sources than to continue polishing; nothing in these entries points to a specific new metric.
goshawk
0.0ANALYTICS
goshawk's release feed is version-bump automation, not product news.
◆ Current state
The three most recent tagged releases are all continuous-integration artefacts: a version bump from 0.1.13.9012 to 0.1.14, an action-skipping bump to 0.1.13.9007, and a date-correction commit. None carries a changelog, and the feed has produced nothing since October 2022.
◆ Where it's heading
The tags follow the insightsengineering release automation — date-stamped names, [skip vbump] and [skip actions] markers, co-author trailers — which means the substance of any release lives in the package's NEWS file rather than here. On the evidence in this feed the repository is dormant.
◆ Prediction
Nothing in these entries supports a prediction about the package's direction; a meaningful signal would need a release that carries actual notes.
Alternatives to Athlytics and goshawk
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 Athlytics or goshawk.
marquee
marquee is filling in the typographic details — outlines, border types, real font metrics for underlines.
logrx
A clinical-script logger that stopped shipping after its 0.2 line, changelogs made of merged PRs.
lobstr
R's object inspector is losing its view of the internals as CRAN closes off the private C API.
GSODR
A weather-station data client that broke one return type to hand back distances instead of bare IDs.
giscoR
giscoR's 1.0 moved its dataset index into the cache, so new Eurostat releases arrive without a package update.
See all Athlytics alternatives → · See all goshawk alternatives →
Recent activity from Athlytics and goshawk
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2mo agoAthlyticsPackaging metadata standardised for archival
- 2mo agoAthlyticsrOpenSci peer review completed; test suite consolidated
- 2mo agoAthlyticsACWR and stream parsing corrected for real-world exports
- 6mo agoAthlyticsv1.0.2: Documentation & Review Fixes
- 3y agogoshawk2022_10_13
- 4y agogoshawk2022_08_16
- 4y agogoshawk2022_06_09: [skip vbump] (#156)
Frequently asked questions
What is the difference between Athlytics and goshawk?
They serve adjacent needs but don't currently overlap on shipped themes. Athlytics and goshawk 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 Athlytics better than goshawk?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Athlytics and goshawk 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 Athlytics?
Top Athlytics alternatives in Analytics are ranked by recent ship velocity. Browse the "Athlytics alternatives" section above for the current picks, or visit /alternatives/athlytics for the full list with editorial commentary on each.
What are the best alternatives to goshawk?
Top goshawk alternatives in Analytics are ranked by recent ship velocity. Browse the "goshawk alternatives" section above for the current picks, or visit /alternatives/goshawk for the full list with editorial commentary on each.