tidytlg
A tables-listings-graphs package that reached CRAN and then went quiet.
Comparison · Analytics
DoseFinding vs lightr
A side-by-side editorial comparison of DoseFinding and lightr — release velocity, themes, recent moves, and the top alternatives to consider.
DoseFinding vs lightr: at a glance
What is DoseFinding?
New stewardship at openpharma, then two releases adding the methods MCP-Mod was missing
DoseFinding implements MCP-Mod and related dose-response methodology for clinical trial design and analysis. In 2024 it changed hands — Marius Thomas took over as maintainer, Novartis was recorded as copyright holder and funder, and the package moved to the openpharma GitHub organisation with roxygen documentation and a proper NEWS file. The two releases since have added substantive methodology: model averaging for dose-response fitting in 1.3-1, and conditional and predictive power for interim analyses in 1.4-1.
What is lightr?
Reorganised its parsers by vendor, then opened the parser slot to users.
lightr reads spectrometry files from the proprietary formats that instrument vendors ship, and its recent releases have been about the structure of that parser collection rather than adding one more format. Version 2.0.0 renamed every low-level parser from lr_parse_<extension>() to lr_parse_<brand>_<extension>(), a breaking change made specifically so two vendors can share a file extension without colliding, and restored binary parsing for Avantes AvaSoft 8.4 using vendor-supplied format documentation. Version 2.1.0 follows through by exposing a parser argument on the high-level functions.
DoseFinding vs lightr: editorial side-by-side
DoseFinding
0.0ANALYTICS
New stewardship at openpharma, then two releases adding the methods MCP-Mod was missing
◆ Current state
DoseFinding implements MCP-Mod and related dose-response methodology for clinical trial design and analysis. In 2024 it changed hands — Marius Thomas took over as maintainer, Novartis was recorded as copyright holder and funder, and the package moved to the openpharma GitHub organisation with roxygen documentation and a proper NEWS file. The two releases since have added substantive methodology: model averaging for dose-response fitting in 1.3-1, and conditional and predictive power for interim analyses in 1.4-1.
◆ Where it's heading
The pattern before the handover was maintenance — R-devel compliance, a bug fix, a link. After it, each release carries a named methodological addition with an acknowledged contributor, plus documentation to match: a longitudinal analysis vignette shipped alongside the interim power work. Housekeeping continues underneath, mostly clearing deprecated ggplot2 interfaces, aes_string in one release and qplot in the next.
◆ Prediction
Given the last two releases each added one method with a supporting vignette, expect the next to follow the same shape. Both additions so far extend the package beyond fixed dose-response fitting, so adaptive and interim methodology is the more likely direction.
lightr
0.0ANALYTICS
Reorganised its parsers by vendor, then opened the parser slot to users.
◆ Current state
lightr reads spectrometry files from the proprietary formats that instrument vendors ship, and its recent releases have been about the structure of that parser collection rather than adding one more format. Version 2.0.0 renamed every low-level parser from lr_parse_<extension>() to lr_parse_<brand>_<extension>(), a breaking change made specifically so two vendors can share a file extension without colliding, and restored binary parsing for Avantes AvaSoft 8.4 using vendor-supplied format documentation. Version 2.1.0 follows through by exposing a parser argument on the high-level functions.
◆ Where it's heading
The package is moving from a fixed set of formats it knows about to a dispatch system users can extend. The brand-qualified naming and the parser argument are two halves of the same design: name parsers unambiguously, then let callers select or supply one. Alongside that runs steady attention to metadata fidelity — measurement timestamps, checksum verification against tampering, and timezone handling that survived upstream tzdata removing legacy codes.
◆ Prediction
Expect additional vendor parsers to arrive under the new brand-qualified scheme, and the custom-parser path to absorb formats the maintainers do not want to support directly. The entries do not name specific instruments planned next.
Alternatives to DoseFinding and lightr
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 DoseFinding or lightr.
Tplyr
Tplyr made clinical summary tables explain where every number came from.
rlistings
Clinical listings that keep inheriting their hardest problem — pagination — from the layer below.
hoardr
A cache-directory helper that has shipped nothing but CRAN-triggered patches for seven years.
gigs
gigs redesigned its whole conversion API for rOpenSci, then spent three releases getting the docs to build.
riem
A weather-data client that keeps rewriting its HTTP layer while slowly tightening its API.
See all DoseFinding alternatives → · See all lightr alternatives →
Recent activity from DoseFinding and lightr
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agolightrHigh-level functions accept a custom parser argument
- 1mo agolightrParsers renamed by vendor; Avantes binary support restored ⚡
- 1y agolightrChecksum verification and measurement timestamps in metadata
- 1y agoDoseFindingConditional and predictive power for interim analyses
- 1y agoDoseFindingModel averaging arrives for dose-response fitting ⚡
- 1y agolightrReworks timezone handling after tzdata dropped legacy codes
- 1y agoDoseFindingPackage moves to openpharma under new maintainership
- 2y agolightrAdds lintr and stabilises floating-point tests
- 2y agoDoseFindingCompliance update for R-devel
- 3y agoDoseFindingpowMCTBinCount bug fix
- 4y agolightrParser errors surface as warnings instead of being silenced
Frequently asked questions
What is the difference between DoseFinding and lightr?
They serve adjacent needs but don't currently overlap on shipped themes. DoseFinding and lightr 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 DoseFinding better than lightr?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. DoseFinding and lightr 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 DoseFinding?
Top DoseFinding alternatives in Analytics are ranked by recent ship velocity. Browse the "DoseFinding alternatives" section above for the current picks, or visit /alternatives/dosefinding for the full list with editorial commentary on each.
What are the best alternatives to lightr?
Top lightr alternatives in Analytics are ranked by recent ship velocity. Browse the "lightr alternatives" section above for the current picks, or visit /alternatives/lightr for the full list with editorial commentary on each.