gosset: An R package for analysis and synthesis of ranking data in agricultural experimentation

To derive insights from data, researchers working on agricultural experiments need appropriate data management and analysis tools. To ensure that workflows are reproducible and can be applied on a routine basis, programmatic tools are needed. Such tools are increasingly necessary for rank-based data...

Full description

Bibliographic Details
Main Authors: Sousa, Kauê de, Brown, David, Steinke, Jonathan, Etten, Jacob van
Format: Journal Article
Language:Inglés
Published: Elsevier 2023
Subjects:
Online Access:https://hdl.handle.net/10568/130485
_version_ 1855521708530728960
author Sousa, Kauê de
Brown, David
Steinke, Jonathan
Etten, Jacob van
author_browse Brown, David
Etten, Jacob van
Sousa, Kauê de
Steinke, Jonathan
author_facet Sousa, Kauê de
Brown, David
Steinke, Jonathan
Etten, Jacob van
author_sort Sousa, Kauê de
collection Repository of Agricultural Research Outputs (CGSpace)
description To derive insights from data, researchers working on agricultural experiments need appropriate data management and analysis tools. To ensure that workflows are reproducible and can be applied on a routine basis, programmatic tools are needed. Such tools are increasingly necessary for rank-based data, a type of data that is generated in on-farm experimentation and data synthesis exercises, among others. To address this need, we developed the R package gosset, which provides functionality for rank-based data and models. The gosset package facilitates data preparation, modeling and results presentation stages. It introduces novel functions not available in existing R packages for analyzing ranking data. This paper demonstrates the package functionality using the case study of a decentralized on-farm trial of common bean (Phaseolus vulgaris L.) varieties in Nicaragua.
format Journal Article
id CGSpace130485
institution CGIAR Consortium
language Inglés
publishDate 2023
publishDateRange 2023
publishDateSort 2023
publisher Elsevier
publisherStr Elsevier
record_format dspace
spelling CGSpace1304852025-12-08T09:54:28Z gosset: An R package for analysis and synthesis of ranking data in agricultural experimentation Sousa, Kauê de Brown, David Steinke, Jonathan Etten, Jacob van data on-farm research data analysis software development To derive insights from data, researchers working on agricultural experiments need appropriate data management and analysis tools. To ensure that workflows are reproducible and can be applied on a routine basis, programmatic tools are needed. Such tools are increasingly necessary for rank-based data, a type of data that is generated in on-farm experimentation and data synthesis exercises, among others. To address this need, we developed the R package gosset, which provides functionality for rank-based data and models. The gosset package facilitates data preparation, modeling and results presentation stages. It introduces novel functions not available in existing R packages for analyzing ranking data. This paper demonstrates the package functionality using the case study of a decentralized on-farm trial of common bean (Phaseolus vulgaris L.) varieties in Nicaragua. 2023-05 2023-05-24T13:32:03Z 2023-05-24T13:32:03Z Journal Article https://hdl.handle.net/10568/130485 en Open Access application/pdf Elsevier de Sousa, K.; Brown, D.; Steinke, J.; van Etten, J. (2023) gosset: An R package for analysis and synthesis of ranking data in agricultural experimentation. SoftwareX 22:101402. ISSN: 2352-7110
spellingShingle data
on-farm research
data analysis
software development
Sousa, Kauê de
Brown, David
Steinke, Jonathan
Etten, Jacob van
gosset: An R package for analysis and synthesis of ranking data in agricultural experimentation
title gosset: An R package for analysis and synthesis of ranking data in agricultural experimentation
title_full gosset: An R package for analysis and synthesis of ranking data in agricultural experimentation
title_fullStr gosset: An R package for analysis and synthesis of ranking data in agricultural experimentation
title_full_unstemmed gosset: An R package for analysis and synthesis of ranking data in agricultural experimentation
title_short gosset: An R package for analysis and synthesis of ranking data in agricultural experimentation
title_sort gosset an r package for analysis and synthesis of ranking data in agricultural experimentation
topic data
on-farm research
data analysis
software development
url https://hdl.handle.net/10568/130485
work_keys_str_mv AT sousakauede gossetanrpackageforanalysisandsynthesisofrankingdatainagriculturalexperimentation
AT browndavid gossetanrpackageforanalysisandsynthesisofrankingdatainagriculturalexperimentation
AT steinkejonathan gossetanrpackageforanalysisandsynthesisofrankingdatainagriculturalexperimentation
AT ettenjacobvan gossetanrpackageforanalysisandsynthesisofrankingdatainagriculturalexperimentation