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  A Framework for Assessing Research Data and Software Publications The Helmholtz Quality Indicators: Status report of the Task Group Helmholtz Quality Indicators for Data and Software Products of the Working Group Open Science and the Helmholtz Open Science Office

Authored by the Task Group Helmholtz Quality Indicators for Data and Software Products of the Working Group Open Science and the Helmholtz Open Science Office (2026): A Framework for Assessing Research Data and Software Publications The Helmholtz Quality Indicators: Status report of the Task Group Helmholtz Quality Indicators for Data and Software Products of the Working Group Open Science and the Helmholtz Open Science Office, Potsdam : Helmholtz Open Science Office, 23 p.
https://doi.org/10.48440/OS.HELMHOLTZ.085

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Authored by the Task Group Helmholtz Quality Indicators for Data and Software Products of the Working Group Open Science and the Helmholtz Open Science Office1, ???ENUM_CREATORROLE_AUTHOR???
Genderjahn, S.1, 2, ???ENUM_CREATORROLE_CONTRIBUTOR???                 
Meistring, Marcel1, 2, ???ENUM_CREATORROLE_CONTRIBUTOR???                 
Schrader, Antonia C.1, 2, ???ENUM_CREATORROLE_CONTRIBUTOR???                 
Vleugel, Mathijs1, 2, ???ENUM_CREATORROLE_CONTRIBUTOR???                 
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1Helmholtz Open Science Office, External Organizations, Potsdam, ou_3863888              
2Staff Scientific Executive Board, GFZ Publication Database, GFZ Helmholtz Centre for Geosciences, ou_146063              

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 ???ViewItemFull_lblAbstract???: Traditional evaluation systems that focus heavily on publications and publication-based
metrics have proven insufficient to fully capture the diversity of research outputs. To
overcome this a Task Group of the Working Group Open Science of the Helmholtz Association,
with representatives from its 18 research centers, has developed multidimensional quality
indicators for research data and software publications, which are based on the FAIRPrinciples and supported by a maturity model. Through the Helmholtz Quality Indicators, the
Helmholtz Association aims to incentivise improving the reproducibility and impact of
individual publications, whilst at the same time providing recognition to by including them as
key performance indicators (KPIs) in annual institutional reporting. Analogous to peer review
of text publications, the assessment of scientific research quality of the data and code itself
remains to be carried out by academic experts; this process is not subject of the indicators
presented here. This publication describes the development of the Helmholtz quality
indicators, their quality dimensions and attributes, and current pathways toward
automatisation and institutional implementation.

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???ViewItemFull_lblLanguages???: eng - English
 ???ViewItemFull_lblDates???: 20262026
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 ???ViewItemFull_lblPages???: 23
 ???ViewItemFull_lblPublishingInfo???: Potsdam : Helmholtz Open Science Office, April 2026 | Version 1.0
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 ???ViewItemFull_lblIdentifiers???: ???ENUM_IDENTIFIERTYPE_DOI???: 10.48440/OS.HELMHOLTZ.085
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