GraspOS SCOPE+i Resource: Indicators guide 1: Responsible use of indicators

This guide supports responsible research assessment (RRA) with a special focus on open science (OS) contributions. It provides guidance on how to select, interpret, and apply indicators and metrics in a way that balances quantitative measures with qualitative judgment. Its main purpose is to help institutions use indicators transparently, responsibly, and in alignment with their values. Two documents published. Actionable version – a short version. Full resource – a long version on which the Actionable version is based on.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-10-27
DOI
https://doi.org/10.5281/zenodo.15526167
Primary Topic
Research Data Management Practices
Type
article
Field-Weighted Citation Impact
0.00
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article

GraspOS SCOPE+i Resource: Indicators guide 1: Responsible use of indicators

Zenodo (CERN European Organization for Nuclear Research)
Research Data Management Practices
article

GraspOS SCOPE+i Resource: Indicators guide 1: Responsible use of indicators

article en

Abstract

This guide supports responsible research assessment (RRA) with a special focus on open science (OS) contributions. It provides guidance on how to select, interpret, and apply indicators and metrics in a way that balances quantitative measures with qualitative judgment. Its main purpose is to help institutions use indicators transparently, responsibly, and in alignment with their values. Two documents published. Actionable version – a short version. Full resource – a long version on which the Actionable version is based on.

Zenodo (CERN European Organization for Nuclear Research)
Federation of Finnish Learned Societies (FI)
Openalex Percentile: Top 33%
Research Data Management Practices
DOIOpen Access PDFOpenAlex
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GraspOS SCOPE+i Resource: Indicators guide 1: Responsible use of indicators · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS