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Other literature type . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Project deliverable . 2025
License: CC BY
Data sources: Datacite
ZENODO
Project deliverable . 2025
License: CC BY
Data sources: Datacite
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D4.2 - Basic Dataset Computation Approach and Structured KPI Catalogue for the Valuation of Datasets

Authors: Vyhmeister, Eduardo; Visentin, Andrea; Pietropauli, Bastien; Martinez Molina, Alejandro; Ferreiro, Montserrat González; Raush, Agnieszka; Arteizaga, Enrique;

D4.2 - Basic Dataset Computation Approach and Structured KPI Catalogue for the Valuation of Datasets

Abstract

-Pending approval from EC commission- This deliverable presents a structured framework for objectively valuing datasets, combining theoretical foundations and practical tools. Beginning with a systematic literature review across leading academic databases, it identifies and categorises over 100 data valuation metrics and key performance indicators (KPIs) into a coherent taxonomy aligned with the four perspectives of the Balanced Scorecard. The taxonomy clusters metrics under Data Valuation Techniques, Data Monetisation, Data Quality & Governance, Operational Efficiency, Technology & Infrastructure, and Innovation & Growth, highlighting their interdependencies and strategic relevance. For each metric and KPI, the deliverable provides clear definitions, computational formulas, and guidance on implementation, collected in appendices for easy reference. To translate theseinsights into action, a web-based decision support tool built on the Analytic Network Process (ANP) enables organisations to articulate their strategic profiles, perform pairwise comparisons, and prioritise the most relevant metrics and KPIs for their specific data monetisation goals. By integrating rigorous academic research with practical computation methods and an interactive selection tool, this deliverable equips stakeholders with a comprehensive, strategyaligned approach to quantify and optimise the value of their data assets.

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green