ArticleData in brief2025
Business models and organizational roles of data spaces: A framework for value creation in data ecosystems.
Article in Data in brief, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
1 citing paper in PubMed.
- Homomorphic encryption for privacy-preserving data aggregation in data spaces.Data in brief · 2026Article
Corrections and comments
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Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Data spaces and ecosystems provide decentralized digital infrastructures enabling secure, sovereign, and inter-organizational data sharing across industries. While prior research predominantly focused on technological functionality, we consider the relationship between business models and organizational roles and how their interplay enables sustainable value creation. We propose a conceptual framework to design the interplay between organizational roles and business models within a data ecosystem based on Gaia-X standards. Drawing on three use cases of Gaia-X 4 Advanced Mobility Services, we integrated empirical insights from semi-structured interviews. We defined independently organizational roles and business models at ecosystemic and firm-centric levels and assessed their compatibility. The conceptual framework shows how systematic assessment and iterative adjustments of organizational roles and business models can identify and minimize critical misalignments for a sustainable data ecosystem. Our findings guide scholars, practitioners, and policymakers in designing governance structures and business models for data spaces and ecosystems.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.