Why use Dimensions Research Integrity Dataset?
Covering over 33 million chapters, books, and articles, Dimensions Research Integrity offers the world’s largest dataset on research quality. Powered by Ripeta’s trust markers, you can now look beyond standard attention metrics to assess the quality of scientific communication and data sharing.
Using the Dimensions Research Integrity Dataset on Google BigQuery allows access to the trust marker data enrichments via Dimensions data.
What Dimensions Research Integrity Dataset offers
An unrivalled research integrity dataset of over 33 million chapters, books, and articles
Historical context from 2010 to present
Standard publishing requirements and policies of research quality indicators: Data availability statements, data repositories, and code availability; Ethical statements, conflicts of interest, and author contributions; Funding statements and grant IDs and more
Who is Dimensions Research Integrity Dataset for?
Case Study

Wellcome Trust
- Retrospective analysis of the change in public access and data sharing between 2016 and 2019
- Provided an opportunity to gain an insight into whether data and code-sharing had improved over time
- Ripeta checked for the inclusion of a statement in all funded publications which describes how underlying data and code can be accessed.