About GRIMdata

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Global Rights Index Monitoring

GRIMdata brings computational document research and domain interpretation together to examine rights, public decisions and the conditions in which research continues. Explore the research outputs, tools, methods and instructions here.

The programme began with the SGBV-UPR inquiry and expanded through LittleRainbowRights. Its planned directions concern Canadian projects and environmental oversight, and research provenance and institutional continuity.

Research contributions

Research questions, language patterns, extraction, tagging and passage ranking developed through exploration of the documents. The software made it possible to retrieve material, compare it and revisit those choices.

Legal interpretation connected the selected passages to the UPR process, legal instruments and the questions under investigation. Together, these methods made document collections useful for an inquiry that neither retrieval nor interpretation could complete alone.

Explore the SGBV-UPR methods · LittleRainbowRights contributions

Research Projects — Active & Upcoming

The programme includes SGBV-UPR, LittleRainbowRights, the planned Canadian oversight stream and proposed research-continuity track.

Compare the four research tracks

Research Evolution

• 2019–2020: The human-rights inquiry was conceived in 2019; computational exploration began in 2020.
• 2021–2022: Dedicated documentation and a 2021 conference presentation preceded the 2022 law-journal publication.
• Subsequent work: LittleRainbowRights broadened country and source coverage. An index tracker emerged to preserve dated assessments with inspectable evidence.
• Next directions: Renew SGBV-UPR analysis, examine major Canadian projects, and investigate how research knowledge and contributions persist through institutional transitions.

The earlier computational background includes ML, pattern recognition, sociophysics and physical robotics experiments in 2014–2018. The programme's research history explains the later inquiry, its exploratory origins and scholarly milestones.

Research stance

Understanding what a situation is provides a basis for deciding how to act within it. That requires attention to dates, gaps, interpretation and the limits of a representation. It also requires recognising that having facts about people can make them vulnerable.

GRIMdata's concern is with autonomy, rights and the consequences of institutional decisions. Documenting a policy, examining its enforcement mechanism and evaluating its effects are distinct analytical tasks.

Read the full Research Context · Future research directions

Data governance

Combining public information can create new exposure. Governance considers purpose, necessary detail, aggregation, access, retention and publication. The public DigitalChild tools, source documents and published studies have different access and licensing terms.

The public tools allow account-free browsing. External chart resources load only after a choice on the chart page. Site practices explains the actual interactions; Data Governance explains the research responsibilities.

Publications & Outputs

• SGBV-UPR: Vollmer, D. T., & Vollmer, S. C. (2022). Global perspectives of Africa: Harnessing the universal periodic review to process sexual and gender-based violence in SADC member states. Stellenbosch Law Review, 33(1), 8–41. Published article.
• LittleRainbowRights: Vollmer, D. T., & Vollmer, S. C. (2025). Queer AI for the digital child: Examining the response to advanced digital technologies on the human rights of LGBTQ+ children in Africa. Second International Conference on Children's Rights, Stellenbosch, September 2025. Project research and outputs.
• Public tools: Scorecard explorer, map and charts, downloads and Source Transparency Watch.

Open Source & Licensing

DigitalChild provides the public LittleRainbowRights pipeline and self-hosted API. Its code uses MIT licensing; project-authored data and documentation use CC BY 4.0 where specified. Third-party material retains its own terms. The historical HumanRights research archive is private.

Software overview and citation · Project-specific governance