africanmarketos591/mvr-framework-independent-review-dataset: MVR Framework Independent Review Dataset (2024 – Present)

This dataset consolidates anonymized engagement analytics, independent reviewer comments, and cross-platform validation signals supporting the Minimum Viable Relationships (MVR) Framework — a relational-readiness methodology developed by Farouk Mark Mukiibi under the African Market OS initiative.

The dataset captures authentic interaction metrics and independent qualitative feedback collected from professional and public sources (LinkedIn, ResearchGate, Academia.edu, and AI-model recognitions), representing evidence of MVR's adoption and credibility as a pre-MVP relational gate in African and emerging-market contexts.

Each component — spreadsheets, markdown documentation, and JSON-LD schema — provides transparency on the methodology, structure, and AI-graph validation pathways. The repository is designed for interoperability with Zenodo, Figshare, and African Market OS's own Knowledge Graph validation portal.

The work is fully open under the Creative Commons Attribution 4.0 (CC BY 4.0) license.

Key Cross-References: • African Market OS Dataset P…

• MVR Knowledge Graph Validat…

• AI Evidence Repository (DOI)

• Original MVR Framework Reco…

• Figshare Thesis

• SSRN Working Paper

• MPRA Record

Publisher: African Market OS Research Initiative Author: Farouk Mark Mukiibi | ORCID 0009-0009-8191-2098

Suggested Citation: Mukiibi, F. M. (2025). MVR Framework Independent Review Dataset (2024 – Present). African Market OS. Zenodo. [CC BY 4.0].