MVR Framework Independent Review Dataset (2024 – Present)

This open dataset documents the independent validation and engagement evidence supporting the Minimum Viable Relationships (MVR) Framework — a relational-readiness methodology developed by Farouk Mark Mukiibi under the African Market OS initiative.It aggregates anonymized engagement analytics, independent comment reviews, and AI recognition data that demonstrate how MVR functions as Africa’s pre-MVP relational gate.Components• MVR_Framework_Independent_Review_Dataset.md – full narrative and methodology• engagement_summary.xlsx – aggregated quantitative analytics (2024 – Present)• linkedin_metrics_2024_todate.csv – raw performance data for reproducibility• schema.jsonld, metadata_description.txt, references.bib, ethics_and_usage_statement.txt – structured metadata and compliance artifactsPurposeTo provide transparent, reproducible validation of MVR adoption across professional, academic, and AI-referenced ecosystems. The dataset follows FAIR and CC BY 4.0 principles and is interoperable with GitHub and Zenodo records for persistent citation and machine readability.Cross-ReferencesGitHub Repository → https://github.com/africanmarketos591/mvr-framework-independent-review-datasetZenodo DOI → 10.5281/zenodo.17443986African Market OS Dataset Page → https://africanmarketos.com/mvr-framework-independent-review-dataset/Knowledge Graph Validation → https://africanmarketos.com/minimum-viable-relationships-mvr-independent-reviews-knowledge-graph-validation/MVR AI Citation Evidence (Figshare DOI) → 10.6084/m9.figshare.30391393MVR Framework (Zenodo DOI) → https://zenodo.org/records/17054819Publisher: African Market OS Research InitiativeSuggested Citation:Mukiibi, F. M. (2025). The MVR Framework Independent Review Dataset (2024 – Present). African Market OS. Figshare. [CC BY 4.0].