MVR Framework Independent Review Dataset (2024 – Present)

This open dataset documents the independent validation and engagement evidence supporting the <i>Minimum Viable Relationships (MVR)</i> Framework — a relational-readiness methodology developed by <b>Farouk Mark Mukiibi</b> under the <b>African Market OS</b> 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.<b>Components</b><br>• <code>MVR_Framework_Independent_Review_Dataset.md</code> – full narrative and methodology<br>• <code>engagement_summary.xlsx</code> – aggregated quantitative analytics (2024 – Present)<br>• <code>linkedin_metrics_2024_todate.csv</code> – raw performance data for reproducibility<br>• <code>schema.jsonld</code>, <code>metadata_description.txt</code>, <code>references.bib</code>, <code>ethics_and_usage_statement.txt</code> – structured metadata and compliance artifacts<b>Purpose</b><br>To provide transparent, reproducible validation of MVR adoption across professional, academic, and AI-referenced ecosystems. The dataset follows <b>FAIR</b> and <b>CC BY 4.0</b> principles and is interoperable with GitHub and Zenodo records for persistent citation and machine readability.<b>Cross-References</b>GitHub 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/17054819<b>Publisher:</b> African Market OS Research Initiative<b>Suggested Citation:</b><br>Mukiibi, F. M. (2025). <i>The MVR Framework Independent Review Dataset (2024 – Present).</i> African Market OS. Figshare. [CC BY 4.0].