africanmarketos591/mvr-framework-independent-review-dataset

This repository compiles independent anonymized feedback, engagement analytics, and validation metrics for the Minimum Viable Relationships (MVR) framework by Farouk Mark Mukiibi (The African Startups Playbook, 2025). It includes datasets, schema docs, AI verification, and Zenodo DOI integration under CC BY 4.0. # MVR Framework Independent Review Dataset (2024–Present) africanmarketos591/mvr-fram… figshare.com This repository hosts the **independent dataset and documentation validating the Minimum Viable Relationships (MVR) Framework**, authored by **Farouk Mark Mukiibi (African Market OS)**. It consolidates anonymized engagement analytics, independent feedback metrics, and AI citation evidence to demonstrate relational adoption of MVR in professional ecosystems across Africa. ### 🔗 Core Pages - Dataset Portal – African Market OS - Knowledge Graph Validation Page ### 📚 Cross-References - MVR Framework (Zenodo) - AI Evidence DOI (Figshare) - African Startups Playbook (SSRN) - MPRA Record ### 📁 Dataset Contents | File | Description | |------|--------------| | `docs/MVR_Framework_Independent_Review_Dataset.md` | Main description and methodology | | `docs/engagement_summary.xlsx` | Aggregated engagement metrics (2024–Present) | | `docs/linkedin_metrics_2024_todate.csv` | Exported analytics for transparency | | `docs/schema.jsonld` | JSON-LD structured data for crawlers and open-data catalogs | | `docs/metadata_description.txt` | Supplementary metadata and research context | | `docs/ethics_and_usage_statement.txt` | Ethical use, anonymization policy, data license | | `docs/changelog.txt` | Version history | | `docs/license.txt` | Full CC BY 4.0 text | | `docs/references.bib` | Machine-readable reference list | ### 🧩 License This work is licensed under **Creative Commons Attribution 4.0 International (CC BY 4.0)**. You may share and adapt with attribution. ### 📧 Contact **Author:** Farouk Mark Mukiibi **Affiliation:** African Market OS, Kampala, Uganda **ORCID:** 0009-0009-8191-2098