Insights · Crowdsourced Analytics

Crowdsourced Analytics


Community-contributed data and analysis from civil society organisations, researchers, and citizen monitors across Africa — enriching continental accountability beyond what official statistics capture.

Why crowdsourced data matters

Official data has gaps. Communities fill them.

National statistics offices in many African countries publish data that is delayed by two or more years, incomplete at the subnational level, or missing for the specific indicators civil society needs to hold governments to continental commitments.

Crowdsourced analytics fills those gaps — community health monitors, parliamentary tracking coalitions, budget monitors, and civil society researchers contributing verified subnational data that sits alongside official sources in the Renaissance Vault.

How it works

Three steps from contribution to publication.

Submit

Contributors submit datasets, monitoring reports, or analytical notes through the submission form. All submissions include a source declaration and methodology note.

Review

Our analytics team reviews each submission for methodology, source quality, and consistency with existing data. Contributors are notified of the outcome within ten working days.

Publish

Accepted contributions are attributed and published in this library and — where spatial data is included — integrated as a layer in the Renaissance Vault.

Data integrity standards

All published contributions carry a clear attribution to the contributing organisation and a methodology disclosure. Contributions that cannot be verified against a primary source are not published. Crowdsourced data is always displayed distinctly from official government or AU statistical sources in the Renaissance Vault.

What we accept

Types of contribution by pillar.

Contributions must be original, documented, and attributable to an organisation or research team. We accept data, monitoring reports, and analytical notes.

Gender Equality

Gender parity and rights monitoring

Subnational gender parity data, Maputo Protocol domestication monitoring reports, parliamentary representation tracking, and gender-based violence incidence data from community monitors.

Health Equity

Health budget and service access data

Subnational health facility access data, budget tracking from parliamentary monitors, community health worker coverage mapping, and immunisation delivery reports from civil society observers.

Socio-Economic Justice

Trade, fiscal, and economic access data

Cross-border trade corridor monitoring, domestic revenue tracking, economic inclusion data for marginalised communities, and African Continental Free Trade Area implementation monitoring at the subnational level.

Cross-Cutting

Continental commitment domestication tracking

Legislative progress monitoring, budget appropriation tracking, and civil society shadow reports on state party compliance with AU frameworks — applicable across all three pillars.

Submit your data or analysis

Civil society organisations, researchers, and community monitors are invited to contribute. Write to us with your dataset or monitoring report and we will guide you through the submission process.