Five Functions. One System.

Across Africa, the rules that govern health data are still being written — and artificial intelligence is arriving faster than most health systems can structurally absorb it. Who governs health data determines whose interests it serves.

At least 35 African countries have passed data protection laws. The gap is in implementation — the ethical frameworks, AI governance structures, and accountability mechanisms that turn law into genuine national protection. Africa CDC has unveiled the Continental Health Data Governance Framework, developed with input from more than 1,000 global stakeholders. It requires countries to arrive with their own national frameworks in place.

HICA supports governments to close that gap — building oversight bodies, establishing audit mechanisms, and setting the national standards that determine who can access health data, on what terms, and who is accountable. Countries that govern their own data define the conditions for any data-sharing arrangement. Health ministers engage as informed actors, with national standards in place before any sharing begins.

Health systems run on decisions. Good decisions run on people who know how to use data. Africa has a growing cadre of public health data professionals — and the opportunity is to place that talent where health systems need it most.

In one country, embedding data professionals inside over 125 health posts pushed data quality above 85% on completeness and timeliness. Staff recovered three days a month lost to manual reporting. The difference was not technology. It was people, trained and placed inside the system.

HICA supports countries to deploy and develop that cadre — through accredited training, residencies inside ministries, and structured mentorship, with reproductive health, maternal mortality, and primary care at the core of every curriculum. The institutional home for this cadre is the national health intelligence centre: a permanent, nationally owned analytics unit embedded in the ministry.

A health system without reliable data is navigating without instruments. Across Africa, health data systems are growing — but many are fragmented and built around external requirements rather than national needs.

The scale of the gaps is measurable. Only one in ten deaths across Africa is formally registered. In one country, birth registration stands at 37% completeness and death registration at just 16% — meaning millions of births and deaths go uncounted every year. Legacy survey models have provided valuable data; the opportunity now is to move beyond them, toward systems that are timely, nationally owned, and built to answer national questions.

HICA works with countries to connect five data streams — surveys, civil registration, cause-of-death classification, routine health management, and an integrated platform — into a coherent national picture. Countries with connected data systems catch problems early and respond precisely. Data collected to consistent standards means trends can be tracked and progress measured over time.

The value of health data is realised at the moment of decision — when a minister adjusts a budget, a district team redirects a supply chain, a planner targets an underserved community. Closing the distance between data and that moment is what this function is about.

Health ministries collect substantial data: facility reports, surveillance feeds, survey results, community health records. Budgets are still allocated on last year’s figures. Supply shortages are visible in the data weeks before they become crises. Indicators shift in a district, and the response comes late. When data does not reach decision-makers in time, health systems act on incomplete information.

One national health intelligence centre already demonstrates what a fully operational analytics system looks like — drawing real-time data from community health workers at village level through to national referral hospitals, and predicting disease outbreaks up to three months ahead. Several countries are working to replicate the model. HICA supports countries to develop dashboards, geospatial mapping, predictive modelling, and performance frameworks, all under national oversight.

Progress accelerates when countries learn from each other. HICA exists to make that learning systematic, sustained, and continent-wide.

Africa’s health systems hold substantial practical knowledge — tested in the field, transferable across borders. A health data professional who has navigated civil registration reform carries knowledge no training manual captures. When that professional connects with a counterpart facing the same challenge, solutions are adapted rather than reinvented.

HICA facilitates this exchange at scale — through structured peer networks, joint training, pooled investment in digital infrastructure, and cross-border data exchange. Every tool built on open standards becomes more affordable when countries invest together. This is Africa as a producer of health intelligence, not a recipient of it.