Data Sovereignty & Trust

Our Commitment

Data Sovereignty

Africa Health Intelligence (AHI) operates on the fundamental principle that health data generated within African nations belongs to the people, communities, and governments of those nations. We reject the extractive data models that have historically characterized global health intelligence. Instead, we champion data sovereignty — the right of states and their citizens to exercise lawful control over the collection, storage, processing, and use of health-related data originating from their territories.

Data sovereignty is not merely a legal formality; it is the bedrock of trust. Without credible assurances that data will not be appropriated, monetized, or used against national interests, governments and communities cannot engage meaningfully with health intelligence systems. AHI therefore embeds sovereignty into every layer of our architecture — from technical infrastructure to governance protocols to data-sharing agreements.

Data Sovereignty

What This Means in Practice:

Jurisdictional control

All health data collected, stored, or processed through AHI remains under the jurisdictional authority of the country of origin. No data is transferred to external servers or third-party platforms without explicit, written government authorization.

Regional data residency

Data is hosted on servers located within the African region or in sovereign-compliant cloud environments that meet or exceed African Union standards for data protection. Where cross-border storage is necessary, it occurs only through legally binding instruments that guarantee equivalent protections.

Ownership and access

Countries retain full ownership of their health intelligence. Access by external partners, researchers, or regional bodies is governed by formal data-sharing agreements that specify permitted uses, duration, and conditions for renewal or termination.

 

No unauthorized secondary use

Data provided for public health surveillance, outbreak prediction, or health system assessment is not used for commercial purposes, research outside approved scopes, or any activity not explicitly authorized by the originating country.

 

Compliance with continental and international frameworks

All data governance practices align with:

  • The African Union Convention on Cyber Security and Personal Data Protection (Malabo Convention)
  • The Economic Community of West African States (ECOWAS) Supplementary Act on Personal Data Protection
  • The Southern African Development Community (SADC) Model Law on Data Protection
  • Applicable national data protection and privacy laws of each member state
  • International standards such as GDPR where cross-border data flows involve European partners

Transparent data processing agreements

Every data-sharing arrangement is documented in a publicly accessible register, detailing what data is shared, for what purpose, under what legal authority, and with what safeguards.

 

Right to withdraw

Countries may withdraw their data from AHI platforms at any time, with reasonable notice, and request deletion of their historical data from shared systems.

 

Capacity-building for national oversight

AHI invests in training and technical assistance to strengthen national data governance bodies, enabling them to exercise effective oversight over health intelligence systems.

 

Our Commitment

Transparency

Credible health intelligence cannot exist without transparency. AHI is built on the conviction that every number, every prediction, every alert, and every recommendation must be accompanied by clear documentation of its origins, methods, assumptions, and limitations. We reject the notion that complexity justifies opacity. Instead, we embrace the discipline of making our work auditable, explainable, and accessible to the governments, health workers, and communities we serve.

Transparency is not a marketing posture; it is an operational necessity. When decision-makers understand how intelligence is generated, they can interpret it appropriately, challenge it constructively, and act on it confidently. Conversely, opaque systems — however sophisticated — breed suspicion, misuse, and ultimately, failure.

Transparency

What This Means in Practice:

Open methodology

All pillar scores, KPIs, and composite signals are accompanied by clear, publicly accessible documentation explaining:

  • The composition and weighting of each indicator
  • The data sources used (with quality assessments)
  • The calculation formulas and normalization procedures
  • The assumptions underlying any modeling or forecasting
  • The confidence intervals and uncertainty ranges

Data source transparency

For every indicator, AHI publishes:

  • The original data source (survey, administrative record, surveillance feed, etc.)
  • The collection frequency and coverage
  • Any known limitations or biases
  • The date of last update and next scheduled update

AI and predictive modeling transparency

All AI-driven outbreak predictions are accompanied by:

  • A list of contributing factors and their relative influence on the prediction
  • The confidence level and historical accuracy of the model for similar events
  • A plain-language explanation of why the prediction was generated
  • A “human-in-the-loop” validation note confirming expert review

Limitations stated honestly

We do not hide uncertainty. Every report, dashboard, and alert includes a clear statement of limitations — where data is incomplete, where models are less reliable, and where interpretation requires caution.

 

Accessible language

Wherever possible, technical content is accompanied by plain-language summaries suitable for policymakers, community leaders, and the general public. Jargon is defined. Assumptions are explained.

Public performance reporting

AHI publishes annual performance reports that include:

  • Accuracy metrics for predictions (AUC, precision, recall, Brier score)
  • Data completeness and timeliness statistics
  • System uptime and reliability metrics
  • User satisfaction and feedback summaries
  • Independent audit findings

Open data and open standards

Where legally and operationally feasible, AHI publishes anonymized aggregate data and analytical outputs as open data. All technical standards are open, non-proprietary, and interoperable.

 

Feedback and correction mechanisms

Users can report errors, question findings, and request clarifications. All substantive corrections are documented and publicly acknowledged.

 

Our Commitment

Privacy

AHI takes data privacy and individual rights with the utmost seriousness. We recognize that health data is among the most sensitive personal information that can be collected. Our systems are designed from the ground up to protect individual privacy while enabling the population-level intelligence necessary for public health action.

We reject the false choice between privacy and public health. With the right technical, legal, and operational safeguards, it is possible to generate actionable health intelligence without compromising the rights of individuals.

Privacy

What This Means in Practice:

Anonymization and pseudonymization

All personal identifiers (names, national IDs, contact details, precise locations) are removed or pseudonymized before analysis. Individual-level data is used only for legitimate public health purposes and is never retained in identifiable form longer than necessary.

 

Data minimization

AHI collects only the data necessary for specific public health purposes. We do not engage in bulk data collection “just in case” it might be useful. Data fields are justified, documented, and limited.

 

Legal compliance

All data processing complies with:

  • GDPR (General Data Protection Regulation) — applicable where data involves European partners or citizens
  • HIPAA-style protections for health data handling and security
  • The African Union Malabo Convention and relevant national data protection laws
  • Specific national health data regulations in each country of operation

Informed consent and transparency

Where individual-level data is collected directly, informed consent is obtained in clear, accessible language. Individuals understand how their data will be used, who will have access, and what rights they have.

 

Strict access controls

Access to identifiable health data is limited to authorized personnel with a legitimate need, documented, audited, and subject to regular review. No external party has direct access to identifiable data without explicit authorization.

Data security

All health data is encrypted at rest and in transit. Security controls are audited regularly. Breach notification procedures are in place and tested.

 

Privacy impact assessments

All new data integrations, systems, or significant changes undergo privacy impact assessments to identify and mitigate risks before implementation.

 

Individual rights

Where applicable, individuals have rights to:

  • Access their personal data
  • Correct inaccurate data
  • Object to processing
  • Request deletion (subject to public health and legal limitations)
  • Data portability

No unauthorized secondary use

Data collected for public health surveillance is not used for law enforcement, immigration control, employment decisions, or any purpose outside the scope of the original collection.

 

Independent oversight

Privacy protections are monitored by independent data protection officers and, where appropriate, external auditors. Complaints and concerns can be raised confidentially.

 

Training and culture

All AHI personnel and partners receive regular training on data protection and privacy. We cultivate a culture that values privacy as a right, not a compliance burden.

Our Commitment

Cookies

AHI uses cookies sparingly and transparently. We believe in minimal, non-tracking, and user-controlled cookie use. Our approach is designed to enhance functionality and user experience without compromising privacy or trust.

Cookies are small text files stored on your device that help websites remember preferences and understand how they are used. AHI does not use cookies for advertising, cross-site tracking, or any commercial profiling.

Cookies

What This Means in Practice:

Essential cookies

We use essential cookies for:

  • Session management (keeping you logged in during your visit)
  • Security (protecting against cross-site request forgery and other attacks)
  • Performance (ensuring the platform functions correctly)

Functional cookies

We use functional cookies for:

  • Remembering preferences (language selection, display settings, dashboard layouts)
  • Saving user-defined settings (such as filters or saved searches)

Analytics cookies (anonymized)

We use minimal, privacy-friendly analytics to:

  • Understand aggregate page usage and navigation patterns
  • Improve platform performance and user experience
  • Detect technical issues

All analytics are aggregated and anonymized. No personal data is collected or stored through analytics cookies.

No third-party advertising cookies

We do not place or allow third-party cookies for advertising, remarketing, or any commercial tracking. No data is shared with advertisers or data brokers.

 

No cross-site tracking

Cookies are limited to the AHI domain. We do not use cookies to track users across websites or platforms.

 

Cookie consent

On your first visit, a clear cookie consent banner informs you of our cookie use and allows you to:

  • Accept all cookies
  • Decline non-essential cookies
  • Customize your preferences

Your choice is remembered and can be changed at any time.

Browser controls

You can manage or delete cookies through your browser settings at any time. Instructions are provided in our cookie policy.

Transparency

A full list of cookies used, their purposes, and their retention periods is available in our cookie policy.

 

No personal data in cookies

We do not store personally identifiable information (names, emails, health data) in cookies.

 

Regular review

Our cookie use is reviewed regularly to ensure it remains minimal, necessary, and privacy-respecting.