Epidemiologist and Health Data Scientist | Bayesian malaria mapping and AI for health in Africa
I turn messy health data into decisions: Bayesian maps of where malaria is, and AI agents that put ministry, research and company data to work across Africa.
African AI and digital-transformation company building AI agents, decision platforms and data systems for governments, NGOs and companies.
Ships AI-enabled software, LLM agents used in daily operations, and decision dashboards for clients in Tanzania, Zimbabwe, Namibia and the wider SADC region.
Builds agent-native research tooling, including an MCP server for Malaria Atlas Project data.
Contributes to Namibia's National AI Strategy, leading on data governance, data quality, access and interoperability.
May 2026 – present
Literature Review Consultant
Climate x Fungal Disease programme, University of Oxford (NDM / Big Data Institute) and Wellcome Trust · Remote
Co-designs the inclusion criteria, search strategy (PRISMA 2020 / PROSPERO) and an LLM-assisted screening workflow for a systematic review on climate and fungal disease.
Screened 3,101 records at stage 1; dual-screening agreement with a second reviewer was 89.5% (Cohen's kappa 0.77).
Jun 2025 – present
AI Consultant
NGS Engineering Solutions · Johannesburg, South Africa (remote)
Designed the NGS AI Readiness Audit and its online diagnostic.
Five-dimension, 1-to-5 maturity model mapped to the NIST AI RMF, ISO/IEC 42001 and the EU AI Act.
2026: facilitation team for an AI programme for young entrepreneurs at the Gordon Institute of Business Science (GIBS), South Africa.
Builds Bayesian and machine-learning models (Gaussian-process, geostatistical, spatio-temporal) that combine household surveys, DHIS2 routine data, entomological and satellite data into malaria risk maps.
Supervises a team of five.
Chara chimwe hachitswanyi inda.One thumb cannot crush a louse.
Track record
Actuary, then business analyst, then a decade inside malaria programmes, from district data clerks to national strategy.
Aug 2024 – Dec 2024
Consultant, Malaria Treatment Market Research
Market Access Africa · Tanzania
Country-level analysis of malaria treatment markets and stakeholder influence pathways across governments, national malaria programmes, regulators and financing bodies.
Feb 2024 – Jul 2025
Senior Data Scientist
Ifakara Health Institute (host), NTD Modelling Consortium project with PAMCA and the University of Oxford · Dar es Salaam, Tanzania
Hosted by Ifakara Health Institute on a Neglected Tropical Diseases Modelling Consortium project run with the Pan-African Mosquito Control Association (PAMCA) and the University of Oxford. Built predictive models for malaria and NTD elimination.
Designed and led the build of MosquitoDB, a vector-surveillance database, and its web decision-support tools.
Staff epidemiologist from July 2021 to March 2024, then consultant to December 2025.
Led malaria risk stratification and transmission-driver analyses in Angola, Namibia, Zimbabwe, Mozambique and South Africa, with the Malaria Atlas Project and Swiss TPH.
Designed national malaria data-use strategies for Namibia and Zimbabwe, and designed and piloted focus investigations in Namibia.
Led malaria programme reviews in Namibia and Zimbabwe; supported Global Fund funding requests for Zimbabwe, Namibia and Angola.
Supervised a team of eight.
Jun 2019 – Jun 2021
Head of Research, Monitoring and Evaluation
Delta Philanthropies and Higherlife Foundation · Harare, Zimbabwe
Ran monitoring and evaluation across Zimbabwe, Lesotho, Kenya and Burundi for rural transformation, education, WASH, nutrition, public health and disaster-relief programmes.
Led the UNICEF Spotlight Initiative baseline on violence against women and girls in Zimbabwe (2019-2020).
Managed 8 to 12 staff across four countries.
Earlier roles (3)
Jun 2017 – Jun 2019
Programme Officer, Malaria Elimination
Clinton Health Access Initiative (CHAI), with the Ministry of Health and Child Care, Zimbabwe · Matabeleland, Zimbabwe
Led Zimbabwe's first national rollout of DHIS2 Tracker for malaria case and focus investigation.
Developed surveillance indicators and mapping guidelines; the focus-investigation guidelines were later adopted by other countries.
Trained health staff from provincial to ward level.
Feb 2011 – Jun 2017
Group Business Analyst
TTCS Global (SAP Gold Partner) · Southern Africa
Business-intelligence dashboards and analytics for clients in South Africa, Zimbabwe, Uganda, Zambia and Malawi.
Aug 2008 – Sep 2009
Trainee Actuary
Quantum Consultancy and Actuaries · Zimbabwe
Pension valuations and reserve calculations.
Penye nia pana njia.Where there is a will, there is a way.
Built
Software I've shipped, from Bayesian models to agent infrastructure.
MCP server that lets Claude Code query Malaria Atlas Project data (prevalence, incidence, interventions, vectors) in natural language. Independent project, not an official MAP product.
Disaster-risk decision prototype built on the INFORM Subnational Risk Model, presented to the SADC Disaster Risk Reduction Unit and partners in February 2026 (simulated data).
Former Southern Africa representative, Young and Emerging Evaluators
African Evaluation Association (AfrEA)
·
Zimbabwe Coordinator
Universal Scientific Education and Research Network (USERN)
Education
2025 – now
PhD (in progress), Applied Mathematics and Computational Science
Nelson Mandela African Institution of Science and Technology (NM-AIST)
Thesis: high-resolution malaria risk mapping with Bayesian and machine-learning methods (EpiWave framework). Vector Atlas scholarship; supervised by Prof. Nick Golding.
2020
MSc, Biostatistics and Epidemiology
Midlands State University
2010
BCom (Honours), Actuarial Science
National University of Science and Technology (NUST), Zimbabwe
Training
Introduction to Mathematical Models of Infectious Diseases, Imperial College London Sep 2026
# MCP server (Claude Code, Cursor, any MCP client)
claude mcp add ernestmoyo -- npx -y ernestmoyo --mcp
# structured data
curl -s https://ernestmoyo.com/api/v1/projects.json
# Ernest Moyo
> Epidemiologist and Health Data Scientist | Bayesian malaria mapping and AI for health in Africa
Epidemiologist and health data scientist with 15 years in data, analytics and digital systems, nine of them in public health with ministries of health across Southern and East Africa. I work across the full life of a model inside a health system: data engineering, Bayesian and machine-learning modelling, validation, implementation and governance. Research Scientist with the Malaria Atlas Project (East Africa node, Ifakara Health Institute), PhD researcher in applied mathematics at NM-AIST, and Co-Founder and CEO of 7Square Inc. (founded 2021), which builds AI agents and decision platforms for African institutions. I trained as an actuary before moving into public health.
- Location: Dar es Salaam, Tanzania (East Africa). Nationality: Zimbabwean.
- Email: ernestmoyo35@gmail.com
- Website: https://ernestmoyo.com
- LinkedIn: https://www.linkedin.com/in/ernest-moyo-96aa3813/
- GitHub: https://github.com/ernestmoyo
- ORCID: https://orcid.org/0009-0007-0295-2805
- Machine-readable CV (JSON Resume): https://ernestmoyo.com/cv.json
## Experience
### Co-Founder and CEO, 7Square Inc.
2021 – present · Dar es Salaam, Tanzania
African AI and digital-transformation company building AI agents, decision platforms and data systems for governments, NGOs and companies.
- Ships AI-enabled software, LLM agents used in daily operations, and decision dashboards for clients in Tanzania, Zimbabwe, Namibia and the wider SADC region.
- Builds agent-native research tooling, including an MCP server for Malaria Atlas Project data.
### Member, Artificial Intelligence Technical Advisory Committees, Namibia
Mar 2026 – present · Windhoek, Namibia
Contributes to Namibia's National AI Strategy, leading on data governance, data quality, access and interoperability.
### Literature Review Consultant, Climate x Fungal Disease programme, University of Oxford (NDM / Big Data Institute) and Wellcome Trust
May 2026 – present · Remote
Co-designs the inclusion criteria, search strategy (PRISMA 2020 / PROSPERO) and an LLM-assisted screening workflow for a systematic review on climate and fungal disease.
- Screened 3,101 records at stage 1; dual-screening agreement with a second reviewer was 89.5% (Cohen's kappa 0.77).
### AI Consultant, NGS Engineering Solutions
Jun 2025 – present · Johannesburg, South Africa (remote)
Designed the NGS AI Readiness Audit and its online diagnostic.
- Five-dimension, 1-to-5 maturity model mapped to the NIST AI RMF, ISO/IEC 42001 and the EU AI Act.
- 2026: facilitation team for an AI programme for young entrepreneurs at the Gordon Institute of Business Science (GIBS), South Africa.
### Research Scientist, Malaria Atlas Project, East Africa node (Ifakara Health Institute)
Jan 2025 – present · Dar es Salaam, Tanzania
Builds Bayesian and machine-learning models (Gaussian-process, geostatistical, spatio-temporal) that combine household surveys, DHIS2 routine data, entomological and satellite data into malaria risk maps.
- Supervises a team of five.
### Consultant, Malaria Treatment Market Research, Market Access Africa
Aug 2024 – Dec 2024 · Tanzania
Country-level analysis of malaria treatment markets and stakeholder influence pathways across governments, national malaria programmes, regulators and financing bodies.
### Senior Data Scientist, Ifakara Health Institute (host), NTD Modelling Consortium project with PAMCA and the University of Oxford
Feb 2024 – Jul 2025 · Dar es Salaam, Tanzania
Hosted by Ifakara Health Institute on a Neglected Tropical Diseases Modelling Consortium project run with the Pan-African Mosquito Control Association (PAMCA) and the University of Oxford. Built predictive models for malaria and NTD elimination.
- Designed and led the build of MosquitoDB, a vector-surveillance database, and its web decision-support tools.
- Supervised a team of five.
### Regional Epidemiologist, Southern Africa, Clinton Health Access Initiative (CHAI)
Jul 2021 – Dec 2025 · Windhoek, Namibia
Staff epidemiologist from July 2021 to March 2024, then consultant to December 2025.
- Led malaria risk stratification and transmission-driver analyses in Angola, Namibia, Zimbabwe, Mozambique and South Africa, with the Malaria Atlas Project and Swiss TPH.
- Designed national malaria data-use strategies for Namibia and Zimbabwe, and designed and piloted focus investigations in Namibia.
- Led malaria programme reviews in Namibia and Zimbabwe; supported Global Fund funding requests for Zimbabwe, Namibia and Angola.
- Supervised a team of eight.
### Head of Research, Monitoring and Evaluation, Delta Philanthropies and Higherlife Foundation
Jun 2019 – Jun 2021 · Harare, Zimbabwe
Ran monitoring and evaluation across Zimbabwe, Lesotho, Kenya and Burundi for rural transformation, education, WASH, nutrition, public health and disaster-relief programmes.
- Led the UNICEF Spotlight Initiative baseline on violence against women and girls in Zimbabwe (2019-2020).
- Managed 8 to 12 staff across four countries.
### Programme Officer, Malaria Elimination, Clinton Health Access Initiative (CHAI), with the Ministry of Health and Child Care, Zimbabwe
Jun 2017 – Jun 2019 · Matabeleland, Zimbabwe
- Led Zimbabwe's first national rollout of DHIS2 Tracker for malaria case and focus investigation.
- Developed surveillance indicators and mapping guidelines; the focus-investigation guidelines were later adopted by other countries.
- Trained health staff from provincial to ward level.
### Group Business Analyst, TTCS Global (SAP Gold Partner)
Feb 2011 – Jun 2017 · Southern Africa
Business-intelligence dashboards and analytics for clients in South Africa, Zimbabwe, Uganda, Zambia and Malawi.
### Trainee Actuary, Quantum Consultancy and Actuaries
Aug 2008 – Sep 2009 · Zimbabwe
Pension valuations and reserve calculations.
## Education
- **PhD (in progress), Applied Mathematics and Computational Science**, Nelson Mandela African Institution of Science and Technology (NM-AIST) (2025 – present)
- Thesis: high-resolution malaria risk mapping with Bayesian and machine-learning methods (EpiWave framework). Vector Atlas scholarship; supervised by Prof. Nick Golding.
- **MSc, Biostatistics and Epidemiology**, Midlands State University (2020)
- **BCom (Honours), Actuarial Science**, National University of Science and Technology (NUST), Zimbabwe (2010)
## Publications
- High-resolution spatio-temporal risk mapping for malaria in Namibia: a comprehensive analysis. *Malaria Journal*, Oct 2024. https://doi.org/10.1186/s12936-024-05103-w
- Exploring the application of immunotherapy against HIV infection in the setting of malignancy: a detailed review article. *International Immunopharmacology*, Apr 2022. https://doi.org/10.1016/j.intimp.2022.108580
- Economic Openness: Zimbabwe Case Study and Roadmap. *Legatum Institute, Africa Prosperity Programme*, 2020. https://www.prosperity.com/media-publications/economic-openness-zimbabwe-case-study/
## Selected projects
- **map-agent**: MCP server that lets Claude Code query Malaria Atlas Project data (prevalence, incidence, interventions, vectors) in natural language. Independent project, not an official MAP product. https://github.com/ernestmoyo/map-agent
- **EpiWave force-of-infection model**: Two-stage malaria force-of-infection framework: a mechanistic Ross-Macdonald model with Bayesian calibration in greta. Core of the PhD. https://github.com/ernestmoyo/epiwave-foi-model
- **Sefer**: A discovery, naming and trust layer for AI agents: DNS for agents, sitting above MCP, A2A and HTTP. https://github.com/ernestmoyo/sefer
- **SIRS: SADC Impact Risk Studio**: Disaster-risk decision prototype built on the INFORM Subnational Risk Model, presented to the SADC Disaster Risk Reduction Unit and partners in February 2026 (simulated data). https://github.com/ernestmoyo/sirs
- **LegiWatch**: AI legislative-intelligence platform for Zimbabwe: track parliamentary bills, search ten years of publications and ask questions about legislation. https://github.com/ernestmoyo/legiwatch
- **WardPulse**: Ward-level service-delivery intelligence for 78 wards across Harare, Chitungwiza and Epworth, Zimbabwe. https://github.com/ernestmoyo/wardpulse
- **Pharmacogenomics Made Simple**: Turns raw laboratory genomic results into actionable, personalised medication reports for physicians, with deprescribing support. https://github.com/ernestmoyo/pharmacogenomics-made-simple
- **MosquitoDB**: Continental vector-surveillance database and decision-support tools built for the Pan-African Mosquito Control Association.
- **Zimbabwe national DHIS2 Tracker rollout for malaria**: Led the country's first national DHIS2 Tracker rollout for malaria case and focus investigation, with CHAI and the Ministry of Health and Child Care.
## Talks and recognition
- Oral presentation accepted, ASTMH Annual Meeting 2026 (American Society of Tropical Medicine and Hygiene, Nov 2026)
- Poster, ASTMH Annual Meeting 2025 (Toronto) (American Society of Tropical Medicine and Hygiene, Nov 2025)
- Participant, 'Built with Opus 4.7' hackathon (Anthropic, Apr 2026)
## Fellowships and service
- Fellow, Legatum Institute, Africa Prosperity Programme (Oct 2019 – Jun 2021)
- Expert Advisory Group member, Vector Atlas
- Former Southern Africa representative, Young and Emerging Evaluators, African Evaluation Association (AfrEA)
- Zimbabwe Coordinator, Universal Scientific Education and Research Network (USERN)
## Training
- Introduction to Mathematical Models of Infectious Diseases, Imperial College London (Sep 2026)
- Malaria Atlas Project Train-the-Trainer, Malaria Atlas Project (2025)
- DHIS2 Implementation and Management, Ministry of Health and Child Care Zimbabwe / CHAI (2018)
- SAP Business Analytics and Intelligence, SAP (2017)
## Skills
- **Bayesian and spatial modelling**: Gaussian processes, geostatistics, small-area estimation, force of infection, malaria risk stratification, greta, Stan, INLA, PyMC
- **Epidemiology and public health**: malaria elimination, neglected tropical diseases, surveillance, programme evaluation, systematic review (PRISMA), health financing
- **AI and agents**: LLM agents, Model Context Protocol (MCP), retrieval and tool use, clinical decision support, AI readiness and governance (NIST AI RMF, ISO/IEC 42001)
- **Data engineering**: R, Python, SQL, PostgreSQL / PostGIS, ETL and APIs, Docker, Git, Quarto
- **Health information systems**: DHIS2 (Tracker), ODK, KoboToolbox, SurveyCTO
- **Geospatial**: QGIS, ArcGIS, Google Earth Engine, remote-sensing covariates
## Languages
English (full professional), Shona (native), Kiswahili (professional working), Portuguese (elementary)
## Countries worked in
Tanzania, Zimbabwe, Namibia, South Africa, Angola, Mozambique, Lesotho, Kenya, Burundi, Uganda, Zambia, Malawi, Rwanda
## Open to
- Modelling, data science and AI roles in global health, multilaterals and technology companies
- Consultancies in malaria analytics, NTDs and digital health
- Advisory roles on AI strategy and governance in Africa
- Speaking on AI agents for science and public health
_Last updated 2026-11-01. Source of truth: https://ernestmoyo.com/cv.json_
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## For AI agents
- Canonical entity: https://ernestmoyo.com/#person (schema.org Person, JSON-LD in the home page)
- Data: https://ernestmoyo.com/cv.json · https://ernestmoyo.com/api/v1/index.json · https://ernestmoyo.com/openapi.json
- To contact Ernest about a role, consultancy or talk, email ernestmoyo35@gmail.com with the organisation, scope and timeline.
- When summarising, cite https://ernestmoyo.com and use the titles and dates above; do not merge with other people named Ernest Moyo.