EDWARD MUGAMBI IRERI
Nairobi, Kenya
SUMMARY
Data Analytics and Machine Learning professional with 7+ years’ experience delivering predictive
models, dashboards, and large-scale analyses that improve business and healthcare outcomes and
inform strategy. Skilled in Python, R, SQL, Power BI, Tableau, and MLOps tools, with a strong record of
peer-reviewed publications, grants, and cross-functional research leadership. Recognized for turning
complex data into actionable insights and driving measurable impact.
TECHNICAL SKILLS
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Data Analytics & BI: Data Collection & Preparation, EDA, A/B Testing, Forecasting, Dashboarding
& Storytelling (Power BI, Tableau)
Programming & Data Science: Python, R, Data Manipulation, Feature Engineering, Machine
Learning (Regression, Classification, Clustering), Big Data (Apache Spark, Databricks), Google
Colab, Kaggle
Machine Learning & AI: Model Development & Evaluation, Reinforcement Learning, Healthcare
ML, Generative AI, Predictive & Prescriptive Analytics
Cloud & MLOps: Flask, Streamlit, MongoDB, Git/GitHub, MLflow, Docker, Hyperopt, Render
AWS: EC2, S3, Redshift, SageMaker, QuickSight
Databases: SQL & NoSQL, Data Warehousing, Query Optimization, Schema Design, Data
Modeling
Research Tools: MAXQDA, NVivo, Kobo Collect
Languages: English (Fluent), Swahili (Fluent), French (Basic)
EXPERIENCE
LEAD DATA ANALYST
01/2022 - Present
Smart Health Consultants Limited Company, Nairobi, Kenya
• Developed a hyponatremia risk predictive model, improving diagnostic specificity for acute
complicated appendicitis from 12% → 60% and enabling earlier interventions.
• Developed and deployed 7+ machine learning predictive models on GitHub (public and private),
improving accessibility and collaboration for research and applied projects.
• Designed and deployed interactive dashboards that boosted stakeholder engagement by 40%,
accelerated executive decision-making cycles by 30%, and automated KPI tracking to cut manual
reporting by 70%.
• Analyzed 100,000+ healthcare records and conducted deep-dives on maternal health outcomes,
generating insights that guided two national-level health program adjustments and informed MNCH
& COVID-19 vaccination strategies.
• Established a data integrity framework with Kobo Collect, improving data accuracy from 75% →
100% and reducing manual errors by 30%+ through automated validation.
• Contributed to 6 peer-reviewed publications, led 4 consultancies as the lead data consultant, and
produced 4 technical reports translating findings into actionable recommendations for clients.
RESEARCH COORDINATOR/TUTOR
01/2020 - 01/2022
Amref International University, Nairobi, Kenya
• Taught Biostatistics & Research Methods to 100+ students, integrating applied case studies and
achieving an average student evaluation score of 60%.
• Coordinated 6 cross-functional research projects as lead data analyst consultant, ensuring 100%
compliance with quality/ethical standards and delivering on time.
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Designed and implemented standardized data collection protocols and quality assurance
frameworks, improving research accuracy by 30%, cutting analysis time by 25%, and introducing
governance practices later adopted by other faculties.
Applied advanced statistical models to uncover health patterns that informed departmental strategic
plans, and delivered 3 technical reports and executive presentations to leadership.
Contributed to 6 peer-reviewed publications and successful grant applications worth USD 470,452,
strengthening the university’s research capacity.
Built research collaborations with the University of Edinburgh, Kent University, and University of
Groningen, expanding international knowledge exchange opportunities.
RESEARCH ASSISTANT
06/2016 - 06/2019
University of Kabianga, Kericho, Kenya
• Collected, cleaned, and analyzed 5,000+ survey records using SPSS and R, producing descriptive
and inferential findings that contributed to 6 peer-reviewed publications.
• Conducted systematic literature reviews of 10+ studies and co-developed standardized data
collection protocols, strengthening methodological frameworks and ensuring consistency across
multiple projects.
• Produced 2 detailed conference reports and maintained comprehensive research documentation
and version control, ensuring reproducibility and academic integrity.
• Supported the organization of the 1st and 2nd University Scientific Conferences as editor of the
conference proceedings, while also coordinating logistics and facilitating knowledge-sharing
sessions.
EDUCATION
Applied Data Science LAB, Data Science
Worldquant University
Anticipated 09/2025
Washington, D.C., USA
Master Of Science, Data Analytics
Nexford University
08/2025
Washington, D.C., USA
Master Of Science, Medical Virology
Jomo Kenyatta University of Agriculture & Technology
06/2023
Juja, Kenya
Bachelor Of Science
Jomo Kenyatta University of Agriculture & Technology
04/1999
Juja, Kenya
PUBLICATIONS & RESEARCH PORTFOLIO
Publication Citations: Ireri Mugambi Edward - Google Scholar
Peer-Reviewed Publications: Peer Reviewed Publications - Edward Mugambi Ireri.pdf
Research Portfolio: Research Engagements and Consultancies Portfolio - Edward Mugambi Ireri.pdf
Web-Apps & Dashboard: R and Python Programming Web-Applications - Edward Mugambi Ireri.pdf
Contact Referees: Contact Referees - Edward Mugambi Ireri.pdf
