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Candidate Details

Name :

INNOCENT MAMVURA
Qualification :
Lead Data Scientist | AI/ML Engineer | GenAI Specialist | Full-Stack Data Application Developer
Industry :
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Lead Data Scientist | AI/ML Engineer | GenAI Specialist | Full-Stack Data Application Developer

PROFESSIONAL PROFILE

Senior Data Scientist, AI/ML Team Lead, and Software Engineer with 15+ years of experience building enterprise-grade ML systems and full-stack data applications.

Proven leader of a six-person AI/data science team, with hands-on delivery across Python, cloud infrastructure (AWS, Azure), and GenAI/LLM solutions.

Track record of translating complex data science into measurable institutional impact, from predictive models that reduced student dropout to national-scale data infrastructure.

CORE SKILLS

•     Programming & Development: Python (Advanced), SQL (Advanced), R, Bash, JavaScript, Flask/FastAPI, Docker, CI/CD, Git

•     AI & Machine Learning: LLMs/GenAI (GPT-4, LangChain, RAG), AI Agents, NLP, Scikit-learn, XGBoost, TensorFlow

•     Cloud & Data Engineering: AWS (SageMaker, Lambda, Bedrock), Azure ML, Apache Airflow, dbt, BigQuery, Redshift

•     Software Engineering: Docker, docker-compose, FastAPI (Python 3.12, Pydantic v2, SQLAlchemy 2.x,Alembic), Next.js (TypeScript, Tailwind CSS), Flask REST APIs, GraphQL, JWT Authentication & Role-Based Access Control (RBAC), PostgreSQL, GitHub Actions CI/CD, MLflow, Kubeflow, Kubernetes

•     Business Intelligence & Governance: Power BI (Advanced DAX), Tableau, DAMA-DMBOK, GDPR/POPIA, AI Ethics

•     Leadership: Team management (team of six), stakeholder engagement, executive reporting, mentoring

 

PROFESSIONAL EXPERIENCE

AI Team Lead & Special Projects Lead, University of the Witwatersrand, Johannesburg  (2012-Present)

•     Lead a team of six AI Solutions Engineers and Data Scientists delivering production AI systems and analytics platforms.

•     Partner with business leaders to unlock value through trusted insights, reporting and predictive analytics.

•     Built and deployed production ML models (XGBoost, Random Forest, Logistic Regression) predicting student persistence and success, directly reducing dropout rates.

•     Architected a multi-agent LLM/RAG system (GPT-4, LangChain) automating annual student survey analysis and reporting using modern LLM and agent orchestration frameworks.

•     Leading development of a real tracking and monitoring platform integrating 15+ institutional data sources.

•     Developed scalable AI agents automating financial reconciliation and invoice capture, cutting manual processing time significantly.

•     Integrated AI capabilities into existing .NET services, REST APIs and enterprise platforms.

•     Authored the institutional AI Strategy and Governance framework, formally adopted for responsible AI deployment.

•     Developed the Data and AI Literacy programmes for upskilling and capacity development.

•     Driving the adoption of AI, advanced analytics and data science to deliver measurable business outcomes

Business Intelligence Specialist, University of the Witwatersrand, Johannesburg  (2009-2012)

•     Developed executive modern dashboards and analytical reports (Power BI, Tableau, SAP Business Objects) used by 300+ staff.

•     Designed reporting frameworks for statutory (HEMIS) and institutional reporting.

•     Led data quality audits across Finance, Student, and Procurement data, resolving 200+ integrity issues.

EDUCATION

•     PhD, Computer Science (Predictive Modelling & AI), in progress

•     MSc, Actuarial Science and Mathematical Statistics, University of the Witwatersrand (2009-2011)

•     BSc Honours, Mathematics, Midlands State University, Zimbabwe (2000-2005)

CERTIFICATIONS

•     Getting Started with Amazon QuickSight, AWS, 2022

•     AWS Academy Educator Certificate, AWS, 2021

•     Machine Learning Pipelines with Azure ML Studio, Coursera, 2020

•     Introduction to Machine Learning, Coursera, 2020

•     Fast Track Leadership Programme, Wits Business School, 2020

•     SAAIR Certificate of Appreciation for Capacity Building Workshops, 2019

SELECTED PUBLICATIONS & SPEAKING

Publications

•     Mamvura, I., Tshuma, L., Ndlovu, N.S., and Theledi, K.A. (2026). African Journal of Teacher Education, 15(1), 17-36, special issue on digital culture in African universities.

•     Mamvura, I. et al. (2025). Book chapter, Higher Education Quality and Disruption (edited volume).

Conference Presentations (Selected)

•     SAAIR 2025, University of Venda: Workshop presenter, Agentic AI and Autonomous Agents in Higher Education; co-author of peer-reviewed paper on male student success; invited panellist on AI for institutional excellence.

•     SAAIR 2024, 31st Annual Conference: Workshop presenter, Navigating Ethical and Privacy Concerns: The Role of AI in Institutional Research.

•     SAAIR 2023 Learner Analytics Bootcamp, UCT: Facilitated workshop on learning analytics and visualisation for 40+ delegates from South Africa, Namibia, and Eswatini.

•     eResearch Africa 2019, UCT: Sole presenter, full-day workshop on AI and Machine Learning for Data Science Development (selective, limited to 20 researchers).

•     SAAIR 2018, 25th Annual Conference: Presented two papers on machine learning in student success, among the earliest ML applications in African higher education.

INTERESTS

•     Chess

•     Tennis

•     Coding

REFEREES

Available on request

LinkedIn

Professional Experience

Education

Interests

Skills

Technical Skills

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