Ngcebo Hadebe

Data Scientist specializing in Applied AI, Machine Learning, and geospatial analytics, with production experience working on high-volume enterprise datasets. Experienced in building end-to-end data science solutions including data exploration, feature engineering, predictive modelling, and insight delivery for business decision-making. Currently working with vehicle telematics and geospatial mobility data, developing predictive models and analytics solutions supporting 1,000+ enterprise clients and 140+ field technicians across multiple regions.

Experienced in AI systems development and experimentation with LLM-based solutions, including multi-agent AI systems and knowledge retrieval architectures. Strong mathematical foundation with a BSc in Mathematics and the ability to communicate complex analytical insights to technical and non-technical stakeholders.

Data Scientist | Applied AI | Machine Learning at Ctrack (2025-01 – Present)

Designing analytics solutions for high-volume vehicle telematics datasets and developing machine learning models for enterprise clients.

• Designed analytics solutions for high-volume vehicle telematics datasets supporting operational decision-making
• Performed large-scale exploratory data analysis and feature engineering on mobility datasets
• Developed machine learning classification models to identify high-risk churn segments across 1,000+ enterprise clients
• Delivered data-driven retention insights to customer success and sales teams through reports and dashboards
• Analysed workforce and performance data for 140+ field technicians across 8 regions to improve operational planning
• Initiated AI proof-of-concept projects exploring practical enterprise AI applications
• Designed prototypes for LLM-based knowledge systems and AI-powered automation tools
• Collaborated with technical and business teams to translate AI capabilities into practical solutions

Lecturer – Mathematics at Majuba TVET College (2013-01 – 2024-12)

Teaching mathematics and statistics to tertiary students and developing analytical curriculum.

• Taught mathematics and statistics to tertiary students
• Developed analytical curriculum and assessments
• Built strong communication and presentation skills for complex technical concepts

Certificate in Data Science – Explore AI Academy

Professional Certificate in IBM Data Science – Coursera

Certificate in Google Data Analytics – Coursera

Postgraduate Certificate in Education – University of South Africa

BSc in Mathematics with Economics – University of Cape Town