Experienced professional with focus on data science and machine learning. Capable of transforming complex datasets into actionable insights through advanced analytics and predictive modelling. Utilises strong programming skills and statistical knowledge to drive data-driven decision-making.
Overview
9
9
years of professional experience
5
5
years of post-secondary education
Work history
Senior Decision/Data Scientist
Capitec Bank
06.2024 - 03.2025
Lead the development and deployment of advanced Machine and Deep learning models to detect, predict, and mitigate fraud (push payments, account takeover attempts etc) in AWS
Analyze large volumes of data to identify trends, patterns, and anomalies associated with potential fraud threats with Python and Power BI
Design and implement experiments to evaluate the effectiveness of fraud detection systems and continuously improve their performance using MLflow
Develop robust data pipelines, algorithms, and tools to support real-time detection and response to digital payments fraud threats with Spark and Glue
Contribute to overall Data Science and Analytics infrastructure
Senior Data Scientist
Anglo-American-Kumba Iron Ore
09.2022 - 06.2024
Developing and leading the application of data science modelling at an Integrated Operations Centre level to deliver insight-driven tactical and strategic value creation
Use data to support and optimize decision-making, including predictive decision-making across the business value chain from the pit right through to the market
Providing statistical analysis, forecasting, predictive modelling, simulation, and optimization to discover trends, opportunities, and threats such as production throughput, safety, health etc
Design quantitative advanced analytics models that answer business questions and/or discover opportunities for improvement/optimization at the business unit such as Load and Hauling Operations
Developing data pipelines to Ingest large, complex data sets that meet functional and non-functional requirements using Microsoft Azure
Senior Data Scientist
First National Bank
02.2021 - 08.2022
Development and validation of credit scoring models for Credit Card and Home Loans with SAS, Python and Paragon Modeller
Development of Power BI reports for Model Monitoring and Reporting
Development of business support models (income estimation and affordability)
Exposure to development and validation of IFRS 9 models (PD, EAD and LGD)
Responding to ad-hoc analysis requests in a timely manner for credit risk purposes
Extracting and Aggregating Data from Large Relational Databases from Credit Bureau (Compuscan and TransUnion) for credit scoring purposes
Liaising with other product houses for supporting reporting and credit risk assessment processes
Senior Commercial Analyst (Data Scientist)
African Bank
03.2019 - 01.2021
Customer Value Analytics: delivering insights on consumer trends and behaviours in the market
Customer Segmentation: building customer segments according to customer behaviours
Credit Risk Modelling: scorecard analysis and monitoring
Propensity Modelling: developing cross-selling and Up-selling models to sell new products to customers
Marketing Campaign Optimisation: Maximising the customer's lifetime value and getting the right customer
Budgeting and Forecasting: Developing statistical models to forecast and estimate sales
Data Visualization: developing Power BI reports for sales and marketing views
Data Analyst
Thebe Health Group (ThebeMed)
11.2015 - 02.2019
Pricing Analysis: Supporting the Consulting Actuary in monitoring, analysing, and pricing medical scheme options
Product Development: Contribute to the design and refinement of healthcare products to meet client needs
Market Research: Perform in-depth research to inform competitive pricing and market strategies
Data Management & Analysis: Use SAS, SQL, Python and advanced Excel functions to extract and analyze data, identify trends, and understand causes of deviations
Financial Reporting: Assist with financial reporting, including calculating IBNR using actuarial methods, such as short-term insurance runoff triangles and statistical modeling(Regression Modelling)
Education
BSc (Hons) - Applied Mathematics
University of Stellenbosch
01.2025 - 12.2025
BSc - Mathematics with Statistics
University of Limpopo
01.2012 - 12.2014
National Senior Certificate - undefined
Lewalemolomo Secondary School
01.2009 - 12.2009
Skills
Logical analysis
Abstract reasoning
Critical thinking
Problem Solving
Presentation skills
Interpersonal skills
Reporting skills
Communication Skills
Data Manipulation
Data Analysis
Data Mining
Statistical Analysis
Machine Learning Model Development
Data Warehousing
Relational databases Programming
Object-Oriented Programming (Python)
AWS
Azure
SQL
PySpark
CI/CD
PowerBI
Kafka
MLflow
Accomplishments
01/01/14, Achieved 75% Overall Average, IDC Top Academic Achiever in Applied Mathematics
01/01/09, Elected as an SRC Chairperson, Lewalemolomo Secondary School