I am a seasoned data scientist with a track record of delivering end-to-end analytics solutions across financial services and consumer markets. I have led projects from NLP processing and fraud risk management to real-time market monitoring and forecasting, blending statistical methods with machine learning to drive actionable insights and risk controls. I enjoy turning messy data into clear business outcomes and building scalable data products that empower analysts and decision-makers.
I developed a Natural Language Processing model that analyzes financial consumer complaints to automatically extract themes, sentiment, and risk indicators, enabling regulatory bodies to identify misconduct trends and enhance supervisory effectiveness. I also built cross-market monitoring apps for real-time tracking in the South African financial market and deployed forecasting models to anticipate short-term trends, supporting proactive decision-making.
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