Chief Executive Officer
2024 - 2025
Watts Connected Pty Ltd.
- Co-Author & Self-Publisher: Co-authored and self-published the Techpreneurs Guide, successfully selling over 20 copies and sharing actionable insights for aspiring tech entrepreneurs.
- OCR Tool Co-Developer: Co-developed an OCR tool to digitize handwritten text into typed format, rigorously tested on 200 examples with high accuracy, demonstrating practical AI and software development skills.
Download Guidebook: Techprenuers Guide
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Data Analyst
2025
Bell Equipment
- Process Automation & Cloud Implementation: Designed and implemented process automations that reduced workflows from one week to just 4 minutes, leveraging cloud-based tools for scalability and reliability.
- Natural Language Query Proof of Concept: Delivered a proof of concept for English-to-SQL conversion, enabling natural language querying of databases, with an emphasis on integrating cloud-hosted data services.
- Digital Security & Access Management: Streamlined digital security by creating a structured user access logging and approval process for tech platforms, incorporating cloud identity and access management best practices.
- Automated Reporting Pipelines: Built automated SQL-to-Excel reporting pipelines hosted in cloud environments, delivering near-instant reports and enhancing decision-making efficiency.
- Telematics Data Analysis: Executed complex telematics data queries, including internal and external black box data analysis, leveraging cloud storage and distributed processing frameworks.
- MLOps & Predictive Modelling: Applied batch processing, transformer models, and LSTMs to predict sequential faults with 20% accuracy, demonstrating end-to-end machine learning pipeline design and deployment in a cloud-enabled MLOps workflow.
- Business Intelligence & Visualization: Developed Power BI dashboards to monitor and visualize field incident reporting, integrating cloud-hosted data sources for real-time analytics and operational insights.
Senior Data Scientist
2023 - 2024
Tevo Pty Ltd.
- WhatsApp Chatbot Development: Developed a WhatsApp chatbot for instant quote generation using Twilio API, Meta templates, and a reference database, leveraging Redis and Celery (Python) for scalable multi-user management—reducing customer response times from days to instantaneous.
- OCR Automation Pipeline Proof of Concept: Built a POC OCR automation pipeline to convert invoices into structured Excel reports, transforming a multi-hour manual process into instant outputs and significantly improving operational productivity.
Data Science : Lecturer
2024
Richfield Graduate Institute of Technology
- Online Teaching & Student Support: Delivered online support lectures to 50+ students and created supplemental learning materials to reinforce concepts and enhance engagement.
- Assessment & Evaluation: Marked 300+ assignments and exams, ensuring fair, consistent, and high-quality evaluation of student performance.
- AI-Assisted Feedback Automation: Leveraged GPT API to generate personalized feedback comments for 300 student submissions in just 20 minutes, dramatically improving turnaround time and learning support efficiency.
Data Scientist
2021-2023
Tevo Pty Ltd.
- Warehouse Operations Automation: Engineered a desktop application (VB) to streamline warehouse processes by capturing and tracking product repair data, with cloud-enabled data storage for scalability and accessibility.
- Data Diagnostics & Integrity: Conducted ad-hoc diagnostic and data linkage queries to ensure data integrity and deliver responsive operational insights, leveraging cloud-hosted databases where appropriate.
- Predictive Analytics with Prophet: Applied the Prophet forecasting library to generate predictive insights, informing strategic planning and enabling data-driven decision-making in a cloud-integrated environment.
- Business Intelligence & Dashboards: Designed Power BI dashboards to surface real-time operational intelligence, integrating cloud-hosted data sources for live insights.
- Interactive Analytics via Flask: Built a Flask dashboard POC to provide interactive demonstrator performance analytics, enabling stakeholders to engage with live, cloud-accessible data.
- Web Scraping & Competitive Intelligence: Deployed web scraping pipelines to monitor competitor and retailer pricing, leveraging cloud infrastructure for automation and scalability to safeguard market position.
- Strategic Insights & Knowledge Sharing: Authored business intelligence articles analyzing macroeconomic factors shaping internal strategy, supporting data-informed leadership decisions.
- Inventory & Logistics Innovation: Prototyped a barcode scanner POC to enhance inventory tracking and logistics efficiency, with cloud-enabled data integration for real-time operational monitoring.
Team Lead : Junior Data Scientist
2020-2021
Ignition Group.
- Data Science Leadership: Led the Distribution team’s data science initiatives, coordinating projects and aligning solutions with business partner objectives to drive measurable impact.
- Call Centre Quality Assurance Automation: Developed automation pipelines to transcribe calls, apply topic modelling, and perform sentiment analysis, enhancing insight accuracy and efficiency—leveraging cloud-based processing and scalable ML workflows.
- Graphic Design Workflow Automation: Built a POC automation tool for Photoshop advert generation, tested via Facebook audience models, achieving a 50% success rate compared to manual design and demonstrating end-to-end AI/ML pipeline execution.
- Mentorship & Inclusive Growth: Actively mentored teammates, particularly women in tech, through guided code-along sessions, fostering confidence, skill development, and a culture of inclusive professional growth.
Web Design Intern
2019
Mplanet.
- WordPress Development & Deployment: Developed and deployed multiple WordPress websites, customizing layouts and functionality to meet diverse project requirements and enhance user engagement.
- Digital Asset Design: Designed custom digital assets in Adobe Illustrator, ensuring cohesive branding, polished user experiences, and visually compelling project presentations.
Regional Administrative Assistant
2017-2018
Eskom Expo for Young Scientists.
- Financial & Supplier Management: Managed regional payments to suppliers and service vendors, maintaining accurate records through organized receipt filing and financial documentation.
- Data Collection & Reporting Automation: Created and administered Google Forms to streamline data entry and reporting processes, improving efficiency and accuracy.
- Stakeholder Coordination: Coordinated communication with schools, service providers, and the regional committee, ensuring smooth collaboration and project alignment.
- Official Correspondence: Drafted and distributed letters of request and information notices, supporting effective communication with stakeholders.
- Social Media & Outreach: Oversaw social media management for event promotion and handled telephone outreach to schools regarding the regional expo.
- Event Management Support: Assisted with registrations, certificate printing, mail merge communication, and on-site score capturing, contributing to seamless event execution.
- Team Leadership & Data Oversight: Led a team of data capturers, ensuring accuracy and efficiency in project data processing and reporting.
- Database Management: Utilized MS Access databases to design, print, and report on project cards, supporting effective event logistics and operational tracking.