MSc Business Analytics (Machine Learning Project using IBM SPSS Modeler))
Completed data annotation and labeling project work as part of MSc Business Analytics studies, with an emphasis on supporting machine learning and AI model training. Applied structured labeling methodologies using classification frameworks to ensure dataset quality and reduce bias. Utilized IBM SPSS Modeler to build, label, and evaluate machine learning datasets for analytics-driven insights. • Focused on text data validation for machine learning models. • Developed and implemented classification schemas for structured outcomes. • Ensured adherence to instruction guidelines and quality standards. • Emphasized high-quality labeled datasets for improved AI outputs.