Project Management
My core domain — built through multiple certifications, an ongoing MSc programme, and hands-on practice with real project simulations.
Used for sprint planning, backlog management, and tracking task progress in Agile environments. My go-to tool for keeping teams aligned.
Applied in coursework and simulations for Gantt chart creation, resource planning, and timeline management.
Used for documentation, team wikis, and lightweight kanban-style task tracking.
Comfortable with the full Scrum cycle: sprint planning, daily standups, retrospectives, and backlog refinement.
Practiced across sales, accounting, and AI training roles long before I learned the formal term.
Trained in risk identification, impact/probability matrices, and mitigation planning through dedicated certification.
Also experienced in: Waterfall · SDLC · Backlog Management · Sprint Planning
Data & AI
Gained through 6+ months at TELUS International, working directly inside an AI model training pipeline.
Annotated 100+ records daily at 90%+ accuracy across multiple content types and languages.
Ran structured feedback cycles that reduced annotation error rates by approximately 15%.
Assessed AI output quality and flagged systematic inconsistencies that impacted model precision upstream.
Also experienced in: Data Validation · Data Collection · Report Writing · Machine Learning Datasets
Technical
Daily-use proficiency across both ecosystems, including advanced Excel for tracking and reporting.
Comfortable building and maintaining simple web pages. This site is one example.
Also familiar with: Cisco Networking basics
Soft Skills
These aren't filler. They come from managing classrooms, closing real estate deals, and coordinating multilingual teams.
Coordinated between Polish, English, and Turkish-speaking teams across multiple roles and countries.
Led classroom environments, managed client portfolios, and guided team workflows without a formal title.
Also: Critical Thinking · Problem Solving · Change Management · CRM