Key Skills

Software

No software listed

Top Subject Matter

Senior Technology & Operations in IT & Telecom

Strategic planning, enterprise risk oversight

Digital Transformation & Risk Governance

Top Data Types

Video

Text

Document

Top Task Types

No task types listed

Freelancer Overview

I bring a distinctive combination of hands-on AI training data experience and deep enterprise technology credentials. Through applied project work with Outlier, I contributed directly to AI model training pipelines — tasks that included data annotation, prompt evaluation, response ranking, and quality review of AI-generated outputs across technical and professional domains. My practical work is grounded in a strong academic foundation: I have a Google Cloud Certified Generative AI Leader credential, has completed PMI's Practical Application of Gen AI for Project Managers and Data Landscape of GenAI for Project Managers courses, and certified in prompt engineering through PMI's Talking to AI programme With over a decade of experience in enterprise IT, cloud infrastructure (Azure, GCP, AWS), telecoms systems (BSS/OSS, SIP, SDWAN, IP networking), and project governance, I am positioned to accurately label, rank, and evaluate AI outputs in technically complex domains where most annotators may lack the baseline knowledge to assess quality meaningfully. My TELUS experience leading digital transformation programs and building KPI dashboards demonstrates strong data literacy and analytical thinking — skills that translate directly into high-quality, consistent annotation work. Combined with my Harvard Business School training in Business Analytics and Disruptive Strategy, I offer the rare profile of an AI training data contributor who brings genuine subject matter expertise, structured reasoning, and a proven track record of working to the highest professional standards.

Labeling Experience

Education

Work History