Data Annotation Specialist (Freelance) at Mercor / Data Annotation / Outlier (Contracted work)

Consulting and delivering high-quality training data to leading AI labs and software companies under contract with Merc or, Data Annotation, and Outlier, among others. Evaluated thousands of multimodal AI outputs against prompts for writing, accuracy, safety, instruction-following, and overall quality, then performed preference ranking to support RLHF. Delivered precise image annotation, entity tagging, audio transcription and analysis, and bounding box extractions with a 0% defect rate.

ESL Teacher at Yingfu Education

Developed and delivered complex lessons for varied levels of comprehension (CEFR A1-C1), ranging from foundational phonics to academic English and Cambridge exam preparation. Planned and performed prestigious class achievement ceremonies and campus events, delivering presentations to audiences of 100+ students, parents and faculty to demonstrate learning outcomes. Collected multi-faceted assessment data and provided tailored progress reports on speaking, listening, writing and reading for students aged 3-17, while maintaining accurate academic records.

Counter Assistant at Blue Lagoon Fish & Chips

Thrived in a high-volume service environment, ensuring consistent output and high-quality, friendly service across dine-in and take-away sections. Demonstrated exceptional reliability and work ethic by managing extended 12-hour shifts and overnight operations, ensuring seamless service continuity.

Kitchen Porter at Culloden House Hotel

Uphold rigorous five-star standards and SOPs in a high-pressure environment; recruited to return for four consecutive summer seasons due to exceptional reliability in peak months for tourism.