At Outlier, OpenTrain AI, TELUS Digital, and Mindrift, I evaluated complex multi-turn LLM responses for accuracy, helpfulness, and safety using RLHF methodologies.
I also rated audio quality, tagged video temporally, and verified transcription accuracy. My work included auditing technical data to ensure precision and quality across machine learning model outputs.
At Clickworker / UHRS, I audited search query relevance and content accuracy across multimodal web search datasets, while applying platform guidelines for labeling, accuracy, and content moderation.
At OneForma / Centific, I managed temporal video tagging, spatial data segmentation, and quality assurance for AI training sets. I also coordinated fleet operations and maintained administrative records at Pola Junior School.

