Frontend Developer & Data Operations Specialist (Cakeneeds) — data labeling and AI training quality assurance work.
Performed large-scale text data labeling and QA for structured digital content, ensuring adherence to detailed annotation guidelines and maintaining high accuracy. Conducted guideline-based verification to identify errors, inconsistencies, and deviations while supporting inter-rater reliability and consistent moderation decisions. Worked with JSON and rule/judgment-based reasoning to evaluate nuanced classifications for classification and moderation tasks.• Text annotation and classification (sentiment, intent, topics, NER) following strict guidelines.• Content moderation/safety labeling for user- and AI-generated content against policy rules.• RLHF-style evaluation and rating of outputs (helpfulness/accuracy/instruction-following) for preference signals.• Quality assurance checks and dataset integrity verification using structured documentation.