Audio and image annotation
I contributed to AI model development through structured image annotation and high-accuracy audio transcription. I applied detailed labeling taxonomies, resolved edge cases using policy documentation, and maintained inter-annotator agreement standards. I also supported quality control processes by reviewing flagged samples, identifying guideline ambiguities, and documenting error trends to improve model training data reliability.